Optimal Sensor Location Design for Reliable Fault Detection in Presence of False Alarms

被引:16
|
作者
Yang, Fan [1 ,2 ]
Xiao, Deyun [1 ]
Shah, Sirish L. [2 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
[2] Univ Alberta, Dept Chem & Mat Engn, Edmonton, AB T6G 2G6, Canada
基金
加拿大自然科学与工程研究理事会; 中国博士后科学基金; 中国国家自然科学基金;
关键词
fault detection; directed graph; reliability; false alarm; missed alarm; DIAGNOSIS; NETWORK;
D O I
10.3390/s91108579
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
To improve fault detection reliability, sensor location should be designed according to an optimization criterion with constraints imposed by issues of detectability and identifiability. Reliability requires the minimization of undetectability and false alarm probability due to random factors on sensor readings, which is not only related with sensor readings but also affected by fault propagation. This paper introduces the reliability criteria expression based on the missed/false alarm probability of each sensor and system topology or connectivity derived from the directed graph. The algorithm for the optimization problem is presented as a heuristic procedure. Finally, a boiler system is illustrated using the proposed method.
引用
收藏
页码:8579 / 8592
页数:14
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