Description du projet
Technologies de surveillance
Au fil des ans, la quantité de données disponibles ne cesse de croitre de manière exponentielle. Il ne fait plus de doute que l’ère des mégadonnées est déjà là. Cependant, la question qui se pose est de savoir comment et avec quels outils ces données peuvent être transformées en informations et en connaissances. Les objectifs du projet MOIRA, financé par l’UE, incluent la conception de nouveaux outils de traitement de signal afin de surveiller les processus industriels. Ces outils reposeront sur des méthodes d’apprentissage machine appliquées à des séries chronologiques hétérogènes. MOIRA entend réunir des pionniers de la recherche et des acteurs clés des milieux universitaires et industriels de toute l’Europe, couvrant différentes disciplines scientifiques, ainsi que des acteurs industriels d’horizons très divers, afin de relever de manière optimale les défis à venir.
Objectif
Modern technological systems increase in scale and are becoming more and more complex and sophisticated. Parallel, the revolution in electronics, digital technology and communications have drastically modified and expanded the physical diversity, scope, processing capabilities and complexity of the monitoring equipment and infrastructure used. Millions of networked sensors are being embedded in the physical world sensing, creating and communicating data. The amount of data available for capturing has been exploding and the era of Big Data is already here, as the Internet of Things (IoT) is becoming a reality. The main question which arises is how, following which steps and with which tools the data can be transformed to information and knowledge. The objectives of MOIRA are i) the development of novel signal processing tools for the monitoring of industrial processes based on machine learning methods applied on heterogeneous time series, ii) the application of data mining technologies for the estimation of Key Performance Indicators which determine the operational profit, iii) the conception, development and validation of methodologies for automated monitoring of cyber physical system fleets, iv) the multi sensor machine condition monitoring under variable operating conditions. The proposed MOIRA project (MOnItoRing of large scale complex technologicAl systems) brings together early stage researchers and experienced specialists from key players in academia and industry across Europe covering different scientific disciplines and industrial stakeholders from a broad range of backgrounds to optimally tackle the challenges ahead. The MOIRA Fellows will be trained in innovative PhD topics as well as receiving specific theoretical and practical education in the fields of mechanical engineering and computer science, focusing towards the online early accurate identification of abnormal incidents with minimum false alarms and missed detections.
Champ scientifique
- natural sciencescomputer and information sciencesdata sciencebig data
- engineering and technologyelectrical engineering, electronic engineering, information engineeringelectronic engineeringsignal processing
- natural sciencescomputer and information sciencesdata sciencedata mining
- engineering and technologymechanical engineering
- engineering and technologyelectrical engineering, electronic engineering, information engineeringelectronic engineeringsensors
Mots‑clés
Programme(s)
Régime de financement
MSCA-ITN - Marie Skłodowska-Curie Innovative Training Networks (ITN)Coordinateur
3000 Leuven
Belgique