Model-based development of a fault signature matrix to improve solid oxide fuel cell systems on-site diagnosis

被引:51
作者
Polverino, Pierpaolo [1 ]
Pianese, Cesare [1 ]
Sorrentino, Marco [1 ]
Marra, Dario [1 ]
机构
[1] Univ Salerno, Dept Ind Engn, I-84084 Fisciano, SA, Italy
关键词
Solid oxide fuel cell; Diagnosis; Model-based modelling; Fault simulation; Fault signature matrix; NEURAL-NETWORKS; PERFORMANCE; VALIDATION; SIMULATION;
D O I
10.1016/j.jpowsour.2015.01.037
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
The paper focuses on the design of a procedure for the development of an on-field diagnostic algorithm for solid oxide fuel cell (SOFC) systems. The diagnosis design phase relies on an in-deep analysis of the mutual interactions among all system components by exploiting the physical knowledge of the SOFC system as a whole. This phase consists of the Fault Tree Analysis (FTA), which identifies the correlations among possible faults and their corresponding symptoms at system components level. The main outcome of the FTA is an inferential isolation tool (Fault Signature Matrix - FSM), which univocally links the faults to the symptoms detected during the system monitoring. In this work the FTA is considered as a starting point to develop an improved FSM. Making use of a model-based investigation, a fault-to-symptoms dependency study is performed. To this purpose a dynamic model, previously developed by the authors, is exploited to simulate the system under faulty conditions. Five faults are simulated, one for the stack and four occurring at BOP level. Moreover, the robustness of the FSM design is increased by exploiting symptom thresholds defined for the investigation of the quantitative effects of the simulated faults on the affected variables. (C) 2015 Elsevier B.V. All rights reserved.
引用
收藏
页码:320 / 338
页数:19
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