TY - GEN
T1 - Remaining useful life estimation for PEMFC based on monitoring data
AU - Qi, Shuai
AU - Hu, Yanyan
AU - Xue, Xiaoling
AU - Sun, Changyin
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/6/30
Y1 - 2017/6/30
N2 - 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.
AB - 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.
KW - EM Algorithm
KW - Linear stochastic degradation
KW - Proton exchange membrane fuel cell
KW - Remaining useful life estimation
UR - https://www.scopus.com/pages/publications/85026747298
U2 - 10.1109/YAC.2017.7967482
DO - 10.1109/YAC.2017.7967482
M3 - 会议稿件
AN - SCOPUS:85026747298
T3 - Proceedings - 2017 32nd Youth Academic Annual Conference of Chinese Association of Automation, YAC 2017
SP - 608
EP - 612
BT - Proceedings - 2017 32nd Youth Academic Annual Conference of Chinese Association of Automation, YAC 2017
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 32nd Youth Academic Annual Conference of Chinese Association of Automation, YAC 2017
Y2 - 19 May 2017 through 21 May 2017
ER -