{"title":"Multi-level health degree analysis of vehicle transmission system based on PSO- Indexed by:\u0000BP neural network data fusion","authors":"Jianpeng Wu, Jiahao Cui, Yuechao Shu, Yuxin Wang, Ruihan Chen, Liyong Wang","doi":"10.17531/ein.2023.1.4","DOIUrl":"https://doi.org/10.17531/ein.2023.1.4","url":null,"abstract":"In order to realize the evaluation of the vehicle transmission system\u0000health degree, a prediction model by multi-level data fusion method is\u0000established in this paper. The prediction model applies PSO(Particle\u0000Swarm Optimization)-BP(Back Propagation) neural network algorithm,\u0000calculates the whole machine health degree and each module respective\u0000weights from the test data. On this basis, it analyzes the error between\u0000the model calculated health degree and theoretical health degree. Then\u0000the research verifies the validity and prediction model accuracy. The\u0000health degree which is obtained by the single module feature parameters\u0000fusion, and the vehicle transmission system health degree is investigated,\u0000which is less effective compared to the three-level fusions. After that, by\u0000analyzing the vehicle transmission system multi-parameter feature\u0000weights, it is found that the mechanical module accounted for the largest\u0000damage rate, and the three modules influenced the vehicle transmission\u0000system health degree in the order of mechanical module, hydraulic\u0000module, and electric control module. The study has played a guiding role\u0000in the health management of complex equipment.","PeriodicalId":335030,"journal":{"name":"Eksploatacja i Niezawodność – Maintenance and Reliability","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127840120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}