Fault Diagnosis for Electromechanical System via Extended Analytical Redundancy Relations

被引:28
作者
Yu, Ming [1 ]
Xiao, Chenyu [1 ]
Jiang, Wuhua [2 ]
Yang, Shuanglong [1 ]
Wang, Hai
机构
[1] Hefei Univ Technol, Sch Elect Engn & Automat, Hefei 230009, Anhui, Peoples R China
[2] Hefei Univ Technol, Sch Automobile & Transportat Engn, Hefei 230009, Anhui, Peoples R China
基金
中国国家自然科学基金;
关键词
Bond graph (BG); electromechanical system; extended analytical redundancy relations (EARRs); fault diagnosis; pitch adjustment biogeography-based optimization (PABBO); BIOGEOGRAPHY-BASED OPTIMIZATION; UNSCENTED KALMAN FILTER; HYBRID SYSTEMS;
D O I
10.1109/TII.2018.2842255
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with bond-graph-based fault detection, isolation, and estimation, which is applied to a nonlinear electromechanical system, in the presence of parametric faults and nonparametric faults. The concept of extended analytical redundancy relations (EARRs) is developed where the nonparametric faults of both multiplicative and additive natures can be considered and distinguished. The integration of dependent EARR with independent EARR leads to a more efficient fault isolation where the number of potential faults could be decreased. For the purpose of fault estimation, a new pitch adjustment biogeography-based optimization is developed where the pitch adjustment in harmony search is embedded in a biogeography-based optimization mutation stage to enhance the search ability of the algorithm. The proposed methodologies are validated by simulation and experiment results.
引用
收藏
页码:5233 / 5244
页数:12
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