The Research and Development Group Industrial Electronics and Instrumentation (IEI) belongs to the University of Cordoba (Spain), and it is located at the School of Engineering Science. Its research lines include all the systems related to Energy Management and the concept of Smart Grid.
The aim of TECNALIA in the Big Science is to offer solutions and services to different sectorial players in order to provide technological and applied research, by collaborating on specifications for equipments, systems and installations.
Providing special services, being a necessary partner to enable the creation of installations and instruments to develop Basic Science programs.
From Smart Homes to Smart Cities: An approach based on Internet-of-ThingsAnax Fotopoulos
Several applications and services have been developed over the latest years for making houses smarter in terms of danger prevention, energy consumption, waste recycling, environmental monitoring and other life improvement implementations. Internet-of-Things (IoT) gave numerous possibilities decentralizing the control of smart homes. Numerous sensors and developed systems or services can all communicate via smart devices like smartphones. A continuously broaden interest arises from local and national authorities for the benefits of applying IoT strategies in whole cities. With main focus on energy and water consumption, cities can reduce significantly their costs and become environmentally and economically sustainable. In the transition from smart homes to smart cities serious challenges should be take into consideration including a human-centric approach and the beneficiary involvement of the citizens for local and national authorities. The design of an IoT strategy for smart cities is a multifaceted procedure which includes the study of economic, urban, demographic and geographical indicators. In this paper, empirical evidence from selected case studies are presented.
The aim of TECNALIA in the Big Science is to offer solutions and services to different sectorial players in order to provide technological and applied research, by collaborating on specifications for equipments, systems and installations.
Providing special services, being a necessary partner to enable the creation of installations and instruments to develop Basic Science programs.
From Smart Homes to Smart Cities: An approach based on Internet-of-ThingsAnax Fotopoulos
Several applications and services have been developed over the latest years for making houses smarter in terms of danger prevention, energy consumption, waste recycling, environmental monitoring and other life improvement implementations. Internet-of-Things (IoT) gave numerous possibilities decentralizing the control of smart homes. Numerous sensors and developed systems or services can all communicate via smart devices like smartphones. A continuously broaden interest arises from local and national authorities for the benefits of applying IoT strategies in whole cities. With main focus on energy and water consumption, cities can reduce significantly their costs and become environmentally and economically sustainable. In the transition from smart homes to smart cities serious challenges should be take into consideration including a human-centric approach and the beneficiary involvement of the citizens for local and national authorities. The design of an IoT strategy for smart cities is a multifaceted procedure which includes the study of economic, urban, demographic and geographical indicators. In this paper, empirical evidence from selected case studies are presented.
The Department of Information and Communication Technologies at Universitat Pompeu Fabra (DTIC-UPF) was created in 1999 to offer such a multidisciplinary environment. with the vision to become a leading European university department generating frontier research and advanced training at the crossroads created by the close interaction of excellent research in four key areas, namely computing, networking, cognitive sciences and biomedical sciences.
In terms of research, DTIC-UPF is the absolute leader in Spain in EU projects, including 9 prestigious ERC grants.
DTIC-UPF offers a comprehensive portfolio of 1-year research MSc’s in English, fully exploiting synergies among research lines:
- Cognitive Systems and Interactive Media (since 2007-08) offers an in-depth understanding of the design, construction and deployment of advanced autonomous artifacts, grounded in our understanding of biological, psychological and technological principles, by combining the lines in Synthetic Perceptive, Emotive and Cognitive Systems; Cognitive Media Technologies; Musical and Advanced Interaction; Interactive Technologies.
- Sound and Music Computing (since 2008-09) pushes this interdisciplinary field by combining basic engineering strengths in Signal Processing, Machine Learning and HCI with methodologies from other fields such as advanced interface design or cognitive science and psychology, reflecting the impact of ICT technologies in the music industry and research.
- Intelligent Interactive Systems (since 2012-13) trains in the design, analysis, and development of agents and robots that interact intelligently with humans and other agents; agents that can perceive, plan, act, learn, and communicate, by combining DTIC-UPF lines on Artificial Intelligence, Robotics, Machine Learning, Natural Language Interaction and Big Data, with electives including distributed systems and wireless networks.
The offer is being completed with MSc’s in Computer Vision (coordinated by UAB, started in 2013-14), Brain and Cognition (started in 2014-15) and Wireless Communications (jointly with UPC, starting in 2015-16).
Professional MSc are offered throught the UPF - Barcelona School of Management, including Animation, Creation of videogames, digital arts, ICT management and sonology.
Its international PhD program in ICT’s, unique in Spain in terms of its content, aims to provide a bridge between several disciplines,and has serves as a succesful program to boost the careers of alumni in research and industrial environment, including the creation of several start-ups.
Recent awards to PhD alumni include: the Cisco Security Grand Challenge 2014, Best Young European Researcher Award (Euroscience) 2013, MIT Technology Review Innovators under 35 for Spain 2014, the Vodafone Mobile for Good Awards 2013, The National Commendation for Invention - Japan Institute of Invention and Innovation 2013, BBVA Innova Challenge 2013 International Competition on Big Da
In the forthcoming Internet of Things everything (smart phones, dishwashers, refrigerators, game machines, TVs, cameras, home security systems, vehicles, lighting systems, traffic control systems, engines, bridges, SCADA systems, blood pressure and heart rate monitors, environment monitors etc.) will carry sensors and/or actuators that will be interconnected via sensor networks and the Internet. The sensors sense the environment, transmit the information to controllers who decide about actions to be taken and send their decisions to the actuators.
As the number and variety of connected devices and transmitted data increase, so the number and variety of potential threats increase. So, new security challenges appear.
This seminar presents an introduction to the Internet of Things, smart applications, and research challenges. It also presents an introduction to wireless sensor networks and their security risks.
Seminar given at the Internet Interdisciplinary Institute (IN3) of the Open University of Catalonia (UOC) on 16 December 2014.
IJRTE is a scholarly online, open access, peer-reviewed, inter-disciplinary, bimonthly, and fully refereed journal in the field of Electrical and Electronics Engineering. The objective of IJRTE is to disseminate new knowledge and technology for the benefit of everyone ranging from students to the academic and professional research communities and industry practitioner. IJRTE focuses to promote young researchers to realize new theories and recent developments thus bridging the gap between research theories and industrial developments. IJRTE aims to provide a venue for dissemination of research outputs and activities in field of Electrical, Electronics Communication, Electronics instrumentation and other related fields. IJRTE will stimulate young scientists in such a way that they are able to integrate theoretical research with industrial development by giving an organizational frame for carrying out big and integrated projects those are beyond the manpower of single research groups. IJRTE further aims to disseminate knowledge and results in an efficient manner.
Electrical engineering – An introduction
Why electrical engineering?
Marvels of electrical engineering
Career options for electrical engineers
Career options: government jobs, private jobs
Master stroke of electrical engineers “GATE”
Why unemployment?
Syllabus not updated regularly
Lack of innovation and research
Lack of skill-based education
Lack of proper English skills
Truth of unemployability!!! Facts & figure
Habits to become a employable engineer.?
Government initiatives for engineers
“Skill india” mission
Pradhan mantri Kaushal vikas yojna (PMKVY)
NSQF (national skill qualification framework)
NSDC (national skill development corporation)
Establishing the ‘link’ between degree & employment
Upgrade your knowledge & skills globally using
Online learning platform
NPTEL e-learning courses
MIT open course ware
COURSERA
EDX online
Darryl morrell
Electromechanical library
Arduino
Electrical engineering portal
Current research trends in electrical engineering?
High efficiency photovoltaic cells
Green energy electrical power converter
Smart electrical grids
A hybrid electric vehicle (HEV)
Eye tracking technology
Graphene
Wireless wearable tech
The fundamentals of telecommunication Engineering is written to be a great source of knowledge in teaching and research in the subject area.
We hope that students, teachers and researchers will find this textbook useful in the aforementioned subject area.
ENGR. KADIRI, Kamoru Oluwatoyin Ph.D
Head of Department
Department of Electrical/Electronics Engineering
The Federal Polytechnic, Offa
Offa, Kwara State, Nigeria
kadiritoyin2007@yahoo.com
La Universidad de Córdoba ha participado el pasado 15 de septiembre de 2021 en el 22 Congreso Nacional de Hospitales y Gestión Sanitaria, en la que ha presentado los resultados del Proyecto Improvement en una conferencia plenaria que ha tenido como título: Proyecto IMPROVEMENT - Integración de Microrredes de Generación Combinada de Calor, Frío y Electricidad en entornos con Altos Requerimientos de Calidad y Continuidad de Servicio. Este congreso, que se realiza cada dos años, se ha convertido en una cita fundamental para La Sociedad Española de Directivos de la Salud (SEDISA) y la Asociación Nacional de Directivos de Enfermería (ANDE), como entidades organizadoras, con la gestión sanitaria en general y con la profesionalización de los directivos de la salud, en particular.
El proyecto IMPROVEMENT (Integración de microrredes de generación combinada de calor, frio y electricidad en edificios públicos de consumo cero bajo criterios de alta calidad y continuidad de suministro) busca la reconversión de este tipo de edificios públicos en edificios de energía cero mediante la integración de microrredes de energía renovable con generación combinadas de calor, frío y electricidad con inversores con control active del neutro que utilizan sistemas híbridos de almacenamiento de energía que garantizarán la calidad energética y la continuidad de servicio a equipos sensibles a perturbaciones de calidad de suministro (equipamiento de alta tecnología) mientras que aumenta la eficiencia energética en este tipo de edificios, mediante los siguientes objetivos específicos: Desarrollo de un sistema para mejorar la eficiencia energética en edificios públicos a través de un sistema de generación de calefacción y refrigeración solar y la incorporación de técnicas activas / pasivas para edificios con consumo de energía cero. Desarrollo de un sistema de control de potencia resistente a fallos para microrredes bajo criterios de diseño de alta calidad y continuidad de suministro Desarrollo de un sistema de gestión de energía para microrredes de generación renovable con sistema hibrido de almacenamiento de energía bajo criterios de degradación mínima, máxima eficiencia y prioridad en el uso de energías renovables.
El proyecto está financiado dentro del programa de la Unión Europea y apoya el desarrollo regional en el sudoeste de Europa, financiando proyectos transnacionales a través del Fondo FEDER. Así, promueve la cooperación trasnacional para tratar problemáticas comunes a las regiones de dicho territorio, como la baja inversión en investigación y desarrollo, la baja competitividad de la pequeña y mediana empresa y la exposición al cambio climático y riesgos ambientales
https://www.improvement-sudoe.es/
Aplicaciones del Control Predictivo basado en el Modelo para la Gestión de Ca...Antonio Moreno-Munoz
Aplicaciones del Control Predictivo basado en el Modelo para la Gestión de Calidad de Suministro en Microrredes por el Dr. D. Felix Garcia Torres del CNH2
https://www.cnh2.es/cnh2/laboratorio-de-microrredes/
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Similar to Industrial Electronics and Instrumentation R&D unit
The Department of Information and Communication Technologies at Universitat Pompeu Fabra (DTIC-UPF) was created in 1999 to offer such a multidisciplinary environment. with the vision to become a leading European university department generating frontier research and advanced training at the crossroads created by the close interaction of excellent research in four key areas, namely computing, networking, cognitive sciences and biomedical sciences.
In terms of research, DTIC-UPF is the absolute leader in Spain in EU projects, including 9 prestigious ERC grants.
DTIC-UPF offers a comprehensive portfolio of 1-year research MSc’s in English, fully exploiting synergies among research lines:
- Cognitive Systems and Interactive Media (since 2007-08) offers an in-depth understanding of the design, construction and deployment of advanced autonomous artifacts, grounded in our understanding of biological, psychological and technological principles, by combining the lines in Synthetic Perceptive, Emotive and Cognitive Systems; Cognitive Media Technologies; Musical and Advanced Interaction; Interactive Technologies.
- Sound and Music Computing (since 2008-09) pushes this interdisciplinary field by combining basic engineering strengths in Signal Processing, Machine Learning and HCI with methodologies from other fields such as advanced interface design or cognitive science and psychology, reflecting the impact of ICT technologies in the music industry and research.
- Intelligent Interactive Systems (since 2012-13) trains in the design, analysis, and development of agents and robots that interact intelligently with humans and other agents; agents that can perceive, plan, act, learn, and communicate, by combining DTIC-UPF lines on Artificial Intelligence, Robotics, Machine Learning, Natural Language Interaction and Big Data, with electives including distributed systems and wireless networks.
The offer is being completed with MSc’s in Computer Vision (coordinated by UAB, started in 2013-14), Brain and Cognition (started in 2014-15) and Wireless Communications (jointly with UPC, starting in 2015-16).
Professional MSc are offered throught the UPF - Barcelona School of Management, including Animation, Creation of videogames, digital arts, ICT management and sonology.
Its international PhD program in ICT’s, unique in Spain in terms of its content, aims to provide a bridge between several disciplines,and has serves as a succesful program to boost the careers of alumni in research and industrial environment, including the creation of several start-ups.
Recent awards to PhD alumni include: the Cisco Security Grand Challenge 2014, Best Young European Researcher Award (Euroscience) 2013, MIT Technology Review Innovators under 35 for Spain 2014, the Vodafone Mobile for Good Awards 2013, The National Commendation for Invention - Japan Institute of Invention and Innovation 2013, BBVA Innova Challenge 2013 International Competition on Big Da
In the forthcoming Internet of Things everything (smart phones, dishwashers, refrigerators, game machines, TVs, cameras, home security systems, vehicles, lighting systems, traffic control systems, engines, bridges, SCADA systems, blood pressure and heart rate monitors, environment monitors etc.) will carry sensors and/or actuators that will be interconnected via sensor networks and the Internet. The sensors sense the environment, transmit the information to controllers who decide about actions to be taken and send their decisions to the actuators.
As the number and variety of connected devices and transmitted data increase, so the number and variety of potential threats increase. So, new security challenges appear.
This seminar presents an introduction to the Internet of Things, smart applications, and research challenges. It also presents an introduction to wireless sensor networks and their security risks.
Seminar given at the Internet Interdisciplinary Institute (IN3) of the Open University of Catalonia (UOC) on 16 December 2014.
IJRTE is a scholarly online, open access, peer-reviewed, inter-disciplinary, bimonthly, and fully refereed journal in the field of Electrical and Electronics Engineering. The objective of IJRTE is to disseminate new knowledge and technology for the benefit of everyone ranging from students to the academic and professional research communities and industry practitioner. IJRTE focuses to promote young researchers to realize new theories and recent developments thus bridging the gap between research theories and industrial developments. IJRTE aims to provide a venue for dissemination of research outputs and activities in field of Electrical, Electronics Communication, Electronics instrumentation and other related fields. IJRTE will stimulate young scientists in such a way that they are able to integrate theoretical research with industrial development by giving an organizational frame for carrying out big and integrated projects those are beyond the manpower of single research groups. IJRTE further aims to disseminate knowledge and results in an efficient manner.
Electrical engineering – An introduction
Why electrical engineering?
Marvels of electrical engineering
Career options for electrical engineers
Career options: government jobs, private jobs
Master stroke of electrical engineers “GATE”
Why unemployment?
Syllabus not updated regularly
Lack of innovation and research
Lack of skill-based education
Lack of proper English skills
Truth of unemployability!!! Facts & figure
Habits to become a employable engineer.?
Government initiatives for engineers
“Skill india” mission
Pradhan mantri Kaushal vikas yojna (PMKVY)
NSQF (national skill qualification framework)
NSDC (national skill development corporation)
Establishing the ‘link’ between degree & employment
Upgrade your knowledge & skills globally using
Online learning platform
NPTEL e-learning courses
MIT open course ware
COURSERA
EDX online
Darryl morrell
Electromechanical library
Arduino
Electrical engineering portal
Current research trends in electrical engineering?
High efficiency photovoltaic cells
Green energy electrical power converter
Smart electrical grids
A hybrid electric vehicle (HEV)
Eye tracking technology
Graphene
Wireless wearable tech
The fundamentals of telecommunication Engineering is written to be a great source of knowledge in teaching and research in the subject area.
We hope that students, teachers and researchers will find this textbook useful in the aforementioned subject area.
ENGR. KADIRI, Kamoru Oluwatoyin Ph.D
Head of Department
Department of Electrical/Electronics Engineering
The Federal Polytechnic, Offa
Offa, Kwara State, Nigeria
kadiritoyin2007@yahoo.com
Similar to Industrial Electronics and Instrumentation R&D unit (20)
La Universidad de Córdoba ha participado el pasado 15 de septiembre de 2021 en el 22 Congreso Nacional de Hospitales y Gestión Sanitaria, en la que ha presentado los resultados del Proyecto Improvement en una conferencia plenaria que ha tenido como título: Proyecto IMPROVEMENT - Integración de Microrredes de Generación Combinada de Calor, Frío y Electricidad en entornos con Altos Requerimientos de Calidad y Continuidad de Servicio. Este congreso, que se realiza cada dos años, se ha convertido en una cita fundamental para La Sociedad Española de Directivos de la Salud (SEDISA) y la Asociación Nacional de Directivos de Enfermería (ANDE), como entidades organizadoras, con la gestión sanitaria en general y con la profesionalización de los directivos de la salud, en particular.
El proyecto IMPROVEMENT (Integración de microrredes de generación combinada de calor, frio y electricidad en edificios públicos de consumo cero bajo criterios de alta calidad y continuidad de suministro) busca la reconversión de este tipo de edificios públicos en edificios de energía cero mediante la integración de microrredes de energía renovable con generación combinadas de calor, frío y electricidad con inversores con control active del neutro que utilizan sistemas híbridos de almacenamiento de energía que garantizarán la calidad energética y la continuidad de servicio a equipos sensibles a perturbaciones de calidad de suministro (equipamiento de alta tecnología) mientras que aumenta la eficiencia energética en este tipo de edificios, mediante los siguientes objetivos específicos: Desarrollo de un sistema para mejorar la eficiencia energética en edificios públicos a través de un sistema de generación de calefacción y refrigeración solar y la incorporación de técnicas activas / pasivas para edificios con consumo de energía cero. Desarrollo de un sistema de control de potencia resistente a fallos para microrredes bajo criterios de diseño de alta calidad y continuidad de suministro Desarrollo de un sistema de gestión de energía para microrredes de generación renovable con sistema hibrido de almacenamiento de energía bajo criterios de degradación mínima, máxima eficiencia y prioridad en el uso de energías renovables.
El proyecto está financiado dentro del programa de la Unión Europea y apoya el desarrollo regional en el sudoeste de Europa, financiando proyectos transnacionales a través del Fondo FEDER. Así, promueve la cooperación trasnacional para tratar problemáticas comunes a las regiones de dicho territorio, como la baja inversión en investigación y desarrollo, la baja competitividad de la pequeña y mediana empresa y la exposición al cambio climático y riesgos ambientales
https://www.improvement-sudoe.es/
Aplicaciones del Control Predictivo basado en el Modelo para la Gestión de Ca...Antonio Moreno-Munoz
Aplicaciones del Control Predictivo basado en el Modelo para la Gestión de Calidad de Suministro en Microrredes por el Dr. D. Felix Garcia Torres del CNH2
https://www.cnh2.es/cnh2/laboratorio-de-microrredes/
Within the framework of Smart Grids, a modular structure based on Nanogrids coordinated to constitute Microgrids, suppose a challenge for the distribution power system. Those Nanogrids (a single building or a small community of consumers), must work properly both isolated and grid-connected, providing adequate security and quality of supply. The scope of this project is the integrated management of a Nanogrid, with its own photovoltaic production system, hybrid energy storage of batteries and supercapacitors, and smart appliances (manageable loads).
Intelligent system for production, storage and management of Multi-MW Solar P...Antonio Moreno-Munoz
The aim of this project is the design and implementation of an integral supervisory system for a PV plant. This system will not only monitor general parameters such as power or energy, but it will also delve deeply into detailed operation indicators. Weather Conditions (Wind, temperature, rain rate, humidity...) Production per PV module (DC current, Module temperature) Inverters' electrical parameters (voltage, current, harmonic, PQ ...)
Likewise, all the information will be collected and processed by a centralized applicacion which will have some of the following features:
Visualization and Control (SCADA)
Signal and events procressing
Measurements storage (Database and ftp server)
Thus, this project will allow us to analyze a real PV plant with different PV modules and inverters, and therefore, the detailed study of plant operation. This will provide a better comprehension of the system and it is the cornerstone in order to ensure the system reliability and subsequently decrease the operation costs.
Tigris es un proyecto I+D Feder Innterconecta. El objetivo del proyecto TIGRIS es desarrollar una solución Smart Grid integrada y segura, para hacer que la distribución eléctrica se realice de forma optimizada (eficaz, económica, automatizada y confiable). Se pretende con ello aumentar la capacidad del sistema sin invertir en nuevas infraestructuras. Para ello se construirán demostradores experimentales que permitan validar las propiedades de la solución desarrollada.
El proyecto se estructura en cinco pilares fundamentales que son: Smart network devices, Smart meetering, Integrated systems, Street lighting, Smart building
Cada uno de estos elementos estudia aspectos claves a desarrollar en el marco del Smart Grid y serán claves para el éxito del proyecto.
So why hasn’t technology played a more significant role in helping U.S. enterprises effectively measure
and manage the billions of dollars they spend annually on energy consumption?
Sistemas de transmisión de corriente continua en alta tensión, HVDCAntonio Moreno-Munoz
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SCEMS (Sistema de Gestión Energética de una Comunidad Inteligente) es un proyecto en el que propone desarrollar un sistema de gestión de energía (EMS) para una “Smart Community” con alta penetración de fotovoltaica y almacenamiento de energía en el marco de las futuras redes eléctricas. Este EMS se comportaría como un agregador de recursos energéticos distribuidos que haría posible la participación activa de los denominados “prosumidores” en un mercado abierto. Este desarrollo permitiría la integración de las energías renovables en las Smart Grids, tarea actualmente complicada debido principalmente a la naturaleza intermitente e impredecible de las fuentes (sol o viento), apoyando la participación de las comunidades en el mercado eléctrico, con el objetivo de minimizar los costos del consumo global de energía. Para llevar a cabo este desarrollo habría que implementar nuevas soluciones para conseguir mejorar el Hosting Capacity (HC) de la red de distribución, minimizando aquellas situaciones en las que la alimentación por generación distribuida reduce o imposibilita la capacidad de nuevas conexiones. Para evaluar el HC es necesario decidir unos índices de comportamiento que indiquen si las condiciones de trabajo de la red son aceptables o no. El límite de capacidad de acogida se presenta como el valor más crítico que puede tomar un índice, de modo que cuando este límite es superado, las condiciones de la red se considerarán inadmisibles, por lo que debe evitarse. Se abordará en qué medida se puede aumentar el HC con el uso de información en tiempo real, tanto de generación como de demanda (DSM-DR), y micro-almacenamiento híbrido, y el cálculo dinámico de determinados índices de Power Quality and Realibility (PQR) que gobiernan el HC. Estos índices podrían ser conocidos al detalle en la interfaz o el PCC (punto de conexión común), pero en este trabajo se propone dar un paso más e incorporar la PQR en la programación de las cargas (Smart Load Management, SLM), técnica que no ha sido considerada hasta la fecha. Mediante este EMS se conseguiría un mejor aprovechamiento de las energías renovables y la reducción de los costos de consumo de energía con beneficios tanto económicos como ambientales. Además, el desarrollo de una ontología y una infraestructura de bases de datos, con toda la información correspondiente tanto a la generación como al consumo, permitirá la representación generalizada de cualquier sistema, lo que posibilitará la transferencia del conocimiento, el compartir, reutilizar y aplicar los estudios llevados a cabo en este proyecto a diferentes instalaciones. De este modo, algoritmos, modelos y resultados de estimaciones podrán ser transportables entre distintas investigaciones e instalaciones, creando un marco de trabajo común tanto a nivel nacional como internacional.
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Energy providers need their customers to participate in demand response programs. However, our recent research reveals that only 14% of consumers are currently participating. Get the “Turn Up Demand Response: Educate and Incent Energy Consumers” infographic now to learn exactly what utility companies can do to increase participation.
Instrumentos para el análisis de la calidad de energía eléctricaAntonio Moreno-Munoz
Analizadores de calidad eléctrica
Los analizadores de calidad eléctrica avanzados permiten detectar y registrar todos los detalles de las perturbaciones eléctricas, realizar análisis de tendencias y verificar la calidad del suministro eléctrico conforme a la clase A durante intervalos definidos por el usuario.
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http://www.uco.es/idep/masteres/energias-renovables-distribuidas
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GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...James Anderson
Effective Application Security in Software Delivery lifecycle using Deployment Firewall and DBOM
The modern software delivery process (or the CI/CD process) includes many tools, distributed teams, open-source code, and cloud platforms. Constant focus on speed to release software to market, along with the traditional slow and manual security checks has caused gaps in continuous security as an important piece in the software supply chain. Today organizations feel more susceptible to external and internal cyber threats due to the vast attack surface in their applications supply chain and the lack of end-to-end governance and risk management.
The software team must secure its software delivery process to avoid vulnerability and security breaches. This needs to be achieved with existing tool chains and without extensive rework of the delivery processes. This talk will present strategies and techniques for providing visibility into the true risk of the existing vulnerabilities, preventing the introduction of security issues in the software, resolving vulnerabilities in production environments quickly, and capturing the deployment bill of materials (DBOM).
Speakers:
Bob Boule
Robert Boule is a technology enthusiast with PASSION for technology and making things work along with a knack for helping others understand how things work. He comes with around 20 years of solution engineering experience in application security, software continuous delivery, and SaaS platforms. He is known for his dynamic presentations in CI/CD and application security integrated in software delivery lifecycle.
Gopinath Rebala
Gopinath Rebala is the CTO of OpsMx, where he has overall responsibility for the machine learning and data processing architectures for Secure Software Delivery. Gopi also has a strong connection with our customers, leading design and architecture for strategic implementations. Gopi is a frequent speaker and well-known leader in continuous delivery and integrating security into software delivery.
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Rapid and secure feature delivery is a goal across every application team and every branch of the DoD. The Navy’s DevSecOps platform, Party Barge, has achieved:
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Development teams can ship efficiently and ensure applications are cyber ready for Navy Authorizing Officials (AOs). In this webinar, Sigma Defense and Anchore will give attendees a look behind the scenes and demo secure pipeline automation and security artifacts that speed up application ATO and time to production.
We will cover:
- How to remove silos in DevSecOps
- How to build efficient development pipeline roles and component templates
- How to deliver security artifacts that matter for ATO’s (SBOMs, vulnerability reports, and policy evidence)
- How to streamline operations with automated policy checks on container images
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
DevOps and Testing slides at DASA ConnectKari Kakkonen
My and Rik Marselis slides at 30.5.2024 DASA Connect conference. We discuss about what is testing, then what is agile testing and finally what is Testing in DevOps. Finally we had lovely workshop with the participants trying to find out different ways to think about quality and testing in different parts of the DevOps infinity loop.
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
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The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
Encryption in Microsoft 365 - ExpertsLive Netherlands 2024Albert Hoitingh
In this session I delve into the encryption technology used in Microsoft 365 and Microsoft Purview. Including the concepts of Customer Key and Double Key Encryption.
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2. 2 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Universidad de Córdoba (UCO) location
3. 3 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
The past and present…
The UCO is one of the foremost research
institutions in Spain; a distinction that will be
further consolidated with the creation of the
Rabanales 21 Science and Technology Park
and the Maimonides Institute for Biomedical
Research.
A young, dynamic university dedicated to
research and in constant evolution, the UCO
is firmly committed to the problems and
needs of the community at large.
The UCO maintains strong ties with business
and other entities, while also structuring
much of its own activity around an
entrepreneurial vision.
Most importantly, it is an institution that is
not only committed to training qualified
professionals, but to supporting and
encouraging its students to grow as people
and as citizens.
The UCO is heir to a centuries-old historical
and cultural legacy as well as a passion for
knowledge, tolerance, international renown
and harmony among civilizations that have
made the city that houses our institution a
paradigm for humanity.
This equilibrium and harmony are reflected
in the three areas in which the UCO
undertakes its activities:
Food and Agriculture and Science and
Technology;
Humanities and the Legal and Social
Sciences;
and the Health Sciences;
This balance is also manifested in quality
teaching and research, ranking it among the
top academic institutions in Spain.
4. 4 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Universidad de Córdoba: facts in numbers
Founded
• 1972
Management
• National and public
Number of faculties
• 10
Number of Students
• 15,626 undergraduate students
• 1,269 in Master‘s Programmes:
• Doctoral Programmes: 955
• 882 Foreign Students: 510 Erasmus y 372 Non-Erasmus foreign Students
Administrative Staff
• 731 permanent staff
• 464 temporary staff
Academic Staff
• 1,392 permanent staff
• 73 visiting and Erasmus STA/STT
5. 5 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Campuses and Degrees
HUMANITIES AND LEGAL AND SOCIAL SCIENCES CAMPUS
FACULTY OF LABOUR
SCIENCE
•Labour Relations
•Tourism
FACULTY OF LAW AND
BUSINESS AND
ECONOMIC SCIENCES
•Law
•Business Administration
and Management
•Double Degree in Law
and Business
Administration and
Management
FACULTY OF
PHILOSOPHY AND
LETTERS
•Translation and
Interpretation
•Spanish Language and
Literature
•English Studies
•Art History
•History
FACULTY OF
EDUCATION SCIENCE
•Early Childhood Education
(English bilingual)
•Primary Education
•Social Education
HEALTH SCIENCES CAMPUS
FACULTY OF MEDICINE AND NURSING
•Medicine
•Nursing
6. 6 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Campuses and Degrees
AGRIFOOD, SCIENCE AND TECHNOLOGY CAMPUS
(Rabanales and Belmez)
FACULTY OF
VETERINARY
SCIENCE
•Veterinary
Medicine
•Food Science
and Technology
SCHOOL OF
AGRICULTURAL AND
FOREST
ENGINEERING
(ETSIAM)
•Rural and Agrifood
Engineering
•Forest Engineering
•Enology
FACULTY OF
SCIENCE
•Biology
•Chemistry
•Environmental
Sciences
•Physics
•Biochemistry
SCHOOL OF
ENGINEERING SCIENCES
OF CORDOBA
•Electrical Engineering
•Industrial Electronic
Engineering
•Mechanical Engineering
•Computer Engineering
SCHOOL OF
ENGINEERING
SCIENCES OF
BELMEZ
•Civil Engineering
•Mining and
Energy
Resources
Engineering
•Dual degree in
Civil Engineering
and Mining and
Energy
Resources
Engineering
7. 7 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Our Department
Teaching Areas Objectives
Department
of
Electronics
and
Computer
Engineering
Computer Architecture
and Technology
Electronics
Electronic Technology
To educate students to the
highest possible academic
standards, leading to the award
of both taught higher degrees
and degrees by research.
To prepare graduate students
for a career in Engineering.
To provide students with
transferable skills in
communications, teamwork and
ethics.
To support students in attending
technical conferences and other
organized scientific events.
8. 8 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Industrial Electronics and Instrumentation
The Industrial Electronics and Instrumentation (IEI)
R&D group is formed by 15 PhDs. Located at the School
of Engineering of the University of Cordoba, it is one of
the leaders in the field of Smart Grids in Spain.
The Smart Grid refers to the application of ICT to the electric power
sector to improve reliability, reduce cost, increase efficiency, and
enable new components and applications. The emergence of Smart
Grids together with smart meters, sensors, devices and appliances
promises new financial and environmental advantages in the energy
market and the overall economy.
9. 9 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Industrial Electronics and Instrumentation
• Power quality troubleshooting.
• Disturbance and susceptibility testing of loads.
• Power system design to better serve ICT loads, "Custom Power".
• Electromagnetic Interferences (EMI) and Electromagnetic Compatibility
(EMC) Compliance.
• Design of fault tolerant industrial systems.
• Lighting control (streetlighting and in-building).
• Stochastic modelling of energy consumption.
• Optimal energy scheduling under uncertain conditions
R&D capabilities: Quality and efficient use of electricity.
10. 10 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Industrial Electronics and Instrumentation
• Advanced electrical distribution automation.
• Smart Grids. Micro Grids.
• Advanced Instrumentation, sensors and signal conditioning.
• Large scale grid integration of renewable energy sources.
• Communication infraestructures and wireless technologies.
• System on Chip.
• Smart Metering. Smart Appliances. Smart Lighting.
• Demand Response (DR)
• Smart Cities and Communities.
• Industrial Internet of Things, Internet of Energy.
• Custom Smart Solutions based on FIWARE
R&D capabilities: Distributed Energy Resources
11. 11 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Standardization and Technical Committees
Group activities
• IEC-TC 77/SC 77A/WG 1
Harmonics and other low-
frequency disturbances
• JWG C4.24/CIGRE-CIRED
Power Quality and EMC
Issues Associated with
Future Electricity Networks
IEC, CENELEC,
AENOR, CIGRE,
CIRED…
• IEEE Industrial Electronics
Society TC on Smart Grids
• IEEE Consumer Electronics
Society AdCom
IEEE technical
Societies
Our researchers are actively involved in several international committees:
12. 12 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Technological Platforms
Group activities
Our researchers are actively involved in several national and international
platforms:
European Technology & Innovation Platforms (ETIPs) Smart
Networks for Energy Transition (SNET)
13. 13 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Field and laboratory equipment
Power Quality
Monitors
Fluke 43B
Dranetz
PowerGuide
4400
Fluke 434
Instruments,
waveform generators
Agilent 34405A
digital multimeter
Agilent Infiniium
Oscilloscope 500
MHz
Agilent
DSO3062A
digital
oscilloscope
Tektronix TPS
2012 digital
storage
oscilloscope
Agilent E4403B
ESA-L spectrum
analyzers
Agilent 33120A
function and arbitrary
waveform generator
Programmable Power
sources
Agilent E3631A
Programmable DC
Power Supplies
California Instruments
9003IX 9kVA 3PH AC
Programmable Power
Supply
Deneb DNB GVD
01 dip generator
Electronic loads
Zentro Elektrik
EL3000 electronic
DC load
California Instruments
3091LD 3kVA
Programmable AC Load
Real Time Rapid
Development Platform
National Instrument
Compact RIO real-time
embedded industrial
controller
LabVIEW
Graphical
Development
Platform
Analysis Software
MatLab/Simulink
PSPICE
PSIM
14. 14 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
•MCYT DPI2003-00878
•Universidad de Cádiz
•Universidad de Córdoba
Computational
Techniques in Electronic
Equipment for frequency
Stability electronic
sources characterization
in environment of
confluence with different
types of noises.
•PROFIT- 330100-2005-179
•TELVENT
•Green Power
•AICIA
•Medina Garvey
•Cia. Eléctrica del Condado
•Universidad de Córdoba
AVANDIS. Advanced
infrastructures
DA/DSM for efficient
management of
distribution
networks.
Research Projects
Funded by the Spanish Government Participants
15. 15 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
PROTECSOL, Automatic System to Protect of Radiation Excess in Thermal
Solar Panels
• This project was awarded in the “Transfer” Program
• Solar del Valle
• Universidad de Córdoba
M2M System with GPRS/GPS Modules for Remote Monitoring of Solar
Panels
• This project was awarded in the “Transfer” Program
• Solar del Valle
• Universidad de Córdoba
Analysis of performance patterns in PV systems for improving energy
efficiency and reliability.
• This project was awarded in the “Transfer” Program
• Solar del Valle
• Universidad de Córdoba
Research Projects
Funded by Regional Governments Participants
16. 16 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
• Program INSIGNIA, CDTI-CICE.
• TELVENT Energy
• Universidad de Córdoba
Malaga SmartCity.
Implementation
of a Technology
workbench for
smart grids.
• TSI-020100-2008-258 Avanza I+D.
• TELVENT Energy
• Universidad de Granada
• Universidad de Sevilla
• Universidad de Córdoba
SEPIC, Embedded
Systems for
Critical
Infrastructure.
Research Projects
Funded by the Spanish Government Participants
17. 17 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Research Projects
Participants
GIAP, Intelligent Management of Public Lighting
• Corporación Tecnológica de Andalucía.
• Valdemar Ingenieros S.L.
• Universidad de Córdoba
Higher order statistics to characterize power quality events
• TEC2009-08988
• Universidad de Cádiz
• Universidad de Córdoba
Study of the energy situation in the province of Cordoba
• Provincial Energy Agency
18. 18 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
TASA, Advanced Techniques for Active Systems
• TSI-020100-2010-484. MITYC: Acción Estratégica de Telecomunicaciones y
Sociedad de la Información (PN2008-2011).
• TELVENT Energy
• Universidad de Granada
• Universidad de Córdoba
SIDER, Smart Inverter for Distributed Energy Resources:
Security, protection and communications
• TEC2010-19242-C03-02.
• Universidad de Extremadura
• Universidad de Cádiz
• Universidad de Córdoba
Research Projects
Funded by the Spanish Government Participants
19. 19 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Research Projects
Funded by the Spanish Government Participants
•ITC-20131005. Feder-Innterconecta, Co-funded by
CDTI, IDEA & CICE Junta de Andalucía.
•MAGTEL, Irradia Energía, GreenPower Tech
•Universidad de Sevilla
•Universidad de Córdoba
PV-ONTIME,
Intelligent system
for production,
storage and
management of
PV on-time
•ITC-20131002. Feder-Innterconecta, Co-funded by
CDTI, IDEA & CICE Junta de Andalucía.
•Telvent, Adevice Sol.,GreenPower Tech,Wellness
Tel. Senen, Light Environment Control, Sodinur
Cons.
•Universidad de Sevilla
•Universidad de Córdoba
TIGRIS, Total
Integrated GRid
Intelligent
System
20. 20 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Research Projects
Participants
• TEC-2013-47316-C3 Plan Estatal de Investigación
Científica y Técnica y de Innovación 2013-2016
(Proyectos I+D Excelencia)MINECO
• Universidad de Cádiz
• Universidad de Córdoba
• Universidad de Extremadura
Smart Community
Energy
Management
System (SCEMS).
• Attributed by the Public Work Agency of the
Andalusian Government (AOPJA), supported by
FEDER grants.
• Universidad de Córdoba
• HABITEC
• Valdemar Ing. SL.
IT2SIP – Integrated
Technology for
remote
management
system of public
lighting
infrastructure
21. 21 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Research Projects
• TEC2016-77632-C3-2-R Plan Estatal 2013-2016 de
Investigación Científica y Técnica y de Innovación. Programa
Estatal de Investigación, Desarrollo e Innovación Orientada a
los Retos de la Sociedad. MINISTERIO DE ECONOMÍA Y
COMPETITIVIDAD
• Universidad de Cádiz
• Universidad de Córdoba
• Universidad de Extremadura
COntrol and Management
of Isolable NanoGrids-
Smart Appliances
Management systems
(COMING-SAM)
• PID2019-108953RA-C22 Plan Estatal 2017-2020 de
Investigación Científica y Técnica y de Innovación” del
“Programa Estatal de I+D+i Orientada a los Retos de la
Sociedad”. Año 2019
• Universidad de Cádiz
• Universidad de Córdoba
Strategies for Aggregated
Generation of PhotoVoltaic
plants (SAGPV)-Monitoring
And Integration of energy
data with Seamless
Temporal Accuracy for
photovoltaic plants
(MISTA)
Participants
22. 22 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
The European Project IMPROVEMENT
IMPROVEMENT, “Integration of combined cooling, heating and power
microgrids in zero-energy public buildings under high power quality and
continuity of service requirements”
Specific objectives:
Development of Solar Heating & Cooling system, with the incorporation of active and passive
techniques for Nearly Zero-Energy Buildings (NZEB).
Development of a fault-tolerant power control system for microgrids under high Power Quality
& Reliability design criteria.
Development of an EMS for renewable energy microgrids with Fuel Cell-Battery-Ultracapacitor-
based Hybrid Energy Storage Systems in Electric Vehicles. (HESS) under criteria of minimum
degradation, maximum efficiency and priority in the use of renewable energies.
General objective:
Transforming existing public buildings into Nearly Zero-Energy Buildings (NZEB) by
integrating Renewable Energy Microgrid with Combined cooling, heat & power (CCHP),
and Hybrid Energy Storage System (HESS).
SPAIN: National Hydrogen Center. Leading partner (CNH2).
SPAIN: University of Castilla la Mancha.
FRANCE: National Higher School of Mechanics and Aerotechnics
(ENSMA).
PORTUGAL: Higher Technical Institute (IST).
PORTUGAL: National Laboratory of Energy and Geology (LNEG).
SPAIN: General Secretariat of Industry, Energy and Mines of the
Junta de Andalucía
SPAIN: University of Córdoba.
SPAIN: Andalusian Energy Agency.
FRANCE: University of Perpignan Via Domitia.
23. 23 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
IMPROVEMENT Microgrid scheme
Photovoltaic
Modules
Battery
Pack
Ultracapacitors
Proposed Converter
NPC
AC Loads
abc
Non-connected
to neutral wire
Connected to
neutral wire
Electrolyzer Fuel Cell
Wind
Turbine
Emulator
Power generation
Power consumption
Energy Flows
NPC
Three-Phase AC Power Line
Neutral Point Connection
Symbols and Abbreviations
MQTT
PQ IoT
MQTT
PQ IoT
Ethernet/Modbus
TCP-IP
Hydrogen
Storage
Utility
Grid
MQTT
PQ IoT
MQTT
PQ IoT
MQTT
PQ IoT
MQTT
PQ IoT
MQTT
PQ IoT
MQTT
PQ IoT
Master
Device
MQTT
PQ IoT
UCO server
Internet
VPN tunnel
UCO gateway
CNH2 gateway
CNH2 SCADA
24. 24 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
IMPROVEMENT1 Microgrid control layers
IoT-based Power
Quality Supervisory
System
1 Integration of combined cooling, heating and power microgrids in zero-energy public buildings under high power quality and
continuity of service requirements (IMPROVEMENT), co-financed by the Interreg SUDOE Programme and the European
Regional Development Fund (ERDF). Ref. SOE3/P3/E0901.
Control
layers
functions
25. 25 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
IoT Architecture for Energy Applications
Microgrid
Voas, J. (2016). Networks of ‘things’. NIST (National
Institute of Standards and Technology), Special
Publication, 800(183), 800-183.
26. 27 Antonio Moreno Muñoz. Área de Electrónica. Universidad de Córdoba.
12/12/2021
Microgrid Responsive Appliance Controller
Defines standards-based
messaging protocol
• Parts about communication architecture
and techniques are not written in an
intuitive language for market mechanisms
for customer interoperability and eliminate
stranded assets
• Requires self certification by
vendors, which is a big problem
for grid interoperability
Microgrid
Responsive
Appliance
System
Boundary
IoT device(s), link(s) and/or processing that
enables open standards-based communication
between the Microgrid Responsive Appliance and
Energy Management Device/Application(s).
These elements could be within the base
appliance, and/or an external communication
module, a hub/gateway, or on the internet/cloud
Power Management Device/application
Microgrid Responsive Appliance might
exchange data with one or more:
• Smart meter/submeter
• DLC-DR/Hub/Gateway
• Internet/Cloud Application
• Other Device or Application
Internal
Protocols
(open or
proprietary)
Protocol
Translation
Open
Standard
Protocol
Microgrid Responsive Appliance w/External Communications
Microgrid Responsive Appliance w/External Communications
Develop Demand-Side Flexibility strategies in Smart Energy Appliances
Increase self-diagnosis capability of Smart Energy Appliances
Participation in Cooperative management of a reliable Microgrid
27. Contact
Antonio Moreno -Munoz
Electronics and Computer Engineering Dep.
Leonardo da Vinci Building, Córdoba (Spain)
+34 957 218 373
amoreno@uco.es
http://www.uco.es/icei/en/
Editor's Notes
usually we collaborate
Since the last 10 years
We are using it in IMPROVEMENT. This is an Interreg Sudoe European Project. In the slide you can find the partners involved.
The aim of the project is…
So, we are going to develop….
To avoid such company dependency, in IMPROVEMENT the developed IoT infrastructure is based on FIWARE which is widely used in many smart solutions also integrating third-party components.
This is the scheme of the microgrid where our system is going to be deployed.
The IoT PQ sensors are spread through the microgrid
MQTT communication gives greater scalability to the system
An OpenVPN makes the sensors at the CNH2 Pilot be seen from the IoT Platform.
Our participation in this Project is devoted to support the MG control system by developing an IoT Power Quality Supervisory System
We have used this IoT reference architecture. Inspired by the model released by the NIST, five core primitives can be established here:
Raw data acquisition from edge devices, assets, and sensors
Aggregation to support big data analytics
Communication (e.g. wireless, wired)
Energy Data Analytics
Decision triggering through Energy Apps.
There are many platform on the market. They must allow you to build a customized, scalable and secure IoT solution. Platforms like Microsoft Azure, Amazon, Google cloud are very popular. Their disadvantage is that they are expensive, private, involving the availability and conditions of the company.
---------------------
The primitives proposed by NIST are: 1) Sensor, 2) Aggregator, 3) Communication channel, 4) eUtility, and 5) Decision trigger:
1. A sensor is an electronic utility that digitally measures physical properties (e.g. temperature, acceleration, weight, sound, etc.) and outputs raw data.
2. An aggregator is a software implementation based on mathematical function(s) that transforms/consolidates groups of raw data into intermediate data.
3. A communication channel is a medium by which the data is transmitted (e.g., physical via USB, wireless, wired, verbal, etc.) between sensor, aggregator, communication channel, decision
trigger, or eUtility.
4. A eUtility (external utility) is a software or hardware product or service, providing computing power that aggregators will likely not have.
5. A decision trigger creates the result(s) needed to satisfy the purpose, specification, and requirements of a specific NoT.
The figure shows our proposed Fiware architecture.
The Docker technology will be used enabling the deployment of many services such as databases, dashboards,…
CrateDB is a database built specifically for machine data use cases, that means all type of data produced by IoT sensors, infrastructure or platforms.
Additionally, crateDB offers a real-time performance and therefore is able to ingest complex data at very high speed from different sources. This is our case where we’re going to have many sensors sending complex data structures.
Definitively, this is a solid ground for deploying the power quality data analytics approach in IMPROVEMENT