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Remaining useful life estimation for PEMFC based on monitoring data
- Source :
- 2017 32nd Youth Academic Annual Conference of Chinese Association of Automation (YAC).
- Publication Year :
- 2017
- Publisher :
- IEEE, 2017.
-
Abstract
- Proton exchange membrane fuel cell (PEMFC) is a new type of clean and efficient fuel cell with wonderful prospect. In consideration of the key position of power supply in the device, estimating remaining useful life (RUL) of PEMFC has positive effects in its new stages of development. Currently, RUL estimation of industrial facilities has played an extremely important role in the field of high safety and reliability requirements. For practical systems, the state is often a stochastic process with inevitable degradation during the runtime. In truth, a large amount of data about system operation state is available, and the linear stochastic degradation model is widely applicable to stochastic degradation system. In view of this, this paper selects the proton exchange membrane fuel cell as an object of study, and the remaining useful life is estimated based on its monitoring data. At first, a brief introduction to proton exchange membrane fuel cell is covered. Then, the stochastic degradation model is built and the method of predicting the remaining life is given. At last, the RUL predicted value is obtained and the feasibility of the method is verified by the simulation results with high precision.
- Subjects :
- Engineering
021103 operations research
Waste management
Stochastic process
business.industry
Reliability (computer networking)
0211 other engineering and technologies
Proton exchange membrane fuel cell
02 engineering and technology
Field (computer science)
Reliability engineering
Power (physics)
0202 electrical engineering, electronic engineering, information engineering
Key (cryptography)
020201 artificial intelligence & image processing
State (computer science)
business
Degradation (telecommunications)
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2017 32nd Youth Academic Annual Conference of Chinese Association of Automation (YAC)
- Accession number :
- edsair.doi...........15079646a9763952a64b26473bed8441
- Full Text :
- https://doi.org/10.1109/yac.2017.7967482