Title :
New paradigm for lifecycle data collection for eco-management of distributed units of a multi-sources renewable energy system
Author :
Adjallah, Kondo H. ; Zhouhang Wang ; Atli, Maen ; Wenjie He
Author_Institution :
Ecole Nat. d´Ing. de Metez, Metz, France
Abstract :
A major goal of this paper is to consider a new paradigm of monitoring and predictive maintenance decision support of distributed hybrid renewable energy power units, driven by data, economic and ecologic requirements. A renewable energy power unit is a multi-component multistate complex system. In this paper, colored stochastic Petri nets are suggested to model, evaluate and forecast the health conditions of components, and to drive and update the data collection process through the unit lifetime. The approach allows monitoring the health conditions of the unit and predicting the reliability of its components, on the base of a non-parametric model.
Keywords :
Petri nets; condition monitoring; decision support systems; environmental factors; maintenance engineering; power distribution economics; power distribution reliability; power engineering computing; renewable energy sources; stochastic processes; colored stochastic Petri nets; data requirement; distributed hybrid renewable energy power units; distributed unit eco-management; ecologic requirement; economic requirement; health condition evaluation; health condition forecasting; health condition modeling; lifecycle data collection; monitoring decision support; multicomponent multistate complex system; multisources renewable energy system; predictive maintenance decision support; reliability prediction; Barium; Biological system modeling; Data collection; Maintenance engineering; Monitoring; Predictive models; Renewable energy sources; Kernel method; colored stochastic Petri net; data; health conditions; monitoring; multi-state component; performance assessment;
Conference_Titel :
Intelligent Data Acquisition and Advanced Computing Systems (IDAACS), 2013 IEEE 7th International Conference on
Conference_Location :
Berlin
Print_ISBN :
978-1-4799-1426-5
DOI :
10.1109/IDAACS.2013.6663034