This document is a thesis submitted by Gonçalo Marques in fulfillment of the requirements for a Master's degree in Aerospace Engineering. It examines engine condition monitoring and fuel consumption monitoring at Portugália Airlines as routes to operational optimization and cost savings. The thesis reviews the flight profiles of Portugália's Fokker 100 fleet to evaluate engine usage. It also uses an engine condition monitoring tool called COMPASS to analyze engine parameter trends and identify potential issues. Additionally, a fuel monitoring tool was developed to actively track fuel consumption across both fleets and link maintenance with flight operations. The analysis confirmed that engine condition monitoring and fuel monitoring are valuable tools for optimization that provide indicators for improvements and cost savings opportunities.
PD221 Charterparty Management For Liquefied Petroleum Gas (LPG) Tankers petroEDGE
Despite falling oil prices, the demand for LPG is growing at a much faster pace both in under developed and developed markets in Asia. There has been a steady increase in the number of LPG tankers as compared to LNG in the Middle East to Asian routes. There is now an important focus on the use of LPG vessels specific Charter Party Agreements to avoid the ambiguity of dormant clauses by adopting commonly used Charter Party Forms for petroleum tankers.
From Winter 2016 LOA ER Magazine. Advanced Sortie Production Course (ASPC): Helping to Build Wing-level Sortie Production Experts.
A synopsis by Air Combat Command Maintenance
Management Division (ACC/A4M) with Brigadier General Carl Buhler, ACC/A4.
PHPConf2010 - Introdução a Search Engine OptimizationRafael Capucho
Slides da Palestra Introdução a Search Engine Optimization e OpenSitemap API ministrada na PHPConference 2010 em São Paulo, maior evento de PHP da América Latina.
In many cases game engines provide a suite of visual development tools in addition to reusable software components. These tools are generally provided in an integrated development environment to enable simplified, rapid development of games in a data-driven manner. Game engine developers attempt to "pre-invent the wheel" by developing robust software suites which include many elements a game developer may need to build a game. Many tools called game engines are available for game designers to code a game quickly and easily without building from the ground up.
PD221 Charterparty Management For Liquefied Petroleum Gas (LPG) Tankers petroEDGE
Despite falling oil prices, the demand for LPG is growing at a much faster pace both in under developed and developed markets in Asia. There has been a steady increase in the number of LPG tankers as compared to LNG in the Middle East to Asian routes. There is now an important focus on the use of LPG vessels specific Charter Party Agreements to avoid the ambiguity of dormant clauses by adopting commonly used Charter Party Forms for petroleum tankers.
From Winter 2016 LOA ER Magazine. Advanced Sortie Production Course (ASPC): Helping to Build Wing-level Sortie Production Experts.
A synopsis by Air Combat Command Maintenance
Management Division (ACC/A4M) with Brigadier General Carl Buhler, ACC/A4.
PHPConf2010 - Introdução a Search Engine OptimizationRafael Capucho
Slides da Palestra Introdução a Search Engine Optimization e OpenSitemap API ministrada na PHPConference 2010 em São Paulo, maior evento de PHP da América Latina.
In many cases game engines provide a suite of visual development tools in addition to reusable software components. These tools are generally provided in an integrated development environment to enable simplified, rapid development of games in a data-driven manner. Game engine developers attempt to "pre-invent the wheel" by developing robust software suites which include many elements a game developer may need to build a game. Many tools called game engines are available for game designers to code a game quickly and easily without building from the ground up.
Apresentação feita no FISL11. Sala lotada e gente tentando entrar.
O projeto apresentado está disponível em http://github.com/triveos/fisllive/ e você encontra uma instância em funcionamento no endereço http://fisllive.appspot.com/.
Se você está procurando cursos online, consultoria, precisa de ajuda para desenvolver aplicações Web, entre em contato conosco: http://www.triveos.com.br/contato/
DigitalHubGO: Search Engine Optimization - SEMAndré de Moraes
Palestra de 15 minutos por André de Moraes no #DigitalHubGO. A temática foi Search Engine Optimizations e Marketing Para Mecanismos de Busca, abordando principalmente SEO e Google AdWords. Um dos focos da palestra foi a observação dos perfis do usuários. Também foram apresentadas ferramentas e algumas tendências sobre o mercado.
Neste Webcast serão abordadosos seguintes temas:
Conteúdo, meta tags e urls amigáveis
Técnicas ( Black Hat SEO, White Hat SEO)
Backlinks
Robôs de Busca
Ajudando os robôs de busca a indexar o seu site (sitemap.xml)
Analizando dados de acesso ao seu site.
SOA na Prática – Criando uma Aplicação BPMN com Bonita Open Solution, Mule ES...Michel Azevedo
SOA and cloud computing are two close related subjects. Knowing
how to take advantage of these paradigms might place a company ahead of its
competitors, especially in a demanding market where a company has to adapt
quickly to changes. This paper shows a proof of concept application that
basead only on open source tools, highlights the benefits of SOA and cloud
computing to SMEs. To achieve that goal, we model a BPMN 2.0 business
process that calls cloud services (e.g., google app engine and twitter) during
its flow through the Mule ESB, message oriented middleware.
Palestra do FISL 12 e no TDC 2011.
Mais informações em: http://www.mmaciel.com.br/2011/07/02/robotica-e-computacao-nas-nuven/
A proposta é demonstrar o uso do Google App Engine como plataforma de integração com soluções de eletrônica e automação criadas com o Arduino. As duas plataformas são open-source (software e hardware), e podem ser utilizadas por qualquer desenvolvedor para criar protótipos ou até mesmo desenvolver soluções de baixo custo inicial que podem ser facilmente mantidas e escaladas. Apresentarei brevemente o potencial das duas plataformas e logo após demonstrarei uma solução de automação controlada pela internet que as utiliza de forma integrada. Imagine: programação, eletrônica, internet e robótica. Juntos! Para finalizar demonstrarei como dar os primeiros passos no estudo e desenvolvimento dessas tecnologias, e falar das comunidades e das oportunidades de um mercado que pode ser explorado por um profissional com esse conhecimento, como programação, automação, domótica, ensino, etc..
SEO (Search Engine Optimization) - otimização de sites para os mecanismos de buscas. É um conjunto de técnicas para que um site se posicione bem em alguma busca realizada pelo usuário, através de palavras-chaves.
Palestra da Semana de Tecnologia de Jogos Digitais da PUC-SP.
Dia: 28/10/2010, quinta feira.
Tema: Game Engine Unity 3D | Workshop.
Palestrantes: Felipe Dacal Fragoso / Senac SP – Alpha Channel.
Geschäftsprozessmanagement und Portale sind aus der modernen Enterprise - IT nicht mehr wegzudenken. Beide Paradigmen haben bewiesen, dass sie in Unternehmen Wert schaffen können. Durch die Integration der beiden Ansätze lassen sich zusätzliche Vorteile erzielen.
Anhand typischer Use Cases aus der Praxis zeigen wir verschiedene Ebenen der Integration der Camunda BPM-Engine mit Liferay-Portal-Applikationen. Wir werden sehen, wie Geschäftsprozesse schneller vom Design zur technischen Ausführung gebracht und agil optimiert werden können. Wir demonstrieren, wie Fach-User durch Portale eine einheitliche Sicht auf alle ihre Geschäftsprozesse bekommen können und wie damit Service-Orchestrierung über Systemgrenzen hinweg gelingt, ohne dass der Nutzer das spürt.
Apresentação feita no FISL11. Sala lotada e gente tentando entrar.
O projeto apresentado está disponível em http://github.com/triveos/fisllive/ e você encontra uma instância em funcionamento no endereço http://fisllive.appspot.com/.
Se você está procurando cursos online, consultoria, precisa de ajuda para desenvolver aplicações Web, entre em contato conosco: http://www.triveos.com.br/contato/
DigitalHubGO: Search Engine Optimization - SEMAndré de Moraes
Palestra de 15 minutos por André de Moraes no #DigitalHubGO. A temática foi Search Engine Optimizations e Marketing Para Mecanismos de Busca, abordando principalmente SEO e Google AdWords. Um dos focos da palestra foi a observação dos perfis do usuários. Também foram apresentadas ferramentas e algumas tendências sobre o mercado.
Neste Webcast serão abordadosos seguintes temas:
Conteúdo, meta tags e urls amigáveis
Técnicas ( Black Hat SEO, White Hat SEO)
Backlinks
Robôs de Busca
Ajudando os robôs de busca a indexar o seu site (sitemap.xml)
Analizando dados de acesso ao seu site.
SOA na Prática – Criando uma Aplicação BPMN com Bonita Open Solution, Mule ES...Michel Azevedo
SOA and cloud computing are two close related subjects. Knowing
how to take advantage of these paradigms might place a company ahead of its
competitors, especially in a demanding market where a company has to adapt
quickly to changes. This paper shows a proof of concept application that
basead only on open source tools, highlights the benefits of SOA and cloud
computing to SMEs. To achieve that goal, we model a BPMN 2.0 business
process that calls cloud services (e.g., google app engine and twitter) during
its flow through the Mule ESB, message oriented middleware.
Palestra do FISL 12 e no TDC 2011.
Mais informações em: http://www.mmaciel.com.br/2011/07/02/robotica-e-computacao-nas-nuven/
A proposta é demonstrar o uso do Google App Engine como plataforma de integração com soluções de eletrônica e automação criadas com o Arduino. As duas plataformas são open-source (software e hardware), e podem ser utilizadas por qualquer desenvolvedor para criar protótipos ou até mesmo desenvolver soluções de baixo custo inicial que podem ser facilmente mantidas e escaladas. Apresentarei brevemente o potencial das duas plataformas e logo após demonstrarei uma solução de automação controlada pela internet que as utiliza de forma integrada. Imagine: programação, eletrônica, internet e robótica. Juntos! Para finalizar demonstrarei como dar os primeiros passos no estudo e desenvolvimento dessas tecnologias, e falar das comunidades e das oportunidades de um mercado que pode ser explorado por um profissional com esse conhecimento, como programação, automação, domótica, ensino, etc..
SEO (Search Engine Optimization) - otimização de sites para os mecanismos de buscas. É um conjunto de técnicas para que um site se posicione bem em alguma busca realizada pelo usuário, através de palavras-chaves.
Palestra da Semana de Tecnologia de Jogos Digitais da PUC-SP.
Dia: 28/10/2010, quinta feira.
Tema: Game Engine Unity 3D | Workshop.
Palestrantes: Felipe Dacal Fragoso / Senac SP – Alpha Channel.
Geschäftsprozessmanagement und Portale sind aus der modernen Enterprise - IT nicht mehr wegzudenken. Beide Paradigmen haben bewiesen, dass sie in Unternehmen Wert schaffen können. Durch die Integration der beiden Ansätze lassen sich zusätzliche Vorteile erzielen.
Anhand typischer Use Cases aus der Praxis zeigen wir verschiedene Ebenen der Integration der Camunda BPM-Engine mit Liferay-Portal-Applikationen. Wir werden sehen, wie Geschäftsprozesse schneller vom Design zur technischen Ausführung gebracht und agil optimiert werden können. Wir demonstrieren, wie Fach-User durch Portale eine einheitliche Sicht auf alle ihre Geschäftsprozesse bekommen können und wie damit Service-Orchestrierung über Systemgrenzen hinweg gelingt, ohne dass der Nutzer das spürt.
TRAINAIR PLUS Operation Manual TOPM v2 September 2013Amnat Sk
Competent personnel are essential to establish, manage and operate safe
air transportation systems. Training of aviation professionals plays a critical role
in achieving safety objectives and ICAO is committed to supporting Member States
in implementing high quality standards in civil aviation training. As outlined
in the ICAO Civil Aviation Training Policy, the TRAINAIR PLUS Programme is a
key element in ICAO’s strategy to achieve this goal. The TRAINAIR PLUS
Programme provides its Members with support for new and existing aviation
training centres through the provision of technical expertise, and quality oversight.
The result is a cooperative network of ICAO TRAINAIR PLUS Centres that
develop and share high-quality standardized aviation training materials for the
benefit of all Members.
Exploring the prospect of operating low cost carriers and legacy carriers fro...Nikhil Menon
- Looking into the aspect of variation in service quality, delivered to the passengers of low cost carriers and legacy carriers across the world.
- Understanding the main deliverables in the service quality paradigm of airport terminals across the world, by means of a passenger questionnaire survey and Importance Performance Analysis.
- Establishing service quality criteria, analysing the needs of the customers, setting up minimum performance threshold matrix for service quality in airport terminals and assessing customer satisfactions
Course Objectives
This course is developed to meet the needs of the hour of the LPG industry fraternity, encompassing the following underlying objectives:
Enhance the interpretation and applicability of clauses in a Charter party in context of the available commercial proposition, market forces and economics of demand and supply;
Evaluate types of Charter party Forms for Voyage and Time Charter and comprehend the key features of each Form in context of use for LPG;
Interpret terms and conditions of a Charter party in context of international maritime conventions, competition and economic factors;
Evaluate current and future trends in LPG transportation and the influence of regulatory regimes and strategies of Oil & Gas Majors, Spot Traders and Storage Terminals;
Recognize the avenues of collaboration, contentions, conflicts and manage disputes to avoid losses;
Manage operations towards ensuring delivery of performance obligations under the Charter party; and
Create a Charter party Management System (CMS) in the company to ensure profitability for each voyage and term.
Expected Learning Outcomes
Upon completion of the course and hands-on workshops based on real life cases, you would have enhanced their knowledge base and be able to:
Restructure the Charter party agreements with alternative clauses to avoid pitfalls and surprises during execution;
Evaluate impact of uncertainties and identify undefined parameters with cost considerations;
Appraise potential risks in Bill of Ladings and develop risk mitigation strategies;
Enhanced consciousness about the rider clauses and commercial impact of each such addition;
Ability to deal with breakdowns, contaminations and delays in an appropriate and timely manner, with an objective of avoiding loss of time and deviations, from the desired monetary projections;
Recognize the appropriate Standard Form to be used for each type of assignment; and
Manage contentious situations through alternative dispute resolution channels and litigation effectively.
Charterparty Management For Liquefied Petroleum Gas (LPG) TankerspetroEDGE
This 2 day training course with built-in workshops is exclusively developed “by and for” the professionals, engaged in niche segments of LPG Tankers (Ship Owners, Charterers and Ship Operators). Whether freight rates are high or inadequate to meet daily running costs of a vessel, the terms of engagement or the Charter Party must be reviewed microscopically. The operator has to ensure that all risks are well apportioned and appropriately mitigated. The number of intermediaries and multi-party transactions impose new and unknown risks for LPG Tanker Owners.
Petroleum Refining Processes and Economics for Non Technical Personal Trainin...Karl Kolmetz
Many aspects of petroleum refining operations and management can be
improved including, product recoveries, purities and energy utilization, and
safety. This cannot be achieved without first an understanding of basic
fundamental principles of design and operation. These principles need to be
understood in advance of operating and trouble shooting a process unit operation
for the manager or problem solving to be effective.
This seminar focuses on the core building blocks of the refining process systems,
equipment and economics.
An Introduction to Upstream Economics, Risk Analysis & Fiscal Analysis is a practical course that will enable delegates from all technical and commercial disciplines to become familiar with the theories and methods used to value oil and gas prospects, discoveries and fields in the international petroleum industry. It also describes in detail the financial structure and mechanisms of PSCs across the world and the economic and value implications of the various terms. The course is punctuated with a number of worked examples and case studies taken from actual contracts in the global oil industry.
This course will help you:
• Develop your knowledge of upstream economic evaluation
• Understand practices to quantify uncertainty and risk in exploration, reserves and cost determination, and economic evaluation
• Contribute to economic evaluation and appraisal for exploration, development and production activities
Course benefits include:
• Gaining experience of economic evaluations
• Constructing production sharing contract and tax and royalty concession spreadsheets
• Understanding the government and oil company perspectives
• Understanding the differences between petroleum production fiscal and contract terms
• Evaluating investment opportunities
• Investigate cost recovery
• Understand profit sharing
• Learn about bonuses and bonus calculations
• Examine sliding scale fiscal mechanisms
• Identify taxation liability and allowances
• Study ring fence calculations and examples
• Analyse and discuss the economics of PSCs
Hybrid optimization of pumped hydro system and solar- Engr. Abdul-Azeez.pdffxintegritypublishin
Advancements in technology unveil a myriad of electrical and electronic breakthroughs geared towards efficiently harnessing limited resources to meet human energy demands. The optimization of hybrid solar PV panels and pumped hydro energy supply systems plays a pivotal role in utilizing natural resources effectively. This initiative not only benefits humanity but also fosters environmental sustainability. The study investigated the design optimization of these hybrid systems, focusing on understanding solar radiation patterns, identifying geographical influences on solar radiation, formulating a mathematical model for system optimization, and determining the optimal configuration of PV panels and pumped hydro storage. Through a comparative analysis approach and eight weeks of data collection, the study addressed key research questions related to solar radiation patterns and optimal system design. The findings highlighted regions with heightened solar radiation levels, showcasing substantial potential for power generation and emphasizing the system's efficiency. Optimizing system design significantly boosted power generation, promoted renewable energy utilization, and enhanced energy storage capacity. The study underscored the benefits of optimizing hybrid solar PV panels and pumped hydro energy supply systems for sustainable energy usage. Optimizing the design of solar PV panels and pumped hydro energy supply systems as examined across diverse climatic conditions in a developing country, not only enhances power generation but also improves the integration of renewable energy sources and boosts energy storage capacities, particularly beneficial for less economically prosperous regions. Additionally, the study provides valuable insights for advancing energy research in economically viable areas. Recommendations included conducting site-specific assessments, utilizing advanced modeling tools, implementing regular maintenance protocols, and enhancing communication among system components.
Democratizing Fuzzing at Scale by Abhishek Aryaabh.arya
Presented at NUS: Fuzzing and Software Security Summer School 2024
This keynote talks about the democratization of fuzzing at scale, highlighting the collaboration between open source communities, academia, and industry to advance the field of fuzzing. It delves into the history of fuzzing, the development of scalable fuzzing platforms, and the empowerment of community-driven research. The talk will further discuss recent advancements leveraging AI/ML and offer insights into the future evolution of the fuzzing landscape.
Final project report on grocery store management system..pdfKamal Acharya
In today’s fast-changing business environment, it’s extremely important to be able to respond to client needs in the most effective and timely manner. If your customers wish to see your business online and have instant access to your products or services.
Online Grocery Store is an e-commerce website, which retails various grocery products. This project allows viewing various products available enables registered users to purchase desired products instantly using Paytm, UPI payment processor (Instant Pay) and also can place order by using Cash on Delivery (Pay Later) option. This project provides an easy access to Administrators and Managers to view orders placed using Pay Later and Instant Pay options.
In order to develop an e-commerce website, a number of Technologies must be studied and understood. These include multi-tiered architecture, server and client-side scripting techniques, implementation technologies, programming language (such as PHP, HTML, CSS, JavaScript) and MySQL relational databases. This is a project with the objective to develop a basic website where a consumer is provided with a shopping cart website and also to know about the technologies used to develop such a website.
This document will discuss each of the underlying technologies to create and implement an e- commerce website.
Explore the innovative world of trenchless pipe repair with our comprehensive guide, "The Benefits and Techniques of Trenchless Pipe Repair." This document delves into the modern methods of repairing underground pipes without the need for extensive excavation, highlighting the numerous advantages and the latest techniques used in the industry.
Learn about the cost savings, reduced environmental impact, and minimal disruption associated with trenchless technology. Discover detailed explanations of popular techniques such as pipe bursting, cured-in-place pipe (CIPP) lining, and directional drilling. Understand how these methods can be applied to various types of infrastructure, from residential plumbing to large-scale municipal systems.
Ideal for homeowners, contractors, engineers, and anyone interested in modern plumbing solutions, this guide provides valuable insights into why trenchless pipe repair is becoming the preferred choice for pipe rehabilitation. Stay informed about the latest advancements and best practices in the field.
Cosmetic shop management system project report.pdfKamal Acharya
Buying new cosmetic products is difficult. It can even be scary for those who have sensitive skin and are prone to skin trouble. The information needed to alleviate this problem is on the back of each product, but it's thought to interpret those ingredient lists unless you have a background in chemistry.
Instead of buying and hoping for the best, we can use data science to help us predict which products may be good fits for us. It includes various function programs to do the above mentioned tasks.
Data file handling has been effectively used in the program.
The automated cosmetic shop management system should deal with the automation of general workflow and administration process of the shop. The main processes of the system focus on customer's request where the system is able to search the most appropriate products and deliver it to the customers. It should help the employees to quickly identify the list of cosmetic product that have reached the minimum quantity and also keep a track of expired date for each cosmetic product. It should help the employees to find the rack number in which the product is placed.It is also Faster and more efficient way.
Water scarcity is the lack of fresh water resources to meet the standard water demand. There are two type of water scarcity. One is physical. The other is economic water scarcity.
Saudi Arabia stands as a titan in the global energy landscape, renowned for its abundant oil and gas resources. It's the largest exporter of petroleum and holds some of the world's most significant reserves. Let's delve into the top 10 oil and gas projects shaping Saudi Arabia's energy future in 2024.
Sachpazis:Terzaghi Bearing Capacity Estimation in simple terms with Calculati...Dr.Costas Sachpazis
Terzaghi's soil bearing capacity theory, developed by Karl Terzaghi, is a fundamental principle in geotechnical engineering used to determine the bearing capacity of shallow foundations. This theory provides a method to calculate the ultimate bearing capacity of soil, which is the maximum load per unit area that the soil can support without undergoing shear failure. The Calculation HTML Code included.
About
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
Technical Specifications
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
Key Features
Indigenized remote control interface card suitable for MAFI system CCR equipment. Compatible for IDM8000 CCR. Backplane mounted serial and TCP/Ethernet communication module for CCR remote access. IDM 8000 CCR remote control on serial and TCP protocol.
• Remote control: Parallel or serial interface
• Compatible with MAFI CCR system
• Copatiable with IDM8000 CCR
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
Application
• Remote control: Parallel or serial interface.
• Compatible with MAFI CCR system.
• Compatible with IDM8000 CCR.
• Compatible with Backplane mount serial communication.
• Compatible with commercial and Defence aviation CCR system.
• Remote control system for accessing CCR and allied system over serial or TCP.
• Indigenized local Support/presence in India.
• Easy in configuration using DIP switches.
1. Engine Condition Monitoring as a Route to Savings
PGA – Portugália Airlines as a case study
Gonçalo Matos dos Santos Marques
A thesis in fulfilment of the requirements for the degree of
Master of Aerospace Engineering
Jury
President: Prof. Fernando José Parracho Lau
Advisor: Prof. Pedro da Graça Tavares Álvares Serrão
External Examiner: Prof. António José Nobre Martins Aguiar
November 2010
2. 1
Acknowledgements/Agradecimentos
The language that will be used here in the acknowledgements will be Portuguese, for obvious reasons.
Não menosprezando qualquer uma das pessoas que me apoiaram ao longo dos anos, gostaria de dedicar
a realização deste trabalho, e portanto o concluir de uma fase importante da minha vida, à minha mãe Maria da
Piedade Mendes, à minha avó Maria Angélica Pato e ao meu avô José Luís Pato, pela sua importância na minha
construção como pessoa, no apoio e no carinho incondicionais. Agradeço também ao meu pai, Acílio Mendes
pelo apoio, pelos conselhos e ensinamentos, que fizeram de mim uma melhor pessoa e um melhor cidadão do
mundo. Obrigado a todos por possibilitarem a minha educação, tanto formal como pessoal. Agradeço também à
restante família e especialmente aos meus irmãos João e Diana, pelas brincadeiras e sorrisos, que me alegraram
nos momentos mais sombrios.
Uma palavra especial de agradecimento para Susana Serra, pelo seu papel fundamental ao longo da
realização deste trabalho e dos últimos anos do curso. As palavra amigas e de encorajamento que me deste para
enfrentar os momentos difíceis, são apenas pequenos vislumbres da enorme pessoa que és, da pessoa que
respeito e amo.
Um agradecimento sentido também para muitos colegas e amigos, sem os quais a conclusão deste
mestrado teria sido com certeza impossível, nomeadamente para os meus companheiros de estágio e amigos de
aventuras João Ribeiro, Tânia Trindade e Pedro Martins, e também para os não menos importantes, Cátia
Palmeiro, Pedro Pereira, João Lisboa, Henrique Escórcio, Rita Teixeira e Júlio Luta.
Finalmente gostaria de agradecer ao professor Pedro Álvares Serrão, pelo apoio e conselho na
realização do presente trabalho, e por me dar a possibilidade de realizar um estágio numa empresa de
reconhecido valor no mundo da aviação. Uma palavra de agradecimento também para todos na PGA – Portugália
Airlines, especialmente para o meu co-orientador Pedro Figueira, pelas ajudas e esclarecimentos, e Marta
Boavida pela simpatia e companheirismo sempre disponíveis.
3. 2
Abstract
The successive economical and financial world crises in the last decade are taking a toll in the sensitive
aviation sector. The increased competition from new low-cost companies and the rising awareness towards the
impact of the aviation industry in the environment, which will in a near future materialize in the EU Emissions
Trading Scheme, are forcing established airline companies to compete by reducing costs through the
optimization of their operations.
The main objective of this master thesis is to evaluate the importance of well-fitted trend monitoring
tools, particularly regarding engine condition and fuel consumption, to the optimization processes companies
want to enforce. PGA – Portugália Airlines, a Portuguese Regional Airline, has provided the means to develop
important tools and to conduct the present analysis.
One objective is reviewing the flight profile for the Fokker 100 fleet, regarding engine life-limited
mandatory parts. While not being able to improve the flight profile, the analysis provides good indicators to
future improvements.
A study is conducted to confirm the value of Engine Condition Monitoring as a useful optimization
tool. Through an ECM tool, COMPASS, the idea is to study the different analyses that can be conducted in terms
of ECM, and see what kind of conclusions could be withdrawn. Several real examples are given and the value of
ECM is confirmed, due to its versatility.
An additional tool was developed to actively monitor the fuel consumption across both PGA fleets,
proving to be invaluable, linking maintenance to flight operations, and thus achieving optimization in both
departments.
Keywords: Flight Profile; Regional Airline; ECM – Engine Condition Monitoring; Turbofan; Fuel
Consumption; Operational Optimization.
4. 3
Resumo
As sucessivas crises económicas e financeiras da última década estão a ter um profundo impacto no
frágil sector aeronáutico. A crescente competição de novas companhias low-cost e a crescente sensibilização
para o impacto ambiental da indústria aeronáutica, estão a forçar empresas de aviação já estabelecidas a
competir, reduzindo custos através da optimização das suas operações.
O principal objectivo desta tese de mestrado é avaliar a importância da utilização de ferramentas de
monitorização bem adaptadas para auxiliar os processos de optimização que as empresas desejam iniciar,
sobretudo em termos da condição de motores e do consumo de combustível. A PGA – Portugália Airlines,
providenciou os meios para desenvolver ferramentas importantes e para realizar o presente estudo.
Um objectivo deste trabalho prende-se com a revisão dos perfis de voo da frota Fokker 100,
relativamente a peças de motor de vida limitada. Embora não tenha melhorado o perfil de voo actual, a análise
resulta em bons indicadores para futuras melhorias.
Um estudo é realizado para confirmar o valor da Monitorização da Condição de Motores como uma útil
ferramenta de optimização. Através da ferramenta computacional COMPASS, pretende-se mostrar as diferentes
análises e conclusões que podem ser retiradas através da monitorização de motores. Vários exemplos reais de
análises são apresentados e o valor da monitorização é confirmada, dada a sua versatilidade.
Uma outra ferramenta computacional foi desenvolvida para monitorar activamente o consumo de
combustível em ambas as frotas, provando ser valiosa, por estabelecer uma ligação entre os departamentos de
manutenção e de operações de voo, optimizando a operação de ambos no processo.
Palavras-chave: Perfis de Voo; Companhia Aérea Regional; Monitorização Condição Motor; Turborreactor
Duplo Fluxo; Consumo de Combustível; Optimização Operacional.
5. 4
Contents
Acknowledgements/Agradecimentos.......................................................................................................................1
Abstract..................................................................................................................................................................................2
Resumo...................................................................................................................................................................................3
Contents.................................................................................................................................................................................4
Index of Figures..................................................................................................................................................................5
Index of Tables....................................................................................................................................................................8
Acronyms Abbreviations and Terms......................................................................................................................10
1 – Objectives - Optimization as a Philosophy....................................................................................................12
2 – Portugália Airlines as a Case-Study..................................................................................................................14
3 – Flight Profile ..............................................................................................................................................................17
3.1 – Importance in Guaranteeing Airworthiness............................................................................17
3.2 – Determining Method..........................................................................................................................19
3.3 – Fleet Statistical Analysis...................................................................................................................21
3.4 – Results......................................................................................................................................................24
3.5 – Change in Thrust Mode.....................................................................................................................30
3.5.1 – Results..................................................................................................................................................30
3.5.2 – Consequences – Cost: Time and Fuel vs. Maintenance ....................................................32
4 – Engine Condition Monitoring..............................................................................................................................35
4.1 - Monitoring as a Route to Safety.....................................................................................................35
4.2 –Engine Monitoring Method and COMPASS................................................................................36
4.3 – Data Input...............................................................................................................................................41
4.4 – Results......................................................................................................................................................50
4.4.1 – Fleet Comparison with ECM........................................................................................................50
4.4.2 – ECM as a Problem Identification Tool – Drop in ITT Margin.........................................54
4.4.3 – ECM as a Pre-emptive Tool - Vibrations High Pressure Shaft.......................................57
4.4.4 – Overhaul or Midlife Influence in Engine Performance.....................................................60
5 – Fuel Monitoring........................................................................................................................................................64
5.1 - Monitoring as a Route to Savings..................................................................................................65
5.2 – A Fuel Monitoring Tool.....................................................................................................................67
5.3 – Acquired Results..................................................................................................................................69
5.3.1 – Comparison between fleets/routes .........................................................................................69
5.3.2 – Engine Offline Washing.................................................................................................................73
6 - Conclusions/Future Work ....................................................................................................................................82
7. 6
Index of Figures
Figure 2.1 – Fokker 100 (CS-TPD) from PGA Portugália Airlines landing at Schiphol Airport ......................... 14
Figure 2.2 – Embraer 145 (CS-TPI) from PGA Portugália Airlines landing at Brussels Airport ......................... 15
Figure 2.3 – Rolls-Royce TAY 650-15 engine ..................................................................................................... 15
Figure 2.4 – Rolls-Royce Allison AE3007 engine................................................................................................ 16
Figure 3.1 – Plan B datum flight profile set, for low-pressure engine speed (N1) and high-pressure engine speed
(N2), as defined in the RR TLM, Chapter 05-10-01............................................................................................. 18
Figure 3.2 – Flight profile assessment process...................................................................................................... 21
Figure 3.3 – Distribution of flights for each aircraft of the Fokker 100 fleet, for the year 2009........................... 22
Figure 3.4 – Distribution of flights in some routes throughout the Fokker 100 fleet, for the year 2009............... 23
Figure 3.5 a) – Datum flight profiles from Plan A to Plan D and analysis results for N2..................................... 24
Figure 3.5 b) – Datum flight profiles from Plan A to Plan D and analysis results for N2 (detail)........................ 24
Figure 3.6 b) – Datum flight profiles from Plan A to Plan D and analysis results for N2 .................................... 25
Figure 3.6 b) – Datum flight profiles from Plan A to Plan D and analysis results for N2 (detail)........................ 25
Figure 3.7 a) – Evolution of flight profile defining point N1 for Take-off, from 2005 to 2009............................ 27
Figure 3.7 b) – Evolution of flight profile defining point N2 for Take-off, from 2005 to 2009 ........................... 27
Figure 3.8 a) – Evolution of flight profile defining point N1 for Climb, from 2005 to 2009................................ 27
Figure 3.8 b) – Evolution of flight profile defining point N2 for Climb, from 2005 to 2009 ............................... 27
Figure 3.9 a) – Evolution of TGT corresponding to defining point N1 for Take-off, from 2005 to 2009 ............ 28
Figure 3.9 b) – Evolution of TGT corresponding to defining point N1 for Climb, from 2005 to 2009................ 28
Figure 3.10 a) – Evolution of TGT corresponding to defining point N1 for Take-off on TAY650-15 SN17392
engine, from 2005 to 2009 .................................................................................................................................... 29
Figure 3.10 b) – Evolution of TGT corresponding to defining point N1 for Climb on TAY650-15 SN17392
engine, from 2005 to 2009 .................................................................................................................................... 29
Figure 3.11 – Example of a Thrust Mode Select Panel (TMSP), not necessarily the one equipped on the Fokker
100 fleet ................................................................................................................................................................ 30
Figure 3.12 a) –Thrust mode impact in one specific flight, on defining point N1, according to FL..................... 31
Figure 3.12 b) –Thrust mode impact in one specific flight, on defining point N2, according to FL..................... 31
Figure 4.1 – ECM process for both Embraer 145 and Fokker 100 fleets.............................................................. 36
Figure 4.2 – COMPASS ECM software for the TAY650-15 and AE3007 engines, by Rolls-Royce................... 39
Figure 4.3 – Equipment Directory COMPASS tool.............................................................................................. 40
Figure 4.4 – Values for smoothed DFF parameter, from January to February 2010, in Embraer CS-TPI............ 44
Figure 4.5 – Values for smoothed DFF parameter, from January to February 2010, in Fokker CS-TPA............. 44
Figure 4.6 – Values for smoothed DTGT parameter, from January to February 2010, in Fokker CS-TPA ......... 45
Figure 4.7 – FF variation of values for a flight in CS-TPA, on the 26th
February 2010 ....................................... 46
Figure 4.8 – FF variation of values for a flight in CS-TPA, on the 26th
February 2010 (detail)........................... 47
Figure 4.9 – FF results with and without filtering, for CS-TPA flights, in January/February 2010...................... 49
8. 7
Figure 4.10 – FF approximate linear trends the Fokker 100 fleet, from January to August 2010......................... 50
Figure 4.11 – FF approximate linear trends the Embraer 145 fleet, from January to August 2010 ...................... 51
Figure 4.12 – Comparison of the scatter of DN2, DTGT/DITT and DFF parameters between Fokker 100 and
Embraer 145, from January 2010 to July 2010 ..................................................................................................... 51
Figure 4.13 – DFF values and approximate linear trend, for both engines of the CS-TPJ Embraer aircraft and
comparison with fleet average, from January to July 2010................................................................................... 52
Figure 4.14 – DN2 values and approximate 6th
degree polynomial trend, for both engines of the CS-TPJ Embraer
aircraft and comparison with fleet average, from January to July 2010................................................................ 53
Figure 4.15 – DITT values and approximate 6th
degree polynomial trend, for both engines of the CS-TPJ
Embraer aircraft and comparison with fleet average, from January to July 2010................................................. 53
Figure 4.16 – Margin parameters; interpretation guide to the engine limitation depending on SLOATL ............ 55
Figure 4.17 – Variation of smoothed SL N2 margin parameter, for the Embraer CS-TPJ, in August 2010......... 55
Figure 4.18 – Variation of smoothed SL ITT margin parameter, for the Embraer CS-TPJ, in August 2010........ 55
Figure 4.19 – Boroscope inspection to high pressure turbine blades in the SN311088 AE3007 engine .............. 56
Figure 4.20 – Boroscope inspection to high pressure turbine blades in the SN311088 AE3007 engine (detail).. 57
Figure 4.21 – HP shaft vibration values and approximate linear trend, during Takeoff in CS-TPM.................... 58
Figure 4.22 – HP shaft vibration values and approximate linear trend, during Cruise in CS-TPM...................... 58
Figure 4.23 – DFF variation with engine change in CS-TPE Fokker 100 aircraft, in 29/04/2010........................ 60
Figure 4.24 – DN2 variation with engine change in CS-TPE Fokker 100 aircraft, in 29/04/2010 ....................... 60
Figure 4.25 – DTGT variation with engine change in CS-TPE Fokker 100 aircraft, in 29/04/2010 .................... 61
Figure 4.26 – DN1 values before and after overhaul of engine SN17317; approximate logarithmic trend for post-
overhaul engine operation, from February 2006 to August 2007.......................................................................... 63
Figure 4.27 – TGT values for critical N1 and approximate logarithmic trend, from 2006 to 2009 ...................... 63
Figure 5.1 – Evolution of kerosene prices, in US cents per US gallon, from June 1986 to June 2008 (analysis in
August 2007) [7]................................................................................................................................................... 65
Figure 5.2 a) – Form1, form presented to users of the fuel monitoring tool, to introduce analysis criteria.......... 67
Figure 5.2 b) – Form1, example of correctly introduced analysis criteria ............................................................ 67
Figure 5.3 – Output of the fuel monitoring tool, corresponding to the criteria of Figure 5.2................................ 68
Figure 5.4 – Normal distributions of the DFC metric, in the LIS-OPO route, for the Fokker 100 fleet, from
January to July 2010 ............................................................................................................................................. 69
Figure 5.5 – Normal distributions of the DFC metric, in the LIS-OPO route, for the Embraer 145 fleet, from
January to July 2010 ............................................................................................................................................. 69
Figure 5.6 – Normal distributions of the DFC metric, in the OPO-BRU route, for the Embraer 145 fleet, from
January to July 2010 ............................................................................................................................................. 71
Figure 5.7 – Passenger efficiency, i.e. fuel spent per passenger, for both fleets and several routes, with a 15-day
period per average point, from January to July 2010............................................................................................ 72
Figure 5.8 – Time-based fuel efficiency for several routes for the Fokker 100 aircraft........................................ 73
Figure 5.9 – Example of an action of offline engine washing, not necessarily the exact equipment/method used in
PGA’s washes ....................................................................................................................................................... 74
Figure 5.10 – Dust removal from pre-wash (on the left) to post-wash (on the right) from turbine blades ........... 75
9. 8
Figure 5.11 – Effect of engine wash on DTGT, for the TAY650-15 SN17277 and SN17276 engines ................ 77
Figure 5.12 – Effect of engine wash on smoothed DFF, for the TAY650-15 SN17277, SN17276 and SN17318
engines, in comparison with the non-washed SN17317 engine............................................................................ 78
Figure 5.13 – Variation of TFC with engine wash, for CS-TPA and CS-TPB Fokker 100 aircraft, in the LIS-OPO
route, from January to July 2010........................................................................................................................... 78
Figure 5.14 – Variation of DFC with engine wash, for CS-TPA and CS-TPB Fokker 100 aircraft, in the ...... LIS-
OPO route, from January to July 2010.................................................................................................................. 78
10. 9
Index of Tables
Table 3.1 – Lives of some engine life-limited parts, depending on the current Flight Profile.............................. 18
Table 3.2 – Yearly results of N1 and N2 values, for each flight phase, from 2005 to 2009; flight profile limits
and global results .................................................................................................................................................. 26
Table 3.3 – TGT values corresponding to the maximum values of N1 and N2 for Climb and Takeoff, from 2005
to 2009 .................................................................................................................................................................. 28
Table 3.4 – Obtained results and improvement in Flight Profile after change in Thrust Mode............................ 32
Table 4.1 – Entry and exit conditions used to define the representative take-off points (RTOP)......................... 37
Table 4.2 – Entry and exit conditions used to define the representative cruise points (RCP)............................... 38
Table 4.3 – Part of the trend guideline chart presented on APPENDIX I............................................................. 43
Table 4.4 – Compilation of FF results with and without filtering and respective improvement........................... 49
Table 5.1 – Typical operational profile and PGA example for the Embraer 145 aircraft; savings analysis.......... 66
Table 5.2 – Compilation of Normal Distributions results for the DFF, DN2 and DTGT parameters, before and
after wash, and the correspond absolute and relative improvement...................................................................... 76
11. 10
Acronyms Abbreviations and Terms
APU – Auxiliary Power Unit
AI – Absolute Improvement
BH – Block Hours
CDU – Control-Display Unit
CG – Centre of Gravity
CMC – Central Maintenance Computer
Critical Points – Moments when the N1 or N2 values are maximized for the take-off and climb flight phase,
and are used for the determination of a flight profile.
DFC – Distance-based Fuel Consumption
DME – Direcção de Manutenção e Engenharia – Maintenance and Engineering Department
ECM – Engine Condition Monitoring
E&M – Engineering and Maintenance
EASA – European Aviation Safety Agency
ETA – Estimated Time on Arrival
ETS – Emissions Trading System
EU – European Union
FAA – Federal Aviation Administration
FC – Fuel Consumption
FDR – Flight Data Recorder
FH – Flight Hours
FL – Flight Level
FMS – Flight Management System
FP – Flight Profile
Gal – Gallon
GPU – Ground Power Unit
H/h – Hour
HPT – High Pressure Turbine
IATA – International Air Transport Association
ICAO – International Civil Aviation Organization
IPCC – International Panel for Climate Change
ips – Inches per second
ISA – International Standard Atmosphere
ITT – Interstage Turbine Temperature
kg – Kilogramme – Base unit of mass in SI
l – Litre
lb – Pound
M – Mach Number
MSL – Mean Sea Level
MAXTOW – Maximum Take-Off Weight
12. 11
N1 – Ratio between actual and maximum rotational speed of the low-pressure shaft
N2 – Ratio between actual and maximum rotational speed of the high-pressure shaft
OAT – Outside Air Temperature
OEW – Operational Empty Weight
Pax – The same as passengers
PGA – Portugália Airlines
RCP – Representative Cruise Point
R&D – Research and Development
RI – Relative Improvement
RJ – Regional Jet, which for the purpose of this work, is assumed to be an aircraft capable
of flying up to medium-haul routes, carrying no more than 100 passengers.
RP – Representative Point
RR – Rolls Royce
RTOP – Representative Take-off Point
s – Second, the base unit of time in SI
SI – International System of Units – “Système International d’Unités”
SL – Sea Level
TAP Portugal – Major Portuguese Airline
TFC – Time-based Fuel Consumption
TGT – Turbine Gas Temperature, a temperature measured at the first stage of the low
pressure turbine nozzle guide vanes
TMSP – Thrust Mode Switch Panel
TOC – Top of Climb
TOD – Top of Descent
TOW – Take-Off Weight
TPA TPF – References to the tail numbers of the Fokker F28 Mk 100 aircraft that constitute one of
PGA’s fleets, namely CS-TPA, CS-TPB, CS-TPC, CS-TPD, CS-TPE, CS-TPF
TPG TPN – References to the tail numbers of the Embraer ERJ145 aircraft that constitute one of PGA’s
fleets, namely CS-TPG, CS-TPH, CS-TPI, CS-TPJ, CS-TPK, CS-TPL, CS-TPM, CS-TPN
TSFC – Thrust Specific Fuel Consumption
TP – Turbo Props
US – United States
13. 12
1 – Objectives - Optimization as a Philosophy
It is a global world. In great part thanks to the aviation industry. And now, that global world commercial
aviation has so proudly created has become an impossible dichotomy: it is both its livelihood and its worst
adversary. The recent global crisis, the effort to decelerate global warming to avoid a global catastrophe, and
rampage fierce global competition between airlines while the passenger increases only feebly are leaving their
mark in the aviation industry, with bankruptcies being almost commonplace. All these factors, associated with
the introduction in the last few years of a number of new low-cost, low-service airline companies, have forced
established airlines to adapt and find new ways to compete, by focusing or widening their operation, through
undesirable personnel downsizes, with mergers between some of the largest companies and company
acquisitions, and naturally by trying to reduce costs in all departments and aspects of operation.
The aeronautical industry is probably the one industry that has been suffering the most with the constant
increase of international oil prices in the last decade. Fuel has always represented a significant part of the airline
companies’ expenses, but now, more than ever, operators have started to take action and make investments in
order to implement preventive and corrective measures, with the objective of reducing unnecessary fuel
consumption.
The environmental impact associated with the burn of fossil fuels is also becoming an increasing factor
of concern to the aviation industry. According to the IPCC, in the last ten years, the number of passengers in
commercial scheduled flights has increased about sixty percent, and even with oscillations due to economical
crisis, the prediction is that it will continue to grow at an average rate of five percent per year for the next ten to
fifteen years. Although aviation only contributes to the production of green house gases by two or three percent,
there is a will to maintain these contributions to the minimum possible, and some airline companies are already
taking some measures in that sense. Presently, the possibility of savings through reduction in fuel consumption is
only focused on the cost of the fuel itself. However, in a near future operators will also have to support,
proportional to the fuel consumption, the additional cost associated with the mandatory compensation for
resulting carbon dioxide emissions, as a consequence of the implementation of the ETS in the EU. This
perspective is giving companies one more reason to optimize their engines’ and operations’ efficiency, which
should result in less fuel consumption and less pollutant emissions.
Besides the investments in equipment and procedures which have the objective of reducing fuel
consumption, there is an increasing bet in systems to monitor the aircraft’s fuel consumption. These systems
allow airline companies to follow the evolution of fuel consumption and quantify the effects of the measures
undertaken within projects of fuel consumption reduction. Additionally, in order to achieve significant
improvement regarding fuel-costs, it is important to maintain a close monitoring on the degradation of each fleet,
so that the consumption of each single flight can be optimized.
14. 13
The monitoring of aircraft and engines consists in a continuous compilation process of flight data,
which is then analysed in different ways to assess the level of degradation and performance at that moment.
Particularly for engines, the continuous following of an engine’s health can allow significant savings in several
ways. Engine Condition Monitoring (ECM) is becoming used on a daily basis in many airline companies, for
they have understood the potential savings that can be achieved, in fuel, parts and maintenance actions. ECM
continuously assesses the health of an engine, and therefore the performance it will present in terms of fuel
consumption. If this information could be complemented with a Fuel Monitoring tool that would compile and
analyse all data regarding routes, flight time, aircraft weight, number of passengers, take-off weight (TOW), etc,
the operator could establish a direct correlation between every engine maintenance action and fuel consumption,
assessing their cost-effectiveness and allowing to define long term strategies to reduce costs.
PGA – Portugália Airlines, a Portuguese Regional Airline is one of those companies that have grasped
the importance of ECM and fuel monitoring as tools to optimize its operation and reduce costs all around. The
present work is the result of one of the first steps towards ECM full implementation process.
The initial objective was to review the flight profile for the Fokker 100 fleet, regarding engine life-
limited mandatory parts, in order to assess if there could be an improvement in the fleet’s flight profile. Such an
improvement would translate into increased lives for critical engine parts, which would reflect in significant
changes for the company. That analysis has been performed and achieved good results, with the process and
results being thoroughly presented in Chapter 3. Also in this analysis there was an assessment of engine
condition, but in this case specifically concerning life-limited parts.
It was concluded that a broader study should be conducted to confirm the value of ECM as a versatile
optimization tool. An engine trend monitoring tool, COMPASS, which was supplied by the engines’
manufacturer Rolls-Royce, should be implemented at 100% although it was already used by PGA’s DEM
(M&E). Furthermore, a pc-tool was to be developed to facilitate and automatize the process of introduction of
adequate flight data into COMPASS. After uploading the necessary information, through COMPASS the
objective was to study the possibilities of conducting different analysis in terms of ECM, and see what kind of
conclusions could be withdrawn from such analysis. This process is described in Chapter 4 of this work, where
ECM and COMPASS software are properly presented, several real examples of analysis where ECM can be
invaluable are given and conclusions are withdrawn regarding the potential and capabilities of ECM
implementation into PGA’s operations.
Chapter 5 of this thesis will be about the introduction to a simple fuel monitoring tool created by the
author, whose objective is to create a bridge between flight operations and maintenance practices, and
furthermore, a direct link between maintenance practices and fuel consumption savings. The tool will be briefly
explained and its capabilities presented, in order to show the different conclusions that can be withdrawn from
the statistical analysis on fuel consumption, from different viewpoints and considering different variables. This
tool will be used together with COMPASS to assess whether offline engine washing is cost-efficient for the
PGA’s particular case.
15. 14
2 – Portugália Airlines as a Case-Study
PGA Portugália Airlines is a Portuguese Regional Airline company based at Lisbon International
Airport operating scheduled international and domestic routes from Lisbon and Oporto. While officially
established on the 25th July 1988, it only began its operation two years later because of a delay on the
liberalization of the Portuguese commercial aviation scenario. The first flight was from Lisbon to Oporto,
followed by the immediate integration of other domestic destinations. In June 1992 PGA flew for the first time
an international route, starting to operate European routes to Strasbourg, Cologne and Turin. As the destinations
were becoming more varied and the demand was rising, PGA continuously increased its Fokker 100 fleet, which
was completed in 1993, acquiring then from 1997 to 2000 eight Embraer ERJ-145 to satisfy the demand imposed
by several new destinations in Spain.
On June 2007 PGA was acquired by the Portuguese national carrier TAP Portugal, marking the
beginning of a new era in the company. Though there is a strict business relationship between the two
companies, PGA kept its own flight crews, maintenance personnel, human resources and engineering
department, but in this new phase the company provides a service to TAP by covering TAP’s necessities in the
short-haul domestic, Iberian and European scenarios
PGA has imposed itself as a reference in the European market, marked by its innovative spirit and
excellence in customer service. An effective management of its operations, an enthusiastic team and a
commitment towards quality and safety have granted PGA international acknowledgement through numerous
awards, namely “Best European Regional Airliner” for six years in a row.
Figure 2.1 - Fokker 100 (CS-TPD) (source http://www.flickr.com)
PGA currently possesses two fleets, the Fokker 100 (Figure 2.1) and the Embraer ERJ-145 (Figure 2.2),
with cabin layouts of 97 and 49 passengers respectively. Although both aircraft models fly to most destinations
according to demand, the Fokker 100 is more suited for the medium-haul routes to destinations in France, Italy,
Switzerland, Holland and Belgium, while the Embraer 145 is more efficient covering Iberian destinations. Both
16. 15
models have been continuously updated in terms of navigation and safety systems, allowing both PGA fleets to
keep up with the increasing demands from national and international regulators.
Figure 2.2 - Embraer 145 (CS-TPI) (source http://www.flickr.com)
In a new phase of its operation, and in a particularly difficult international economical scenario,
Portugália Airlines is looking for ways of optimizing its operations, in order to reduce costs and maintain its
valid contribution as an asset within the TAP group. Because maintenance costs and fuel costs constitute a very
large part of the yearly total expenses, the validation of practices to reduce costs with engine parts, with
maintenance inefficiency and with fuel consumption, was important for PGA and a challenge presented to the
author, who accepted it through practical development of optimization tools and then wrote a compilation of the
obtained results in the form of a master thesis. All the data analyzed in this thesis is collected from PGA’s FDR
and CMC records, and so the realization of this thesis would be impossible without PGA’s support.
Figure 2.3 - Rolls-Royce TAY 650-15 engine (source http://commons.wikimedia.org)
Because the engines present in PGA’s fleets will be the focus of this work, they will be now briefly
presented. The Tay 650-15 engine that powers the Fokker 100 fleet is an axial flow, by-pass engine with two
compressor spools. The Rolls-Royce Tay is the combination of two highly successful engines. The high pressure
system comes from the RB183-555 engine of the Fokker F28 and the low pressure system comes from the
RB211-53E4 engine. The combination of reliability, low fuel burn and low noise makes the Tay engine family
very popular in RJs. The biggest advantage of the 650 relatively to the other TAY models was the better
performance at higher altitudes and a better climb rate. The Tay 650 on the Fokker 100 aircraft provides
17. 16
increased maximum thrust for take-off, climb and cruise, plus efficiency improvements through small increases
in fan diameter and an advanced high-pressure turbine.
Figure 2.4 - Rolls-Royce Allison AE3007 engine (source http://www.fly-corporate.com)
The Allison AE3007 is the powerplant of choice for the Embraer 145 and has been a fuel efficiency
leader since its introduction in 1995, making it the greenest and one of the quietest engines in its class. The
engine produces 7.200 pounds of thrust at sea level and has been certified at an altitude of 51.000 feet. The
AE3007 turbofan core is derived from the AE1107 turboprop engine and it was developed to provide a turbofan
member of the AE common core family for the growing regional jet and medium/large business jet markets.
Designed with excellent reliability, maintainability and performance in mind, the capability and versatility of the
AE 3007 turbofan is demonstrated by its use in regional, corporate and military applications. Over the first seven
years of operation on Embraer’s 37 to 50 seat Regional Jets the AE 3007A achieved over 10 million hours
service experience, powering over 750 Embraer deliveries.
18. 17
3 – Flight Profile
3.1 – Importance in Guaranteeing Airworthiness
The type of record and the level of control applied over its life vary according to the part, depending on
its importance to the engine’s performance, condition and ultimately to the aircraft’s airworthiness. For this
purpose, parts are divided into Groups A – Critical Parts, B – Sensitive Parts and C – Unclassified Parts.
Furthermore, Group B parts are divided into mandatory parts and non-mandatory parts. The definition of the
engine’s flight profile is associated with Group A and mandatory Group B parts, therefore only these will be
considered henceforth.
The failure of a critical part in an engine can have serious consequences. These parts are together
termed Group A parts: a mandatory (not to be exceeded) operating life is declared for each of them. Group A
parts comprise those major rotating parts of an engine the failure of which could, if uncontained, affect the
airworthiness of the aircraft. They are the only parts of the engine for which an Airworthiness Authority certified
life is required and notification of the lives must be made to each aircraft operator. These parts are thus subjected
to strict life limitations which must not be exceeded in service. These limitations are made as a result of
experience collected by the manufacturer through cyclic ring testing, development engine testing, metallurgical
investigation and other techniques, including sampling of service run parts. The service life achieved on a part
may prove to be less than that permitted by the manufacturer for airworthiness consideration. For example,
corrosion or wear may result in rejection of the part at an earlier life than the quoted limitation.
Mandatory Group B parts are the ones which test and service experience have shown require special
attention in service, in order to avoid failures which:
May be serious in terms of engine disruption but are classed as considerably less significant than
the possible consequences of a Group A part failure;
Though not hazardous in their own right, may threaten the integrity of a Group A part.
The lives of Group A and mandatory group B parts are expressed in terms of Flight Cycles. This is the
most direct and accurate way of controlling the service life or parts. The life is calculated from the rate of fatigue
life usage per datum flight. A flight cycle can be defined as a normal take-off to landing cycle or a “touch and
go” situation. In Table 3.1 some examples of engine life-limited parts can be found, as well as each part life
limitation cycle-wise, depending on which flight profile the fleet has. For these particular parts, an improvement
from Plan B to Plan A would result in a life increase of 10%, therefore about 10% of cost reduction with limited-
life parts. Taking into account the large number of parts (especially blades) and the elevated cost of each of those
parts, it’s easy to understand the operator’s will to upgrade its flight profile.
19. 18
Part Description Group Plan A Plan B Plan C Plan D
LP compressor rotor discs assembly A 23 000 21 000 20 000 20 000
HP compressor rotor disc stage 2 A 22 000 20 000 20 000 20 000
HP turbine shaft and seal assembly A 23 000 21 000 21 000 20 000
HP turbine rotor disc stage 1 A 23 000 21 000 18 000 14 250
LP compressor blade B 22 000 20 000 20 000 20 000
T able 3.1 - Lives of some engine life-limited parts, depending on the current Flight Profile
A Flight Profile is a graphical representation of the actual service operations over an entire fleet and
route structure and the operator is responsible for its determination. Flight profiles are classed from A to D, A
being the best flight profile, associated with the largest life-limits and D the worst a fleet can present in terms of
life-limits. At regular intervals, as agreed between the operator and his local airworthiness authority, usually
annually, the operator must review the fleet representative flight profile data and send it to the manufacturer for
analysis. If the operator thinks that his operation is no longer represented by the reference datum flight profile,
the changed fleet representative flight profile data must be supplied to the manufacturer. This was the case of
Portugália Airlines.
Figure 3.1 - Plan B datum flight profile set for N1 and N2
In the last couple of years, PGA has increased its effort to stride forward when optimization is
concerned, always trying to find new ways of reducing costs without compromising flight safety or passenger
comfort. Maintenance is responsible for a very significant part of the company’s global annual expenses, in part
because of the inevitability of replacing very expensive life-limited critical parts. The possibility of extending the
use of those parts is therefore very appealing and worth looking into. In the last years measures have been taken
to reduce engine wear, both in the Flight Operations department, where pilots have been given strict instructions
to reduce power when possible, namely in take-off and climb and also in the Maintenance department, where
trend-monitoring and frequent inspections and overhauls keep the engines in the best condition possible. The
enforcing of these measures gave PGA the confidence to assess if they could improve its long-lasting Flight
Profile “B” through a more detailed analysis from FDR data.
20. 19
The most common methods used to collect data on flight profiles are manual cockpit flight data
recording or automatic cockpit flight data recording (using an FDR or DFDR), from which the latter is preferred
in this particular case, because it’s more practical, more accurate and reduces the pilot’s workload. The operator
must make sure that the recorded operational flight data contains all areas in which the datum flight profile could
be more than the limit. An example of a flight profile reference datum is displayed in Figure 3.1 and although the
whole flight is represented, in most cases the most extreme points are sufficient to attribute a fleet’s flight
profile, through comparison with the reference data flight profiles. The minimum required parameters are:
Maximum speed of each rotor (N1, N2) during the take-off phase
Maximum speed of each rotor (N1, N2) during the climb phase.
To find out if it agrees with a datum flight profile, the recorded peak rotor speeds must be averaged over
a twelve month period. The average of the recorded peak rotor speed must be less than or equal to the
corresponding value in the reference flight profile, as given in the RR Time Limits Manual, Chapter 05-00-02.
In association with the maximum rotor speeds, other information should be sent for further analysis
such as TGT, FF, flight conditions at the moment like Mach, TAT and altitude, not to mention the hour and date
when the maximum values appeared. In terms of data representativeness, some cautions must be taken when
choosing the data that will be processed to result in a flight profile classification, namely for the case study:
For a fleet size of 6 aircraft, all aircraft should be sampled, as evenly as possible and the minimum
total number of flights to be recorded per twelve month period is 60 flights.
The data collected must be representative of the total operation. Samples are to be taken throughout
the year, which contain the complete route structure and must include any extremes of the
operation, which may affect engine speed.
3.2 – Determining Method
In the previous sub-chapter, the definition of a flight profile was given, conditions were imposed and
the objective was set. In this section it will be described how the analysis was exactly conducted, to determine
the fleet’s current flight profile, while making an effort to provide the most accurate and representative results
possible in relatively short time.
The Flight Data Recorder, as previously stated, was the selected source of information from which the
flight profile would be assessed. FDR data is easy and practical to obtain, making it possible to have records
from every aircraft, throughout the year and in any conditions. Also, apart from any FDR or sensor malfunctions,
FDR data is easy to work with and usually accurate and reliable. PGA has a relatively large FDR data archive,
which is the result of continuous data downloads and archiving throughout the last years. To provide with an
21. 20
accurate and complete flight profile assessment, it was determined that analysing flight profile status and FDR
records from 2005 onwards would suffice.
Firstly, because the flight profile analysis is made in an annual basis, the recorded files were processed
and analysed by years, namely 2005, 2006, 2007, 2008 and 2009. The year of 2010 wasn’t considered because
this analysis was concluded in May 2010 and the data acquired until that point wasn’t representative enough of
the year 2010, to include in an annual-based analysis. According to the requirements presented before, a 6-
aircraft fleet should present at least 60 FC to correctly determine the fleet’s flight profile, however to achieve the
most accurate result possible, more flights were analysed, as calculated below (approximate values):
Total ൬
FC
year
൰ ൌ 25 ൬
FC
aircraft ൈ quarter
൰ ൈ 4ሺquarterሻ ൈ 6ሺaircraftሻ ൌ 600 ൬
FC
year
൰
Equation 3.1
About 25 flights were considered per aircraft per quarter, which results in about 600 flights per year and
about 3000 FC for total analysed flights. The records were divided in quarters to assure that all flight and
operational conditions were covered, but after that, for a given quarter, the choosing process of the FCs was
completely random and without any criteria, with the objective of not adulterating the result.
The determination of the flight profile is represented in Figure 3.2 and commences with the FDR pre-
selected analysis files, which have to be introduced into a software program that changes the .DLU files
downloaded from the FDR into ASCII (.txt for example) files. This tool also selects which parameters are
important for the upcoming analysis. In this case the following parameters are: Aircraft, Date/Time, Flight
Phase, Pressure Altitude, Airspeed, Groundspeed, TAT and for each engine TGT, EPR, N1 and N2.
The process continues by processing the .txt files with a program developed in Visual Basic for
Applications language under Microsoft Access, which detects all the files to be processed in a user-selected
folder. Only files of the same year should be processed together. Afterwards, some filtering has to be done in
order to eliminate sensor reading errors and other data spikes and discrepancies. The maximum high-pressure
and low-pressure rotor speeds (N1 and N2 respectively) are obtained, and the points where these maximum
values take place become Critical Points, for they correspond to the moments when engine operation is the most
extreme. All information associated with these Critical Points is recorded into a Microsoft Excel sheet for further
processing.
22. Figure
The result of the previous steps for any given year is two Excel Workbooks, one for the Take
and another for the Climb phase, each of them with two worksheets, one with the Critical Points information
when N1 was maximum and the other with the Critical Points data when N2 was maximum. The last step
consists on making a simple average of the low
each worksheet, in other words, an average per speed, per flight phase, per year. If more tha
analysed, like in the present case, a final simple or weighed average
phase to achieve one final flight profile.
so they can analyse these results and attribute a flight profile classification from A to D.
description of this final process will be presented in
3.3 – Fleet Statistical Analysis
The concept of one flight profile being able to describe an entire fleet can be puzzling.
a couple of numbers be sufficient to represent the condition of a fle
in different moments in terms of their maintenance program, whose engines have just been overhauled or haven’t
been refurbished for a while? In the flight operations department, with the multitude of destination
is the flight profile a trustworthy representation of all the different routes? Is this over
In this section, these questions will be answered,
Figure 3.2 - Flight profile assessment process
The result of the previous steps for any given year is two Excel Workbooks, one for the Take
b phase, each of them with two worksheets, one with the Critical Points information
when N1 was maximum and the other with the Critical Points data when N2 was maximum. The last step
consists on making a simple average of the low-pressure rotor speed N1 and high-pressure rotor speed N2
each worksheet, in other words, an average per speed, per flight phase, per year. If more tha
, a final simple or weighed average should be done for each parameter and fli
phase to achieve one final flight profile. Finally the results and data should be sent to the engine’s manufacturer,
so they can analyse these results and attribute a flight profile classification from A to D.
process will be presented in section 3.4.
Fleet Statistical Analysis
The concept of one flight profile being able to describe an entire fleet can be puzzling.
a couple of numbers be sufficient to represent the condition of a fleet, whose planes have different ages,
in different moments in terms of their maintenance program, whose engines have just been overhauled or haven’t
In the flight operations department, with the multitude of destination
is the flight profile a trustworthy representation of all the different routes? Is this over-simplifying the problem?
will be answered, by pointing out what requirements the fleet must fill,
21
The result of the previous steps for any given year is two Excel Workbooks, one for the Take-off phase
b phase, each of them with two worksheets, one with the Critical Points information
when N1 was maximum and the other with the Critical Points data when N2 was maximum. The last step
pressure rotor speed N2 in
each worksheet, in other words, an average per speed, per flight phase, per year. If more than one year is
should be done for each parameter and flight
Finally the results and data should be sent to the engine’s manufacturer,
so they can analyse these results and attribute a flight profile classification from A to D. A more detailed
The concept of one flight profile being able to describe an entire fleet can be puzzling. How can literally
et, whose planes have different ages, can be
in different moments in terms of their maintenance program, whose engines have just been overhauled or haven’t
In the flight operations department, with the multitude of destinations PGA flies to,
simplifying the problem?
what requirements the fleet must fill, by
23. explaining the concept from a statistical
PGA’s Fokker 100 fleet.
There are various explanations for the valid questions
related with the aircraft’s age. PGA’s Fokker 100 fleet has several characteristics that help validating the use of a
single flight profile per fleet:
The aircraft all have roughly the same age, the maximum discrepancy being
which in theory would result in similar
when the maintenance program is concerned
There is an effort to equally utilize all aircraft, as can be seen in Figure 3.3, so they also have
similar behaviour in terms of flight
If scheduled inspections are strictly carried out and engine trend
persistently enforced, the engines shoul
immediately detected, investiga
Some fleets from other airline companies won’t be able to present t
probably have more difficulty in justifying the single flight profile for that fleet.
Figure 3.3 - Distribution throughout the Fokker 100
In terms of flight operations,
flight profile. Different destinations result in different climates, runway lengths and altitudes,
altitudes and noise-related directives. Also longer routes mean more fuel and thus more weight, which forces the
engine rotor speeds to increase, degrading the associated flight profile. The same weight increase happens in
busier routes. Flight profile assessment
these variations, while unavoidable, statistically speaking will be averaged and in consequence down
although this aspect must be accounted for in the final stages of the pro
this particular case, it’s easy to see that PGA’s fleet won’t be too affected in terms of flight
of its regional operation status. PGA’s longest route is only about 800 NM, most destinations ar
16,9%
17,1%
16,4%
Flight Distribution in Fokker 100 Fleet
e concept from a statistical perspective to ultimately justify the use of a single flight profile for
There are various explanations for the valid questions raised above and one of the most importa
PGA’s Fokker 100 fleet has several characteristics that help validating the use of a
The aircraft all have roughly the same age, the maximum discrepancy being
in theory would result in similar behaviour and even a relative closeness between aircraft
aintenance program is concerned
There is an effort to equally utilize all aircraft, as can be seen in Figure 3.3, so they also have
in terms of flight-cycle maintenance
f scheduled inspections are strictly carried out and engine trend-monitoring is actively and
persistently enforced, the engines should all be in very good condition, with small deviations being
immediately detected, investigated and when possible corrected
Some fleets from other airline companies won’t be able to present these argument
probably have more difficulty in justifying the single flight profile for that fleet.
Distribution throughout the Fokker 100 fleet for the year 2009
tions, different routes imply numerous differences that will affect the calculated
flight profile. Different destinations result in different climates, runway lengths and altitudes,
related directives. Also longer routes mean more fuel and thus more weight, which forces the
engine rotor speeds to increase, degrading the associated flight profile. The same weight increase happens in
Flight profile assessment must obviously consider all routes, despite their length or occupancy and
these variations, while unavoidable, statistically speaking will be averaged and in consequence down
although this aspect must be accounted for in the final stages of the process. Although these differences exist, in
this particular case, it’s easy to see that PGA’s fleet won’t be too affected in terms of flight
PGA’s longest route is only about 800 NM, most destinations ar
16,5%
16,2%
16,8%
16,4%
Flight Distribution in Fokker 100 Fleet
TPA
TPB
TPC
TPD
TPE
TPF
22
stify the use of a single flight profile for
above and one of the most important is
PGA’s Fokker 100 fleet has several characteristics that help validating the use of a
The aircraft all have roughly the same age, the maximum discrepancy being around two years,
behaviour and even a relative closeness between aircraft
There is an effort to equally utilize all aircraft, as can be seen in Figure 3.3, so they also have
monitoring is actively and
, with small deviations being
arguments and therefore, will
the year 2009
imply numerous differences that will affect the calculated
flight profile. Different destinations result in different climates, runway lengths and altitudes, obstacle clearing
related directives. Also longer routes mean more fuel and thus more weight, which forces the
engine rotor speeds to increase, degrading the associated flight profile. The same weight increase happens in
must obviously consider all routes, despite their length or occupancy and
these variations, while unavoidable, statistically speaking will be averaged and in consequence down-rated,
cess. Although these differences exist, in
this particular case, it’s easy to see that PGA’s fleet won’t be too affected in terms of flight-operations, because
PGA’s longest route is only about 800 NM, most destinations are in mild
24. Western Europe and most destination runways are almost at sea
differences. Furthermore, long runways allow PGA’s relatively small aircraft to take
engine power, which improves operational flight profile. Also in this area the
concept makes sense and can be applied as long as the existing variations in flight operations are not forgotten
and are included in the final safety margin
After understanding that statistically
which present relatively mild climates, we mustn’t forget that with statistical averages comes an error or
deviation, and that the worst-case deviation is the
one specific aircraft does almost exclusively
all year, especially in the summer, from Lisbon to these tropical locations, Madeira and Casablanca
with high humidity, very high temperatures
aircraft engines, resulting in worse flight profile results than the rest of the fleet. In this situation, the lif
critical parts of these engines, while part of the fleet, aren’t expected to last as long as the rest, so the fleet’s
flight profile doesn’t represent these engines
profile is to expose all engines to all operating conditions.
routes (thus not exposing the engine to differing route operating conditions), an individual operational flight
profile monitoring must be made for the group of engines operat
fleet. PGA has taken this into account and, also for maintenance reasons, tries to assign each plane to cover all
routes in order to average engine and aircraft behaviour. This effort can be visualised
the most frequent flown routes are displayed because of their importance from a statistical perspective, but the
rest of the routes also follow the same distribution model
Figure 3.4 - Distribution of flights in some routes through t
0,0
5,0
10,0
15,0
20,0
25,0
LIS-OPO LIS-MAD
Flights(%)
Flight Distribution per Route
Western Europe and most destination runways are almost at sea-level, which reduces some of the referred
differences. Furthermore, long runways allow PGA’s relatively small aircraft to take-off with
perational flight profile. Also in this area the single
concept makes sense and can be applied as long as the existing variations in flight operations are not forgotten
margin.
that statistically almost all of PGA flights are made for European destinations,
which present relatively mild climates, we mustn’t forget that with statistical averages comes an error or
case deviation is the one we should worry about. As an example, let us imagine that
one specific aircraft does almost exclusively four routes: LIS-FNC, LIS-PXO, LIS-CMN
summer, from Lisbon to these tropical locations, Madeira and Casablanca
very high temperatures and over large stretches of ocean, puts additional stress on the
aircraft engines, resulting in worse flight profile results than the rest of the fleet. In this situation, the lif
, while part of the fleet, aren’t expected to last as long as the rest, so the fleet’s
ese engines properly. This is why one of the requirements for a
all operating conditions. If the operator uses dedicated aircraft on individual
routes (thus not exposing the engine to differing route operating conditions), an individual operational flight
profile monitoring must be made for the group of engines operating a common route as though it were a single
PGA has taken this into account and, also for maintenance reasons, tries to assign each plane to cover all
routes in order to average engine and aircraft behaviour. This effort can be visualised in Figur
the most frequent flown routes are displayed because of their importance from a statistical perspective, but the
rest of the routes also follow the same distribution model.
Distribution of flights in some routes through the Fokker 100 fleet for
MAD LIS-BCN OPO-LGW LIS-LYS OPO-LUX OPO-AMS OPO-FCO
Routes
Flight Distribution per Route
23
level, which reduces some of the referred
off without requiring full
single flight profile per fleet
concept makes sense and can be applied as long as the existing variations in flight operations are not forgotten
are made for European destinations,
which present relatively mild climates, we mustn’t forget that with statistical averages comes an error or
As an example, let us imagine that
CMN and LIS-CAS. Flying
summer, from Lisbon to these tropical locations, Madeira and Casablanca respectively,
puts additional stress on the
aircraft engines, resulting in worse flight profile results than the rest of the fleet. In this situation, the life-limited
, while part of the fleet, aren’t expected to last as long as the rest, so the fleet’s
properly. This is why one of the requirements for a single flight
If the operator uses dedicated aircraft on individual
routes (thus not exposing the engine to differing route operating conditions), an individual operational flight
ing a common route as though it were a single
PGA has taken this into account and, also for maintenance reasons, tries to assign each plane to cover all
in Figure 3.4, where only
the most frequent flown routes are displayed because of their importance from a statistical perspective, but the
fleet for the year 2009
FCO
TPA
TPB
TPC
TPD
TPE
TPF
25. 24
In conclusion, the fleet’s age, the up-close and consistent monitoring of engine behaviour, the
compliance of mandatory inspections and other maintenance tasks, associated with pilot standardized
procedures, flight operations optimization and even the airline’s own regional status, justify the use of only one
Flight Profile to accurately describe PGA’s Fokker 100 fleet, when critical engine parts are concerned.
3.4 – Results
The process itself to obtain the fleet’s flight profile, although simple, was a bit time-consuming, which
was expected given the number of flights involved, spread throughout five years. However the normal annual
flight profile analysis should be relatively simple and quick to complete, depending on the used sample.
As described before and illustrated in Figure 3.1, flight profile reference data is given for all the
duration of an example flight, however in a first analysis only the points where the rotor speeds reach maximum
values are of interest to compare with these reference profiles and attribute a flight profile to the fleet, because
these are the operational Critical Points. Only if these Critical Points prove to be insufficient to provide a clear
flight profile result, should other points from other moments of the flight be considered.
Figure 3.5 a) and b) - Datum flight profiles from Plan A to Plan D and analysis results for N1
20
30
40
50
60
70
80
90
100
0 10 20 30 40 50 60
N1(%)
Minutes
N1 Flight Profile Data
A
B
C
D
AVG
75
77
79
81
83
85
87
89
91
93
0 5 10 15 20 25 30
N1(%)
Minutes
N1 Flight Profile Data Detail
A
B
C
D
AVG
26. 25
As explained in section 3.1, flight profile A is the most demanding, in the sense that the maximum rotor
speeds should be the lowest, which means that engine operation must be very smooth. To easily grasp the
differences between profiles at every flight stage, in Figure 3.5 and 3.6 the reference flight profiles are
graphically displayed. PGA’s obtained Critical Points for the conducted analysis are also represented in the
Graphs, to give an idea of the fleet’s situation and to make predictions about the manufacturer’s future flight
profile attribution.
Analysing these graphical representations, particularly in Figure 3.5 b), where the differences between
reference profiles at high rotation speeds can be easily seen, it becomes clear the growing level of demand in
terms of engine health and operational profile from D all the way to A, represented by the increasing limitation
in the maximum speeds of the low-pressure rotor. It is also noticeable how the C and D reference profiles are
almost identical except during take-off, which is the most demanding and critical phase of the flight engine-wise
and where it was therefore expectable that a difference between the reference profiles would exist.
`
The yellow dots in Figures 3.5 and 3.6 represent the N1 and N2 respective Critical Points which
characterize PGA’s Fokker 100 fleet for the considered period of time, in terms of flight profile. The obtained
50
60
70
80
90
100
110
0 10 20 30 40 50 60 70
N2(%)
Minutes
N2 Flight Profile Data
A
B
C
D
AVG
90
92
94
96
98
100
102
0 5 10 15 20 25 30
N2(%)
Minutes
N2 Flight Profile Data Detail
A
B
C
D
AVG
AVG
Figure 3.6 a) and b) - Datum flight profiles from Plan A to Plan D and analysis results for N2
27. 26
results are systematized in Table 3.2, where the 5-year analysis is divided by years, as it was already referred in
section 3.2., and then by parameters and flight phase.
Flight Phase Parameter Limits 2005 2006 2007 2008 2009 Average
Take-off
N1 A < 84,5
83,99 83,91 84,00 83,45 82,96 83,66
A A A A A A
N2 94,9 < B < 96,4
95,96 95,85 96,07 95,47 95,52 95,77
B B B B B B
Climb
N1 A < 89,0
87,97 88,81 88,85 88,13 88,42 88,44
A A A A A A
N2 94,6 < C < 96,6
95,36 95,45 95,49 95,18 95,37 95,37
C C C C C C
Table 3.2 - Yearly results of N1 and N2 values; flight profile limits and global results
A simple average was used in this case, although a weight average was also considered, but because the
difference between the results obtained by each approach was very small, the weight average was discarded.
With further observation of Figure 3.6 b), there’s a strange situation that draws the observer’s attention.
Around the 25 minute mark, when the aircraft’s engines reach the maximum values of high-pressure rotor speed,
it comes to attention that the blue line, which represents reference flight profile B, is lower than the red line,
which represents reference flight profile A, which means that in that important instant, reference flight profile B
is actually more demanding (requires lower maximum values of rotor speed to be applied) than reference flight
profile A. When calculating average values from the 5-year data of the N2 parameter for the climb flight phase
(see Table 3.2), the result is 95.37%, which is 0.77% over the reference profile A and 1.23% below reference
profile C. The fact that the profile B isn’t half-way between profiles A and B as usual, forces PGA’s Critical
Point for N2 climb phase to an apparently unfair flight profile C.
Although understanding that this kind of analysis isn’t scientifically correct, but just to give an idea of
the damage the inexistence of a reference profile B in the referred point, considering that a numerical scale
would exist from 1 to 4, which would correspond to the existing classification, from D to A (in other words,
if D ൌ 1, C ൌ 2, B ൌ 3 and A ൌ 4), the “average” final result with and without reference profile B would be:
FP ൌ
ାାା
ସ
ൌ
ସାଷାସାଷ
ସ
ൌ
ଵସ
ସ
ൌ 3,5 ൌ A and FP ൌ
ାାାେ
ସ
ൌ
ସାଷାସାଶ
ସ
ൌ
ଵଷ
ସ
ൌ 3,25 ൌ B.
Equation 3.2
Despite the lack of scientific value of this analysis, and more in a qualitative basis, assuming that 3.5
would round to 4 then PGA’s flight profile would have an A classification, which would represent huge savings
for the company. Moreover, because the take-off phase is more demanding for the high-pressure rotor system
than the climb phase, an increased importance should be put in the results of the most demanding phase, and the
good behaviour demonstrated at take-off should be taken into account. Further discussion about this situation
28. 27
will be presented at the end of this section, when the final flight profile attribution by the manufacturer will be
analysed.
Turning the focus to the historical evolution of the studied parameters from 2005 to 2009, in order to
better visualize the results presented in Table 3.2, graphical representations of the results were obtained and are
displayed in Figures 3.7 a) through d), where the evolutions of flight profile defining points N1 and N2 for Take-
off and N1 and N2 for Climb throughout the last five years can be more easily analysed.
Figure 3.7 a) and b) - Evolution of flight profile defining point N1 and N2 for take-off
Figure 3.8 a) and b) - Evolution of flight profile defining point N1 and N2 for climb
Observing the graphical representations displayed in Figure 3.7 a) and b) and Figure 3.8 a) and b), it is
clear that the maximum high and low pressure rotor speeds didn’t suffer great variations in the last five years,
varying in about 1% at the most. Furthermore, the registered variations were never sufficient to make any of the
determined Critical Points change their position relatively to the reference flight profiles, a trend that can be
easily confirmed by checking Table 3.2. Despite the relatively small variations and the immutability of the flight
profile classification, two aspects should be pointed out.
Firstly, if we take into consideration for instance that in the take-off phase between reference profiles A
and B, both for N1 and N2, there are differences of less than 2%, it becomes evident that a variation of even 1%
or 0.5% can result in a big difference. An improvement of about 2.1% can represent upgrading a C profile to an
A profile and in consequence saving 15% or even 28% in the example parts shown in table 3.1. This possibility
of great savings with apparent little improvement is the main reason airline companies take measures to reduce
82,50
83,00
83,50
84,00
84,50
2005 2006 2007 2008 2009
N1(%)
Year
Take-off N1
94,80
95,30
95,80
96,30
96,80
2005 2006 2007 2008 2009
N2(%)
Year
Take-off N2
87,50
88,00
88,50
89,00
89,50
2005 2006 2007 2008 2009
N1(%)
Year
Climb N1
94,20
94,70
95,20
95,70
96,20
2005 2006 2007 2008 2009
N2(%)
Year
Climb N2
29. 28
engine wear and request the update of their flight profile status frequently. Because a small difference can make
a huge difference, this means that the representativeness of the considered data and the accuracy of the
conducted analysis are essential to provide correct results.
Secondly, although the variations in rotor speed are relatively small, observing graphical representations
of Figure 3.7 and Figure 3.8, it is clearly visible that every parameter shows a trend to decrease the rotation
speed, thus showing a slight improvement in engine condition, or at least it is approximately stabilized – Climb
N2 is an example. It should be noted that the natural evolution of the rotor’s speed is to increase, corresponding
to the natural degradation of the engine throughout its parts’ lives. The fact that the graphical representations
show the opposite trend is explained by the good practices enforced by the company, such as directives for the
pilots to use low power whenever possible, the effort of the maintenance team to maintain engine health by
regular inspections and immediate part substitution when any faulted part is lowering the engine’s performance,
etc. Many of these directives have been more fiercely enforced since late 2007 and the results can be seen
graphically by the drop registered in both rotor speeds for both flight phases from 2007 to 2008. In 2009 rotor
speeds stabilized or increased slightly, while still maintaining the same policies, which is somewhat puzzling.
Naturally, the more the engine improves, the less margin for improvement exists, and so it’s comprehensible that
the rate of improvement would diminish, and on the other hand, knowing that engine speed is highly dependent
on the weather and particularly on the TAT, the fact that 2009 was one of the warmest years in history helps
explaining this behaviour.
TGT 2005 2006 2007 2008 2009 Average
Take-off
N1 701,0 694,4 696,3 690,6 691,7 694,8
N2 700,6 693,5 694,9 689,2 690,8 693,8
Climb
N1 702,0 701,7 701,1 699,9 702,0 701,3
N2 704,3 704,6 704,3 702,3 706,1 704,3
Table 3.3 - TGT values corresponding to the maximum values of N1 and N2
Figure 3.9 a) and b) - Evolution of TGT corresponding to defining point N1 for Take-off and Climb
Shaft rotation speed is one of the most important parameters to take into account when studying an
engine’s condition, which is why flight profile is classified according to its values. Other important type of data
is the engine’s TGT, a parameter very sensitive to variations in the engine’s operation, as a raise in TGT is
686,0
691,0
696,0
701,0
706,0
2005 2006 2007 2008 2009
TGT(ºC)
Year
TGT Take-off N1
695,0
697,0
699,0
701,0
703,0
705,0
2005 2006 2007 2008 2009
TGT(ºC)
Year
TGT Climb N1
30. 29
usually the first sign that something isn’t working as it should inside the engine or that its performance is for
some reason degrading. It makes then perfect sense to study these two parameters together and analyse their
trends as one. Just like with rotor speed evolution, similar tendencies of improvement until 2008 and stagnation
or increase in 2009, generally in the engine wear rate, can be observed in Figure 3.9 a) and b) where TGT for
both flight phases is graphically represented. Also noticeable is the almost 10 degree global decrease in TGT at
take-off, which is a good symptom of engine health and a sign that the measures being taken to improve engine
condition are being successful. Table 3.3 compiles all the evolutions of the TGT parameter for the 2005-2009
period.
The engine’s sensitivity to variations of the outside temperature, in terms of fuel flow, TGT, shaft
speeds and performance in general, makes the analysis at hand more difficult to conduct if a statistical method
wasn’t used.
Throughout the year, many climate characteristics such as humidity and winds at high altitudes
continuously change, sometimes in unpredictable ways, directly affecting flight conditions and therefore engine
performance. The effect of humidity on engine performance is a much discussed subject, because the amount of
water in the intake air can affect the air’s temperature and density. Although some investigators believe it does
affect engine performance [3][4], it is commonly agreed that the impact will be reduced when comparing to
other variables.
One of the characteristics that notoriously affect the process of flight profile determination is the
temperature, in a more predictable way: when temperature increases, so does TGT, rotor speeds and fuel flow.
An example for a specific TAY650-15 engine is displayed in Figure 3.10 a) and b), where graphical
representations can be found, which show the TGT variation depending on the time of the year.
Figure 3.10 a) and b) - Evolution of TGT corresponding to defining point N1 for Take-off on a specific
TAY650-15 engine
Inspecting the graphics in Figure 3.10 a) and b), in the horizontal axis the letter corresponds to the
aircraft where the engine was installed in that moment (from CS-TPA to CS-TPF), which is followed by the date
when the FDR data was downloaded, in the DD/MM/YY format, each download corresponding to about twenty
650,0
660,0
670,0
680,0
690,0
700,0
710,0
720,0
730,0
740,0
B310105
B260205
B040805
D160606
D170906
D131206
D010307
D140507
D240707
D111007
D140208
D200608
D130808
D141008
D080309
D240409
D110809
D211009
TGT(ºC)
Aircraft + Date
TGT N1 Take-off
670,0
680,0
690,0
700,0
710,0
720,0
730,0
740,0
B310105
B260205
B040805
D160606
D170906
D131206
D010307
D140507
D240707
D111007
D140208
D200608
D130808
D141008
D080309
D240409
D110809
D211009
TGT(ºC)
Aicraft+Date
TGT N1 Climb
31. 30
consecutive flights. The main reason for the “saw-shaped” display is the temperature and eventually humidity
variation as the year progresses, with low values of TGT during the cold and dry winter months and higher
values during hotter late-spring or summer-months. From 2007 onwards each stage of the oscillations is clear,
with medium points corresponding to the spring or autumn and in 2005 and 2006, due to lack of stored data, only
three points are presented, but the tendency is naturally the same. Through observation of the linear trend lines
representing the global TGT evolution, it is also possible to see that overall the TGT increases in the five years
of operation, which is a consequence of the natural degradation of the engine’s condition, with average
variations of almost 20ºC, which can lead to diminished performance and even structural problems, once again
proving the importance of up-close monitoring of engine health.
3.5 – Change in Thrust Mode
3.5.1 – Results
The importance of an accurate determination of a fleet’s flight profile, with all the associated difficulties
already described, justifies the analysis of a large sample of data, hence the usual utilization of FDR data, which
can be easily collected from each single flight. However, flight profile assessment can also be conducted based
on the cockpit manual flight data recording with an added workload to the pilot.
The power output of an engine is influenced by many factors such as outside conditions, the engine’s
bleed status which is controlled by the ECS, the anti-ice status and the Thrust Mode. The engine’s thrust is
controlled by the Thrust Management Computer for reference EPR computation. The Thrust Mode Select Panel
(TMSP), an example of which is represented in Figure 3.11, allows for selecting the Reference Thrust:
TO/GA – Selects TO (takeoff) Mode on the ground or GA (go-around) Mode in flight;
CLB – Selects CLB (Climb) Mode;
CRZ – Selects (cruise) Mode;
CON – Selects CON (max continuous/economical) Mode.
Figure 3.11 - Example of a Thrust Mode Select Panel (TMSP)
After takeoff, Thrust Mode will naturally change from TO to CLB, and stay that way until TOC is
reached, where it will change to CRZ, which isn’t as demanding to the engine as the Climb Thrust Mode. A
question was then raised: could the CRZ (cruise) Thrust Mode be applied while in climb flight phase? That
would theoretical decrease engine wear and consumption but would it be possible operation-wise? It would be
32. 31
very interesting to have an idea about the savings that could be accomplished both in fuel and in maintenance
while making a balance between savings and eventual added costs or problems and also limitations to its
implementation.
To measure the impact of changing the Thrust Mode, a directive would have to be approved, namely
safety-wise, then transmitted to all the flight crews and finally systematically collected and then processed. A
measure of this type, implemented in a whole fleet for a period of time, only to assess the possibility of an
eventual gain, is too expensive and generates many changes to the flight crews’ routine, which could even
compromise flight safety. A crew was then asked to manually record the engines’ rotor speeds in two flights in
the same routes and similar conditions (consecutive days, with the same departure hour, same aircraft and
roughly the same weight), one with the usual CLB Thrust Mode and other with the CRZ Thrust Mode. In Figure
3.12 a) and b), one can find the difference in N1 and N2 respectively, between the two Thrust Modes as the
aircraft climbs, for both engines.
Figure 3.12 a) and b) - Thrust mode impact in one specific flight, on defining point N1 and N2
Observing the graphical representations of Figure 3.12 a) and b), it becomes clear that the change of
Thrust Mode results in a very significant difference in terms of both high and low pressure rotor speeds.
80
82
84
86
88
90
92
100 120 140 160 180 200 220 240 260 280 300 320 340
N1(%)
Flight Level
Thrust Mode Influence on N1
Eng1CLB
Eng1CRZ
Eng2CLB
Eng2CRZ
92
93
94
95
96
97
98
99
100
100 120 140 160 180 200 220 240 260 280 300 320 340
N2(%)
Flight Level
Thrust Mode Influence on N2
Eng1CLB
Eng1CRZ
Eng2CLB
Eng2CRZ
33. 32
Although the trends for the two thrust modes are similar for each motor, there is a clear offset between CLB and
CRZ, representing a well defined reduction for the complete climb phase. The improvement is always larger than
1% and for some flight moments or flight levels the reduction sizes to about 4%. However, as already pointed
out in section 3.2, for the calculation of a flight profile only the maximum speed values of the climb phase are
required and so the maximum values of the line charts were collected and systematized in Table 3.4. In a
separate note, there is a significant difference between engines which should be further investigated.
Flight
Phase
Rotor
Speed
Limits Average
Current
Profile
Engine CLB CRZ
Improv.
CLB/CRZ
Equiv.
Improv.
New
Profile
Climb
N1 ܣ ൏ 89 88,44 A
1 91,3 88,8 2,74 86,02
A
2 91,6 88,7 3,17 85,64
N2 94,6 ൏ ܥ ൏ 96,6 95,37 C
1 97,7 95,6 2,15 93,32
A
2 95,9 93,9 2,09 93,38
Table 3.4 – Obtained results and improvement in Flight Profile after change in Thrust Mode
In the previous table, columns CLB and CRZ have the maximum speed values for each engine/rotor
combination with the “Climb” and “Cruise” Thrust Modes respectively. The following column displays the
speed reduction when changing Thrust Mode, in percentile. If we would assume that the whole fleet would have
the behaviour of this engine, and thus have the improvement values displayed in this column, then the equivalent
improvement of the fleet would be the same. Applying that improvement to the average of the fleet presented in
Sub-section 3.4.1, which is displayed in the “Average” column in Table 3.4, would result in the values shown in
the second to last column, “Equiv. Improv.”, which corresponds to Equivalent Average Improvement. When
comparing these new results with the limits which are the criteria to attribute flight profiles, in column “Limits”,
it is easy to realize that for the high-pressure shaft speed, the current flight profile of C would transition to an A,
with huge consequences. Also in terms of the low-pressure rotor speed, the distance for the A reference profile
would increase substantially, giving more confidence in the current A profile.
Before taking conclusions about how beneficial such a change could be in terms of life-limited engine
part costs, all other aspects of the airline’s operations which would be involved with such a change have to be
taken into account and consequences have to be predicted. This will be the discussion of the next Sub-section.
3.5.2 – Consequences – Cost: Time and Fuel vs. Maintenance
The objective of this Sub-section is to point out some of the potential problems that could arise if the
Thrust Mode in the climb phase was changed from CLB to CRZ, which would assumedly result in an upgrade of
the fleet’s flight profile. Firstly, the consequences of the flight profile upgrade will be addressed, followed by a
discussion over the change in the Thrust Mode.
As stated before in a case like this, when an operator believes that his operation is no longer represented
by the reference datum flight profile, the new changed fleet representative flight profile data must be supplied to
34. 33
the manufacturer. Any operator changing from one Life Profile Operation to another must notify the
manufacturer of this change and the residual lives of all the Group A and Group B mandatory parts must be
calculated again, and entered in the engine maintenance records. The formula is as follows:
RL ൌ FPLL ൈ ൬1 െ
CSN
IPLL
൰
Equation 3.3
With RL = Residual Life; FPLL = Final Plan Life Limit; IPPL = Initial Plan Life Limit; CSN = Cycles
Since New. When the flight profile is improved, in this case from “B” to “A”, the residual life of the critical parts
will increase, providing a better flight cycle per part cost ratio, which was the intended effect. This easy
calculation and the consequent information update of the airline’s databases is the only real task that would have
to be performed to have the new flight profile, obviously besides maintaining all the practices and policies that
granted the airline this flight profile in the first place. As the flight profile improves, so should the level of
maintenance, with frequent inspections and trend-monitoring to continuously assess engine condition, processes
that also come with its costs.
However, because this improvement was achieved mainly based on low-power and reduced climb rate
policies, this means that the flights will be a bit longer, which can affect passenger satisfaction, mean more fuel
consumption and an increase in time-related costs.
The climb phase has a huge impact on fuel consumption when considering short and medium range
flights since it represents from 20% to 40% of the trip time, registering fuel flows 40% greater than on cruise
phase. Climbing with reduced thrust will increase fuel consumption because it would extend time spent at lower
altitudes where the fuel flow is higher. Therefore, reducing thrust during climb will not save fuel. On the other
hand, using thrust settings higher than CLB to make the climb faster would as already seen severely penalize
engine life. So in terms of overall fuel consumption, changing the Thrust Mode wouldn’t be beneficial.
In terms of flight safety there are also some limitations and concerns that should be taken into account.
In order to ensure that air traffic controllers can accurately predict flight profiles to maintain standard vertical
separation between aircraft, pilots of aircraft commencing a climb or descent in accordance with an ATC
Clearance should inform the air traffic controller if they anticipate that their rate of climb or descent during the
level change will be less than 500 ft per minute, or if at any time during such a climb or descent their vertical
speed is, in fact, less than 500 ft per minute, as referred in point 2.4.1 of UK’s AIP General Rules and
Procedures [2], a limit internationally accepted. This means that the reduced thrust could be used, and if the
aircraft’s ROC would be less than 500ft/min, the ATC had to be informed and ATC indications strictly followed.
Also from an operational point of view, about 30% of PGA’s flights cover distances under 200 NM, in
other words a significant part of the flights take 30-45 minutes in total, with sometimes only about 15-20
minutes in cruise at the selected flight level. This means that changing the Thrust Mode, thus flattening the
35. 34
climbing profile, prolongs the climb flight phase, reaching TOC later and therefore further shortening the cruise
phase, which can be impossible or impractical in short-haul flights like LIS-OPO.
Passenger satisfaction is always a top principle to any airline company, especially to PGA which has
always made passenger satisfaction and comfort top priorities, having earned numerous awards and international
recognition for it. Therefore any change in the company’s operational profile will have an effect in the
costumers’ opinion that must be taken into consideration. An eventual change in Thrust Mode would influence
their satisfaction in two ways. The lower rate of climb implies more time climbing and a longer flight in general,
so this increase in flight duration would have to be measured to have an idea if it would make passengers less
satisfied. An increase of just a couple of minutes shouldn’t damage PGA’s reputation in terms of passenger
satisfaction, because it’s not very significant an increase from 47 min to 49 min for example on a LIS-OPO
flight. On the other hand, lower thrust and lower rate of climb result in a more silent and smoother flight, with
slower pressure variations, which together produce a more enjoyable and comfortable flight. Balancing both
effects, it is predicted that a change in Thrust Mode would have an impact by slightly increasing passenger
comfort and satisfaction, depending on the increase of flight time relatively to its original duration.
A change in the Thrust Mode during climb and the consequent flight profile improvement is being
considered because of the savings in flight-cycle dependent maintenance costs. However there are other costs
that can be influenced by the increase in the climb flight time, one of them is fuel cost which would increase like
it was already explained before in this Sub-section, and also time-related costs would also be affected and
therefore it’s important to assess if the change in Thrust Mode would pay-off after the overall costs balancing
was completed. Maintenance time-related costs should be the first to be analysed, although this would probably
prove to be a difficult exercise: rust and wear inspections would be slightly affected, the 5000-hour, 10000-hour,
etc checks would in theory be more frequent, approximately in the same amount as the average increase of flight
time. Regarding the flight/cabin-crew costs, they would remain unaffected because PGA’s flight and cabin crew
personnel are paid not by the hour but on a per-flight-basis or have a monthly fixed salary, thus unrelated with
the flight’s duration. Finally there are some costs that depend on the aircraft’s flight hours, such as insurance,
aircraft rental, interest and other company related costs. These would also need to be accounted for to assess the
penalty associated with this change in the operational profile.
The results presented in Table 3.5, although without statistical value, cannot be overlooked given their
definite behaviour and the gain margins involved. The potential savings in maintenance costs justifies in a first
stage the undertaking of a serious and thorough study about an eventual earlier change in Thrust Mode during
climb, estimating gains and losses in all the departments affected by this change and assessing overall benefits
from this measure. If it was predicted that such a measure would be advantageous, in a second stage it should be
enforced in an experimental period, applying this change to several aircraft and different routes for a sufficient
period of time while continuously collecting the FDR data as usual, comparing the results with the ones obtained
in the same period in the previous year and assessing if an improvement was achieved. If so in a third stage this
change would then be applied to all aircraft and all routes, or at least the routes in which it had proved to be
beneficial.
36. 35
4 – Engine Condition Monitoring
4.1 - Monitoring as a Route to Safety
Everyone agrees that there is no price for a human life, nor does it exist for a company’s reputation, and
no eventual savings can justify the destruction of either one. For these reasons, ever since the beginning of
commercial aviation, passenger and crew safety has always been the number one priority. Because an engine
failure during a commercial flight is very likely to have a devastating effect, failures just can’t be tolerated,
which is why most of the maintenance practices are conducted with the objective of guaranteeing safety. In the
aeronautical industry a specific maintenance method is usually enforced, which consists of changing an engine
or major modules in need of inspection and repair with a new or refurbished engine or modules. This method is
commonplace in aviation for it allows the aircraft to remain in service as much as possible, without
compromising flight safety.
In the primordial years of aviation history, manufacturers and operators began to operate engines to
failure, which means that the engine was left on wing until something failed, usually with catastrophic results.
Since then, companies operating gas-turbine engines have tried to minimize its high maintenance costs by
avoiding potential engine failure through preventative maintenance actions at fixed intervals. This practice
ensured safety for the most part, but still wasn’t completely safe and wasn’t economically efficient, sometimes
with little actual gain in engine health or performance.
In recent years however, an Engine Condition Monitoring (ECM) approach has been adopted by many
engine manufacturers and operators, in which intelligent real-time data analysis systems are employed to assess
the condition of engine components. The objective is then to make maintenance needs be determined according
to the engine’s operating condition, rather than maintenance being performed at fixed periods of time. ECM
involves both “manual” practices such as MCD, oil consumption and vibration monitoring, and computer
methods based on performance analysis and mechanical parameter monitoring using an adequate software tool.
These monitoring systems for engine health typically process data from engine-mounted sensors, whose recent
evolution in robustness and versatility have made the implementation of ECM possible.
ECM may be used for three different approaches, one pre-emptive, one reactive and one more analytical
and educational. Through the condition monitoring, early warning of potentially hazardous engine conditions
may result in the identification of the precursors to component failure in advance of the actual failure. This is a
prognostic approach to condition monitoring, and is useful for types of faults that may be prevented if identified
soon enough. An example of this type of approach will be presented in Sub-Section 4.4.3. Faults for which there
are no such precursors like a “bird strike" require a diagnostic approach. Those monitoring systems
automatically identify engine faults that have occurred, and may recommend restorative maintenance actions
appropriate to the type of fault. The analysis to the monitoring of an unplanned event resulting in some
mechanical damage will be discussed in Sub-Section 4.4.2. Finally, ECM can be used as a post-event tool, not to
repair eventual damage, but to understand the nature of the event or why it happened, and what was the cost or