Descripción del proyecto
Tecnologías de supervisión
La cantidad de datos disponibles para recopilar ha aumentado con el paso de los años. No cabe duda de que ha llegado la era de los datos masivos. Sin embargo, la pregunta es cómo y con qué herramientas se puede transformar estos datos en información y conocimientos. Entre los objetivos del proyecto MOIRA, financiado con fondos europeos, está el desarrollo de nuevas herramientas de procesamiento de señales para supervisar procesos industriales que se basen en métodos de aprendizaje automático aplicados en series temporales heterogéneas. MOIRA pretende reunir a pioneros de la investigación y los principales agentes del ámbito académico y de la industria de toda Europa, de diferentes disciplinas científicas, así como a partes interesadas industriales de una amplia gama de entornos a fin de abordar mejor los retos que depara el futuro.
Objetivo
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.
Ámbito científico
- 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
Palabras clave
Programa(s)
Régimen de financiación
MSCA-ITN - Marie Skłodowska-Curie Innovative Training Networks (ITN)Coordinador
3000 Leuven
Bélgica