The document discusses the challenges facing the aerospace industry and how Product Lifecycle Management (PLM) can help address them. It notes that the industry is increasingly outsourcing work to subcontractors while also facing pressure to reduce development and production timelines. PLM emerged in the 1990s as a way to manage information across the entire lifecycle from design through production and maintenance. By providing a centralized system, PLM allows all stakeholders to collaborate more effectively throughout the process. The conclusion states that if all actors in the value chain can efficiently adopt PLM, it could significantly reduce costs and optimize operations in aerospace.
This was a presentation given at PLM Connection 2010 in Dallas by Dora Smith and Tord Dennis of Siemens PLM along with Jim Brown of Tech-Clarity. It highlighted social computing, social networking and social media in the PLM space. See http://www.siemens.com/plm/blog for related blog post and more event coverage.
My presentation about PLM industry at CONTACT Software Open World 2017 event in Fulda, Germany. The topic discussed in presentations - digital transformation, IoT, Bi-model, Machine learning, Cloud, etc.
Technology and environment is changing. Internet is a new platform. This presentation is about challenges of current PLM platforms in the age of internet and new manufacturing business models.
A lightening talk on what is the right mobile application development framework that can cater to the internal Mobility needs of an Enterprise
By: Arjun Ahlawat
Evolution of pdm plm technology & value to the industryStephen Au
BIM Lecture Note (2/6)
Objectives
* The importance of discipline business execution in today’s enterprises management
* To understand how PLM technology sustain product innovation
* The value of using PLM in manufacturing industry
Question
* What if building construction industry can apply the same technology ?
* What are the similarity and what are the difference?
www.mtech.com.hk
Adaptive Automotive Development: Faster and more targeted innovations through...Christian Mies
In markets with a high level of insecurity and dynamism,
methods that enable quick adaptation to changing
conditions have a decisive advantage for ensuring lasting
success. These methods can be divided up into four
areas:
1. Quick validation on the market
2. Flexible products
3. Flexible processes
4. Flexible organization
Whitepaper written together by Christian Binder (Microsoft), Thomas Hemmer (conplement), Steffen Kuhn (Porsche Consulting) and Christian Mies (Elektrobit). Originally released and published in German: http://aka.ms/adaptiveautomobilentwicklung
This was a presentation given at PLM Connection 2010 in Dallas by Dora Smith and Tord Dennis of Siemens PLM along with Jim Brown of Tech-Clarity. It highlighted social computing, social networking and social media in the PLM space. See http://www.siemens.com/plm/blog for related blog post and more event coverage.
My presentation about PLM industry at CONTACT Software Open World 2017 event in Fulda, Germany. The topic discussed in presentations - digital transformation, IoT, Bi-model, Machine learning, Cloud, etc.
Technology and environment is changing. Internet is a new platform. This presentation is about challenges of current PLM platforms in the age of internet and new manufacturing business models.
A lightening talk on what is the right mobile application development framework that can cater to the internal Mobility needs of an Enterprise
By: Arjun Ahlawat
Evolution of pdm plm technology & value to the industryStephen Au
BIM Lecture Note (2/6)
Objectives
* The importance of discipline business execution in today’s enterprises management
* To understand how PLM technology sustain product innovation
* The value of using PLM in manufacturing industry
Question
* What if building construction industry can apply the same technology ?
* What are the similarity and what are the difference?
www.mtech.com.hk
Adaptive Automotive Development: Faster and more targeted innovations through...Christian Mies
In markets with a high level of insecurity and dynamism,
methods that enable quick adaptation to changing
conditions have a decisive advantage for ensuring lasting
success. These methods can be divided up into four
areas:
1. Quick validation on the market
2. Flexible products
3. Flexible processes
4. Flexible organization
Whitepaper written together by Christian Binder (Microsoft), Thomas Hemmer (conplement), Steffen Kuhn (Porsche Consulting) and Christian Mies (Elektrobit). Originally released and published in German: http://aka.ms/adaptiveautomobilentwicklung
To implement a manufacturing execution system (MES) across a global manufacturer's numerous sites, establish a core baseline solution as a basis for global rollout, use the implementation as an opportunity for process improvement and optimization, and choose carefully between a phased or a big bang deployment.
In this presentation, Rishabh introduces the concept of SMAC and discusses trends.He is interested in using SMAC to create solutions that positively impact customer experience. The applications that he intends to develop will be available anytime and anywhere is what he says.
The global economy has been turbulent for the last couple of years but the automotive industry, in particular, has been encountering the most challenging environment. Market dynamics are changing rapidly, thus forcing the auto makers to change their business strategies and to implement them successfully in order to stay competitive. Auto parts makers are further squeezed as they need to satisfy more diverse product requirements with low room for errors in a relatively much shorter time span. As radical technological trends are inevitable, harnessing this opportunity will enable companies with innovative products to gain market share.
Since business revolves around the products or services a company offers, PLM could be the single most rewarding area to focus on in system implementation.
A first time notion that due to data model changes - from relational, to object-oriented/document driven and now object-oriented data-driven everytime creates challenges for upgrades - impossible to foresee
Business plan for CBC(Cognizant Business Consulting) to foray into the Gamification Enterprise Products & Consulting market. Worked closely with senior management to develop actionable strategy addressing all internal & external stakeholders
The Government's Effective Migration to a Cloud Computing EnvironmentBooz Allen Hamilton
Booz Allen recognized early on the significant impact Cloud Computing would have on how the government procures, implements, and manages its IT investments. This article discusses Booz Allen's approach on transitioning to a Cloud Computing environment.
Cognizant -- New Business Models through CollaborationsPistoia Alliance
The Pistoia Alliance Conference in April 2011 included a series of 10-minute "lightning talks" from vendors about what they think pharma will look like in 2020. This presentation was delivered by Jack Angier of Cognizant.
Corporate inertia is commonplace everywhere, but business goals are still the key to having innovation be constructive and not just disruptive. The problem is for the company to learn to construct itself with innovations. The strategy is about migrating to the future.
CTRM - The Next Generation - ComTechAdvisory Vendor Technical UpdateCTRM Center
There is no doubt that technology has undergone a sea-change over the last decade or so potentially making it possible to build and deploy software faster and more cost-effectively while offering a host of features that help users to work smarter, faster and with less opportunity for error. Additionally, the way that applications are designed and built has also changed to take better advantage of these technologies. While arguably there is no single technology that facilitates a paradigm shift in Commodity Trading and Risk Management (CTRM) software, when you combine advances in all areas of solution development and deployment technology, then such a leap forward is both likely and desirable.
Nowhere is the gap between the possibilities offered by these leaps in technology and what is available as commercial solutions more apparent than in the commodity trading and risk management software category. There are many aging, legacy, solutions still being utilized, marketed, and deployed and yet, this is an industry that is experiencing unprecedented demands and change, which in turn, are placing increasing demands on the software it utilizes. What most commodity firms are seeking is more agile software platforms that can allow them to adapt and evolve through these changes. This growing demand is also accentuated by the younger, more tech-savvy people entering the business whose expectations are not being met by many existing solutions.
Energy Trading and Risk Management (ETRM) solutions have now been a part of the broader wholesale energy trading application landscape for around 20-years, having evolved in step with both business and technology trends over that time period. As a result of this evolutionary process, there are a large number of diverse solutions on the market that address any number of combinations of industrial segments, energy commodities, geographic locations, and functional reach.
To implement a manufacturing execution system (MES) across a global manufacturer's numerous sites, establish a core baseline solution as a basis for global rollout, use the implementation as an opportunity for process improvement and optimization, and choose carefully between a phased or a big bang deployment.
In this presentation, Rishabh introduces the concept of SMAC and discusses trends.He is interested in using SMAC to create solutions that positively impact customer experience. The applications that he intends to develop will be available anytime and anywhere is what he says.
The global economy has been turbulent for the last couple of years but the automotive industry, in particular, has been encountering the most challenging environment. Market dynamics are changing rapidly, thus forcing the auto makers to change their business strategies and to implement them successfully in order to stay competitive. Auto parts makers are further squeezed as they need to satisfy more diverse product requirements with low room for errors in a relatively much shorter time span. As radical technological trends are inevitable, harnessing this opportunity will enable companies with innovative products to gain market share.
Since business revolves around the products or services a company offers, PLM could be the single most rewarding area to focus on in system implementation.
A first time notion that due to data model changes - from relational, to object-oriented/document driven and now object-oriented data-driven everytime creates challenges for upgrades - impossible to foresee
Business plan for CBC(Cognizant Business Consulting) to foray into the Gamification Enterprise Products & Consulting market. Worked closely with senior management to develop actionable strategy addressing all internal & external stakeholders
The Government's Effective Migration to a Cloud Computing EnvironmentBooz Allen Hamilton
Booz Allen recognized early on the significant impact Cloud Computing would have on how the government procures, implements, and manages its IT investments. This article discusses Booz Allen's approach on transitioning to a Cloud Computing environment.
Cognizant -- New Business Models through CollaborationsPistoia Alliance
The Pistoia Alliance Conference in April 2011 included a series of 10-minute "lightning talks" from vendors about what they think pharma will look like in 2020. This presentation was delivered by Jack Angier of Cognizant.
Corporate inertia is commonplace everywhere, but business goals are still the key to having innovation be constructive and not just disruptive. The problem is for the company to learn to construct itself with innovations. The strategy is about migrating to the future.
CTRM - The Next Generation - ComTechAdvisory Vendor Technical UpdateCTRM Center
There is no doubt that technology has undergone a sea-change over the last decade or so potentially making it possible to build and deploy software faster and more cost-effectively while offering a host of features that help users to work smarter, faster and with less opportunity for error. Additionally, the way that applications are designed and built has also changed to take better advantage of these technologies. While arguably there is no single technology that facilitates a paradigm shift in Commodity Trading and Risk Management (CTRM) software, when you combine advances in all areas of solution development and deployment technology, then such a leap forward is both likely and desirable.
Nowhere is the gap between the possibilities offered by these leaps in technology and what is available as commercial solutions more apparent than in the commodity trading and risk management software category. There are many aging, legacy, solutions still being utilized, marketed, and deployed and yet, this is an industry that is experiencing unprecedented demands and change, which in turn, are placing increasing demands on the software it utilizes. What most commodity firms are seeking is more agile software platforms that can allow them to adapt and evolve through these changes. This growing demand is also accentuated by the younger, more tech-savvy people entering the business whose expectations are not being met by many existing solutions.
Energy Trading and Risk Management (ETRM) solutions have now been a part of the broader wholesale energy trading application landscape for around 20-years, having evolved in step with both business and technology trends over that time period. As a result of this evolutionary process, there are a large number of diverse solutions on the market that address any number of combinations of industrial segments, energy commodities, geographic locations, and functional reach.
In the world of E/CTRM software much is changing and at a fair pace. Driven by a plethora of new business needs, massive shifts in technology, and changes in software procurement behavior, it is a software category that is ripe for a true paradigm shift. In a paper written a few years ago, Commodity Technology Advisory (ComTech) outlined a potential solution to some of the issues that have plagued buyers of E/CTRM software for decades.
In that paper, the authors proposed a different approach to architecting E/CTRM solutions – that is creating an ecosystem of software capabilities rather than relying on the monolithic applications that have, or invariably will, become increasingly expensive and difficult to deploy, update and maintain.
ComTech noted that such an approach was both technically feasible given the advent of cloud technologies and desirable as it helped solve the myriad of business issues buyers face today. Since then, business trends have continued to evolve in directions around data management, digitalization and automation, and collaboration. More recently, lockdowns and the need for business continuity have only served to push the envelope faster and further.
PROSTEP experts describe the challenges posed by Industry 4.0 when it comes to PLM processes and systems. This whitepaper gives you possible approaches for mastering these challenges.
Lean Digital Enterprise Evolution in a Hyper Connected World VSR *
In the digital era, every enterprise is Digital Enterprise and every digital enterprise must be Lean. Lean digital enterprises are future proof & future ready. This white paper highlights about the nature of software applications and paradigm shift required in Global Delivery Model to support Lean Digital Enterprises....
The Top Three Product Lifecycle Management Trends Taking Shape Across the Dig...Cognizant
By embracing product data as a service, microservices and emerging blockchain technology, product development organizations can more effectively innovate and compete in the dynamic global marketplace.
Entiende y mejora tu estrategia B2B con Partner Manager - MuleSoft Madrid Mee...jorgelebrato
En este nuevo evento, tendremos a Mariano Hernández, Head of Business Value Services en EMEA y LATAM que nos hablará del apasionante mundo del B2B y la importancia que tiene en las empresas. Posteriormente, Andrés Gómez, Principal Client Solution Engineer de MuleSoft, nos mostrará cómo Partner Manager, la herramienta incluida en Anypoint Platform, nos ayuda en ello.
Si bien quieres entender qué es esto de B2B, quieres empezar en ello y no sabes por dónde o eres un experto con ganas de descubrir detalles y compartir tu experiencia, no te lo puedes perder!
Beyond PLM enabling Live Engineering - Digital Engineer 2016John McNiff
PLM and Live Engineering article from the Digital Plant and Economic Engineer publications. Discusses next generation of PLM for smart connected products and embedded software.
In this White Paper the objective is to provide a somewhat detailed dialog regarding technology refresh for client computing. Unlike previous technology refresh cycles, this particular cycle is occurring in the context of other significant trends in client computing.
Similar to Product Life Management ; A challenge for Aerospace (20)
6th International Conference on Machine Learning & Applications (CMLA 2024)ClaraZara1
6th International Conference on Machine Learning & Applications (CMLA 2024) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications of on Machine Learning & Applications.
Harnessing WebAssembly for Real-time Stateless Streaming PipelinesChristina Lin
Traditionally, dealing with real-time data pipelines has involved significant overhead, even for straightforward tasks like data transformation or masking. However, in this talk, we’ll venture into the dynamic realm of WebAssembly (WASM) and discover how it can revolutionize the creation of stateless streaming pipelines within a Kafka (Redpanda) broker. These pipelines are adept at managing low-latency, high-data-volume scenarios.
Understanding Inductive Bias in Machine LearningSUTEJAS
This presentation explores the concept of inductive bias in machine learning. It explains how algorithms come with built-in assumptions and preferences that guide the learning process. You'll learn about the different types of inductive bias and how they can impact the performance and generalizability of machine learning models.
The presentation also covers the positive and negative aspects of inductive bias, along with strategies for mitigating potential drawbacks. We'll explore examples of how bias manifests in algorithms like neural networks and decision trees.
By understanding inductive bias, you can gain valuable insights into how machine learning models work and make informed decisions when building and deploying them.
NUMERICAL SIMULATIONS OF HEAT AND MASS TRANSFER IN CONDENSING HEAT EXCHANGERS...ssuser7dcef0
Power plants release a large amount of water vapor into the
atmosphere through the stack. The flue gas can be a potential
source for obtaining much needed cooling water for a power
plant. If a power plant could recover and reuse a portion of this
moisture, it could reduce its total cooling water intake
requirement. One of the most practical way to recover water
from flue gas is to use a condensing heat exchanger. The power
plant could also recover latent heat due to condensation as well
as sensible heat due to lowering the flue gas exit temperature.
Additionally, harmful acids released from the stack can be
reduced in a condensing heat exchanger by acid condensation. reduced in a condensing heat exchanger by acid condensation.
Condensation of vapors in flue gas is a complicated
phenomenon since heat and mass transfer of water vapor and
various acids simultaneously occur in the presence of noncondensable
gases such as nitrogen and oxygen. Design of a
condenser depends on the knowledge and understanding of the
heat and mass transfer processes. A computer program for
numerical simulations of water (H2O) and sulfuric acid (H2SO4)
condensation in a flue gas condensing heat exchanger was
developed using MATLAB. Governing equations based on
mass and energy balances for the system were derived to
predict variables such as flue gas exit temperature, cooling
water outlet temperature, mole fraction and condensation rates
of water and sulfuric acid vapors. The equations were solved
using an iterative solution technique with calculations of heat
and mass transfer coefficients and physical properties.
An Approach to Detecting Writing Styles Based on Clustering Techniquesambekarshweta25
An Approach to Detecting Writing Styles Based on Clustering Techniques
Authors:
-Devkinandan Jagtap
-Shweta Ambekar
-Harshit Singh
-Nakul Sharma (Assistant Professor)
Institution:
VIIT Pune, India
Abstract:
This paper proposes a system to differentiate between human-generated and AI-generated texts using stylometric analysis. The system analyzes text files and classifies writing styles by employing various clustering algorithms, such as k-means, k-means++, hierarchical, and DBSCAN. The effectiveness of these algorithms is measured using silhouette scores. The system successfully identifies distinct writing styles within documents, demonstrating its potential for plagiarism detection.
Introduction:
Stylometry, the study of linguistic and structural features in texts, is used for tasks like plagiarism detection, genre separation, and author verification. This paper leverages stylometric analysis to identify different writing styles and improve plagiarism detection methods.
Methodology:
The system includes data collection, preprocessing, feature extraction, dimensional reduction, machine learning models for clustering, and performance comparison using silhouette scores. Feature extraction focuses on lexical features, vocabulary richness, and readability scores. The study uses a small dataset of texts from various authors and employs algorithms like k-means, k-means++, hierarchical clustering, and DBSCAN for clustering.
Results:
Experiments show that the system effectively identifies writing styles, with silhouette scores indicating reasonable to strong clustering when k=2. As the number of clusters increases, the silhouette scores decrease, indicating a drop in accuracy. K-means and k-means++ perform similarly, while hierarchical clustering is less optimized.
Conclusion and Future Work:
The system works well for distinguishing writing styles with two clusters but becomes less accurate as the number of clusters increases. Future research could focus on adding more parameters and optimizing the methodology to improve accuracy with higher cluster values. This system can enhance existing plagiarism detection tools, especially in academic settings.
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.
We have compiled the most important slides from each speaker's presentation. This year’s compilation, available for free, captures the key insights and contributions shared during the DfMAy 2024 conference.
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)MdTanvirMahtab2
This presentation is about the working procedure of Shahjalal Fertilizer Company Limited (SFCL). A Govt. owned Company of Bangladesh Chemical Industries Corporation under Ministry of Industries.
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Hierarchical Digital Twin of a Naval Power SystemKerry Sado
A hierarchical digital twin of a Naval DC power system has been developed and experimentally verified. Similar to other state-of-the-art digital twins, this technology creates a digital replica of the physical system executed in real-time or faster, which can modify hardware controls. However, its advantage stems from distributing computational efforts by utilizing a hierarchical structure composed of lower-level digital twin blocks and a higher-level system digital twin. Each digital twin block is associated with a physical subsystem of the hardware and communicates with a singular system digital twin, which creates a system-level response. By extracting information from each level of the hierarchy, power system controls of the hardware were reconfigured autonomously. This hierarchical digital twin development offers several advantages over other digital twins, particularly in the field of naval power systems. The hierarchical structure allows for greater computational efficiency and scalability while the ability to autonomously reconfigure hardware controls offers increased flexibility and responsiveness. The hierarchical decomposition and models utilized were well aligned with the physical twin, as indicated by the maximum deviations between the developed digital twin hierarchy and the hardware.
Product Life Management ; A challenge for Aerospace
1. The multiplication of developments
and interaction impose an efficient,
reliable and viable system
Jérémy LECOINTRE
The ‘Product Life Management’, a
challenge for Aerospace
2. • The Aerospace context
• The PLM concept, what is it ?
• Interface between all the actors
• Conclusion
• Bibliography
CONTENT
3. Nowadays the Aerospace field sees a consequential figure of these activities outsourced through subcontracting. In fact
the most important actors of this environment decided a few years ago, to focus on their core business, the architectural design,
integration, assembly and commercialization. This refocusing includes a greater importance for subcontractors with a figure which regularly
illustrates this orientation which is from 70 to 80 percent of the turnover which belong to purchasing costs. This choice has been taken to
concentrate on the specialties of product development and of the manufacturing process, which are relatively long with a product up to
thirty years of life cycle and a return on investment of around fifteen years.
What is the current context of this Aerospace field ?
The Aerospace context
4. The financial context encourages involvement of suppliers in a important way by taking a part of the economic and
technical risks, since subcontractors are chosen according their excellence and their control in several jobs. This has allowed the largest
guarantee for development and the manufacturing of the products, systems and others. Moreover the bipolar concurrency between Airbus
and Boeing, and other concurrencies coming from emerging countries such as Brazil, Russia or China, obligates all of the actors to reduce
the time of the devices commercialization, otherwise said the period between the beginning of the development and the first hours of flying
of the product. It’s due to these reasons that the control and the project management, and in particular, product development are more
than necessary.
The Aerospace context
Which orientations are taken in order to answer the next challenges ?
The context involves, of course an interaction between these many actors,
this relation is by consequence the central element of success, but how are these relations
managed ? What are the means which allow to efficient management product development
and interaction between these thousands of collaborators ?
How is this context organized ?
5. It’s in this context that the PLM « Product Life Management »
appeared during the mid 90’s with its main target being to fill the gap in the market
of I.T. management of the life cycle of the product. The development of this
software took into account, the design with the management of data and
calculation and the manufacture with updates and improvements. Thanks to this
structure of information doesn’t tie at business or projects but in fact the product,
this management of the end of the life cycle including such as obsolescence and
monitoring for new technology are integrated in this process. All of these points
make the link between the design output from CAD and the ERP which will
manage planning, scheduling, stock management and resources, … .
The PLM, what is it ?
The PLM concept, the solution ?
6. The targets that PLM answered, are becoming obvious inside the
aerospace activities because they allowed the satisfaction of the context around
the subcontractors, from the decrease of the design time to a better follow up
regarding the product/process, context explained in the first paragraph.
Henceforth the development of a product by a subcontractor or another will be
managed, scheduled, and planned thanks to this software and all of these actors
will interact following their jobs. The integrated firm will have a much more
upstream vision of these subassemblies, the department such as industrialization
will give their point of view about manufacturability and the cost of manufacturing
even though the product is still virtual. Moreover these different steps will be
executed by a very “official” milestones with the approvals of the entire stake
holders thanks to everybody taking their responsibilities regarding the design,
cost, quality, manufacturing and delivery for the years to come.
The PLM, what is it ?
The PLM concept, the solution ?
7. However all of these concerned stakeholders, suppliers, OEM, integrators and contractors are they the technical and
financial means to access this software ? Will they communicate in the only and same basis, a common server ? The subcontractor of
mechanical production of ten collaborators will have the same capacity as integrators being a structure allowing to develop this concept,
this device ? For several years, the Cloud concept has appeared and allowed a lot of people but also many firms to share data and with an
easy and accessibilities way just with a simple internet connection. This point will be answered in the future at the problematic of this
current world, design activities in one country, manufacturing in another country, marketing in another, etc., that to say a multiplication of
collaborators throughout the planet and the management about these interactions will be easy only with an efficient system, an available
and already set up efficient system over the world, Internet. So the cloud will run with internet. Other strengths and advantages are
attributed to “PLM cloud”, the low maintenance of this device, not a pro software in reality but simply a service such as one we could find
on the internet like a forum or website. This low investment cost, no need to buy a license, it will not be necessary and the last one and
may be the most important the sharing of information will be under control with limited and authorization access with some distribution lists.
The interface between all of the actors
Interaction is it adapted to all of the stakeholders ?
8. Thus the running for a product, a process more efficiency is indeed current. This is incorporated in a context of
globalization of sharing, multiplication of sector’s collaborators, suppliers, contractors, subcontractors, designers and OEM. Moreover in
addition to there are more and more competitors present; North America and Europe will see their market share with the new commers of
this activity, like China, Brazil and Russia also. Everything brings two main targets, firstly to be at the top of the technology everywhere and
every time, secondly and finally to make these products and these technologies at very competitive price. These targets make PLM, a
essential and vital tool to reach this important strategy.
In conclusion, the future of PLM in the aerospace field could really save money and gain optimization if all of the actors
included the value-added chain will be able to appropriate simply and efficiently the PLM concept.
Conclusion
10. Bibliography
• « Aerospace in Canada » website, august 2014
• « La technologie PLM est « essentielle pour l’avenir du secteur de l’aéronautique » » SIEMENS’s article, 2014
• « L’état de l’industrie aérospatiale canadienne » AIAC report, 2014
• « Rapport d’activités » aéromontréal website, 2013
• « Cloud Computing » itespresso’s article, december 2012
• « Avions, marchés et usines du futur » Human sciences magazine, december 2013
• « Le blog PLM pour l'industrie » website, 2014
• « La construction aéronautique civile face à sept défis », polytechnique monthly review, May 2009
• « Le nouveau modèle industriel d'Airbus », usine nouvelle, july 2010
• « Les principaux concepts des systèmes PLM » day of PLM, 2009
• « Les mutations dans le secteur aéronautique » MIRE’s studies, 2006
• « Les différentes étapes de l'évolution de l'ERP et PLM » Technology evaluation centers, july 2013