ECOMAI Eureka

💡 USE CASE 💡 Artificial Intelligence for Ecological Control of an Automotive Compressor 🚘 “Our goal is to develop and use an embedded AI system in order to combine it with our expertise in model-based mechatronics development to improve motor drive systems.” Dr. Veit Zöppig CTO of MOTEON GmbH about their participation in ECOMAI. Read here their innovation goals and market relevance. #ChipsForEurope! ECOMAI #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #predictivemainteanance #ai #artificialintelligence #modeling

Strom- und ressourcensparende KI-Lösung für Microchips 🌱 Klassische KI-Anwendungen wie ChatGPT verbrauchen eine Menge an Energie. Wie lässt sich Künstliche Intelligenz auf Microchips effizient und ressourcenschonend einsetzen? 🤖⚡ Die Antwort liegt in TinyML („Tiny Machine Learning“), einer Technologie, die maschinelles Lernen auf winzige, kostengünstige Mikrocontroller (Microchips) überträgt. Ziel: Stromverbrauch senken, Wartungszeiten reduzieren. Ein modellbasiertes Framework – entwickelt im Rahmen des ECOMAI-Projekts – integriert TinyML und deckt den gesamten Entwicklungszyklus ab: vom Systemdesign bis hin zu technischen Prüfständen und Technologiedemonstratoren. 🚀 Daniel Mueller-Gritschneder, wissenschaftlicher Leiter von ECOMAI, beschäftigt sich mit Rapid-Prototyping-Methoden für maßgeschneiderte RISC-V-Prozessoren, ML-Compilern sowie Architekturen für eingebettetes maschinelles Lernen und der funktionalen Sicherheit von Rechensystemen. Herzliche Glückwünsche zur Berufung von Daniel an die Technische Universität Wien 🎉 . Die Antrittsvorlesung „Rapid Prototyping Methods for Custom-Tailored, Safe and Secure RISC-V Processors“ fand am 12. November 2024 statt. Pressetext von SparxSystems Software GmbH - Central Europe: Projekt für energiesparende Elektromotoren https://lnkd.in/dzBhK4HN Mehr über den Forschungsbereich Embedded Computing Systems (ECS), Institut für technische Informatik, TU Wien Informatics, https://lnkd.in/d3BZDx7v #ChipsForEurope! ECOMAI is #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association #tinyml #predictivemainteanance #ai #artificialintelligence #machinelearning #conditionmonitoring #modeling

🤝 Meet us at EFECS, hosted by Chips Joint Undertaking 📌 Ghent, 5+6 Dec 2024 Curious about ecological electric motor drive systems for predictive maintenance and condition monitoring with artificial intelligence? 🤖🌱 We from the ECOMAI consortium are developing and designing embedded AI systems on advanced AI hardware platforms (micro-controllers). Our solutions focus on reducing energy consumption for critical infrastructure in industries like automotive, public transportation, and medical. 🚗 🚄 ♿ Meet us in person for ☕ Fabiola Bermudez-Elsinger, Infineon Technologies Salomé Wagner, SparxSystems Software GmbH - Central Europe Europe #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association #tinyml #predictivemainteanance #ai #artificialintelligence #machinelearning #microcontroller #modeling

The market demand for electric drives with higher efficiency and performance is raising. How do we in our project address those requirements? Cost-effective solutions to reduce the overall expenditure on hardware and its maintenance 🎛 Compliance with evolving global energy efficiency and environmental regulations, ensuring technologies are sustainable and market-relevant. 🌿 Watch Ebru AVCI from Research Center for Electrical Drive Technology and Actuators in Munich FEAAM GmbH. She talks about the goals and research activities within ECOMAI. #ChipsForEurope! ECOMAI is #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association #tinyml #predictivemainteanance #ai #artificialintelligence #machinelearning #modeling https://lnkd.in/d59ikKx4

Meet our Consortium Partner Albayrak Makine Elektronik San. ve Tic. A.Ş. in Berlin at the #innotrans conference. 🚉 Albayrak designs and manufactures Platform Screen Door systems (PSD) for the railway industry. The company is the first and the only PSD manufacturer in Turkey. 💡 In the ECOMAI use case, an Al-enhanced data-driven predictive maintenance approach for condition monitoring is developed. lt responds also to the wider ecological goals of the ECOMAI project to save energy, reduce maintenance costs and reduce maintenance waste in general. Read more about the use case of Albayrak: https://lnkd.in/dR_3EjJt #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #predictivemainteanance #ai #artificialintelligence #modeling https://lnkd.in/duTj_WMU

INNOVATING A MODEL-BASED DESIGN FRAMEWORK FOR MOTOR CONTROL AND PREDICTIVE MAINTENANCE 🚀 This is the project scope of our consortium partner SparxSystems Software GmbH - Central Europe. How to master innovating? Building an innovative framework, AI data-driven, using the methodolgy of modeling, using #enterprisearchitect 💡 "We take part in the ECOMAI project to co-develop a model-based framework for AI with strong consortium partners from academia and industry. This approach enhances clarity, reduces redundancies, and accelerates development, providing practical benefits for the entire ecosystem, including more secure and efficient systems," states Sparx project leader Peter Lieber. #ChipsForEurope! ECOMAI is #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #predictivemainteanance #ai #artificialintelligence #modeling

ECOMAI: Ecological Motor Control and Predictive Maintenance with AI 💡 “At FEAAM GmbH, our participation in ECOMAI allows us to explore AI alternatives to traditional control methods. We‘re focused on reducing the complexity and costs associated with large LUTs by developing more efficient, AI-driven solutions. This shift is crucial for advancing our technology and making high-performance electric drives more accessible and sustainable.” Ebru AVCI Embedded Systems Engineer The use case of FEAAM GmbH highlights the innovation potential of Artificial Intelligence FOR ELECTRIC TRACTION DRIVES ✔ The innovation developed in our project addresses the ·       Demand for higher efficiency and performance ·       Need for cost-effective solutions that reduce the overall expenditure on hardware and maintenance ·       Compliance with evolving global energy efficiency and environmental regulations, ensuring technologies are sustainable and market-relevant. #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #predictivemainteanance #ai #artificialintelligence

📣 Paper Presentation "Energy-Aware Speed Regulation in Electrical Drives: A Load-Agnostic Motor Control Approach Via Reinforcement Learning" This scientific paper presented at the #ECC24, introduces a novel design of a reinforcement learning agent: ➡ Compared to application-tuned classical control methods, the agent demonstrated advanced capability to save energy, showcasing its potential for future applications. This result underlines the importance of ECOMAI and turns Ecological Motor Control and Predictive Maintenance with AI into relevant facts for the semiconductor industry. The Authors: Steven Klotz and Thorsten Bucksch from our consortium partner Infineon Technologies, Dip Goswami Eindhoven University of Technology, Daniel Mueller-Gritschneder Technical University of Munich #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association #tinyml #predictivemainteanance #ai #artificialintelligence Read more: https://lnkd.in/dpQ9t8eb

We talk about an ECOMAI use case at the Software Architecture Alliance on 23rd of October in Munich "Model-based architecture for the development of IoT devices for usePAT GmbH" usePAT provides ultrasound technology, including hardware and software components, and the interfaces are particularly complex. Safety-critical decisions are made on the basis of the analyses while Artificial Intelligence lays another layer of complexity to the systems. Within the development of ECOMAI, usePAT decided to introduce model-based system development as a strategic element across the entire company to master this complexity: a technical and cultural game changer! We appreciate the opportunity given by Software Architecture Alliance for this talk: usePAT GmbH Stefan Radel Georg Heinz SparxSystems Software GmbH - Central Europe Salomé Wagner #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #InternetofThings #IoT #ai #artificialintelligence #gamechanger

ECOMAI, where ecological motor control comes together with Artificial Intelligence ⚙ + 🤖. ➡ PENTA Review: on track for Prototyping! 🚄 Last week, we all gathered for our 2nd PENTA Project Review in Munich, reporting the achievements of milestone 3 The strong results allow moving on with prototyping in our use cases for Predictive Maintenance (Albayrak Makine Elektronik San. ve Tic. A.Ş. and usePAT GmbH) and Electrical Drive Systems (Infineon Technologies, neurocare group, MOTEON GmbH) and the ECOMAI Design & Development Kit (Infineon, SparxSystems Software GmbH - Central Europe). Presenting the midterm results to our reviewers Vincent Le Meau, Thomas Fleischmann, Christian Wiebus, we highlighted the fact that the achievements are a result of our ecosystem and teamwork: Daniel Mueller-Gritschneder, Samira Ahmadi (Technical University of Munich), Fabiola Bermudez-Elsinger, Dr. Veit Zöppig Mike Eichhorn Necim KIRIMCA Sukru G. Ebru AVCI Klaus Schellhorn, Stefan Radel, Franz Ewald Müller Salomé Wagner MAS CMC. Chips Joint Undertaking #ChipsForEurope! ECOMAI is a #PENTA #EURIPIDES² project of Xecs_Eureka and AENEAS Association. #tinyml #predictivemainteanance #ai #artificialintelligence