Knowledge Commons of Institute of Automation,CAS
Sequential Fault Diagnosis Using an Inertial Velocity Differential Evolution Algorithm | |
Xiao-Hong Qiu1; Yu-Ting Hu1,2; Bo Li1 | |
发表期刊 | International Journal of Automation and Computing |
ISSN | 1476-8186 |
2019 | |
卷号 | 16期号:3页码:389-397 |
摘要 | The optimal test sequence design for fault diagnosis is a challenging NP-complete problem. An improved differential evolution (DE) algorithm with additional inertial velocity term called inertial velocity differential evolution (IVDE) is proposed to solve the optimal test sequence problem (OTP) in complicated electronic system. The proposed IVDE algorithm is constructed based on adaptive differential evolution algorithm. And it is used to optimize the test sequence sets with a new individual fitness function including the index of fault isolation rate (FIR) satisfied and generate diagnostic decision tree to decrease the test sets and the test cost. The simulation results show that IVDE algorithm can cut down the test cost with the satisfied FIR. Compared with the other algorithms such as particle swarm optimization (PSO) and genetic algorithm (GA), IVDE can get better solution to OTP. |
关键词 | Differential evolution (DE) evolutionary computation fault isolation rate (FIR) testability fault diagnosis. |
DOI | 10.1007/s11633-016-1008-0 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/42345 |
专题 | 学术期刊_Machine Intelligence Research |
作者单位 | 1.Software School, Jiangxi University of Science and Technology, Nanchang 330013, China 2.College of Information Engineering, Jiangxi University of Science and Technology, Ganzhou 341000, China |
推荐引用方式 GB/T 7714 | Xiao-Hong Qiu,Yu-Ting Hu,Bo Li. Sequential Fault Diagnosis Using an Inertial Velocity Differential Evolution Algorithm[J]. International Journal of Automation and Computing,2019,16(3):389-397. |
APA | Xiao-Hong Qiu,Yu-Ting Hu,&Bo Li.(2019).Sequential Fault Diagnosis Using an Inertial Velocity Differential Evolution Algorithm.International Journal of Automation and Computing,16(3),389-397. |
MLA | Xiao-Hong Qiu,et al."Sequential Fault Diagnosis Using an Inertial Velocity Differential Evolution Algorithm".International Journal of Automation and Computing 16.3(2019):389-397. |
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