State of health estimation and remaining useful life prediction of solid oxide fuel cell stack

被引:44
作者
Dolenc, B. [1 ,3 ]
Boskoski, P. [1 ]
Stepancic, M. [1 ,3 ]
Pohjoranta, A. [2 ]
Juricic, D. [1 ]
机构
[1] Jozef Stefan Inst, Dept Syst & Control, Jamova Cesta 39, SI-1000 Ljubljana, Slovenia
[2] VTT Tech Res Ctr Finland Ltd, Espoo, Finland
[3] Jozef Stefan Int Postgrad Sch, Jamova Cesta 39, SI-1000 Ljubljana, Slovenia
关键词
Solid oxide fuel cell (SOFC) stack; Degradation; Area specific resistance (ASR); Non-linear estimation; Drift model identification; Remaining useful life prediction (RUL); TEMPERATURE ESTIMATION; OF-HEALTH; MODEL; SOFC; DEGRADATION; PERFORMANCE; GAS; PROGNOSTICS; SIMULATION; SYSTEMS;
D O I
10.1016/j.enconman.2017.06.041
中图分类号
O414.1 [热力学];
学科分类号
摘要
Having concurrent information regarding the state of health (SoH) of an operating solid oxide fuel cell (SOFC) stack can actively improve its overall management. Firstly, operating the SOFC by taking into account current health conditions, and its anticipated trend, can be beneficial to the total life span of the stack. Furthermore, such information can be of great importance to the maintenance staff, e.g. unplanned shutdowns can be avoided. Relatively little work has been done in the field of remaining useful life (RUL) prediction of SOFCs. The majority of work employs stack/cell voltage as a direct link for RUL predictions. This paper proposes an integrated approach for SoH estimation based on stack's Ohmic area specific resistance (ASR). Subsequently, a drift model that describes the ASR increase over time enables accurate RUL prediction. The approach consists of three steps. Firstly, an Unscented Kalman filter, based on a lumped stack model, estimates the current ASR value. Secondly, a drift model for describing the temporal evolution in ASR is recursively identified employing the linear Kalman filter. Finally, employing the identified drift model, Monte Carlo simulation is performed to predict future time evolution in ASR and so to obtain RUL. The developed approach is validated with experimental data from a 10 kW SOFC power system. The results confirm that ASR is a viable SoH indicator for the SOFC stack. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:993 / 1002
页数:10
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