Fault Diagnosis Method for High-Pressure Common Rail Injector Based on IFOA-VMD and Hierarchical Dispersion Entropy

被引:37
|
作者
Song, Enzhe [1 ]
Ke, Yun [1 ]
Yao, Chong [1 ]
Dong, Quan [1 ]
Yang, Liping [1 ]
机构
[1] Harbin Engn Univ, Inst Power & Energy Engn, Harbin 150001, Heilongjiang, Peoples R China
基金
中国国家自然科学基金;
关键词
variational mode decomposition; improved fruit fly optimization algorithm; hierarchical dispersion entropy; high-pressure common rail injector; fault diagnosis; VARIATIONAL MODE DECOMPOSITION; MULTISCALE FUZZY ENTROPY; APPROXIMATE ENTROPY; FOA; OPTIMIZATION; EXTRACTION; SEPARATION; MACHINE; SPEED;
D O I
10.3390/e21100923
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
The normal operation of high-pressure common rail injector is one of the important prerequisites for the healthy and reliable operation of diesel engines. Therefore, this paper studies the high-precision fault diagnosis method for injectors. Firstly, this paper chooses VMD to adaptively decompose the common rail fuel pressure wave. The biggest difficulty in VMD decomposition is the need to manually set the internal combination parameters K and alpha. In order to overcome this shortcoming, this paper proposes an improved fruit fly search. The variational mode decomposition method of the algorithm, with the energy growth factor e as the objective function, can adaptively decompose the multi-component signal into superimposed sub-signals. In addition, based on the analytic hierarchy process and dispersion entropy, hierarchical dispersion entropy is proposed to obtain a comprehensive and accurate complexity estimation of time series. Then, a fault diagnosis scheme for high-pressure common rail injector based on IFOA-VMD and HDE is proposed. Finally, using the engineering test data, the method is compared with other methods. The proposed method appears, based on the numerical examples, to be better from both a computational and classification accuracy point of view.
引用
收藏
页数:20
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