Two-stage prediction model research on condition-based maintenance

被引:0
|
作者
Wang, Ying [1 ]
Wang, Wen-Bin [1 ,2 ]
Fang, Shu-Fen [1 ]
Lu, Wen-Yuan [3 ]
机构
[1] School of Management, Harbin Institute of Technology, Harbin 150001, China
[2] School of Business, University of Salford, Manchester M54WT, United Kingdom
[3] School of Management, Shanghai University of Science and Technology, Shanghai 200093, China
关键词
Computer simulation - Condition monitoring - Decision making - Failure (mechanical) - Forecasting - Mathematical models - MATLAB - Service life - Signal filtering and prediction - Time delay;
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学科分类号
摘要
State prediction is a critical and difficult problem in condition-based maintenance decision making. Aimed at the typical two-stage failure process of a piece of equipment in maintenance practice, a two-stage state prediction model was designed based on condition monitoring information obtained using the concept of delaying time and stochastic filtering theory. The model overcomes the deficiencies of a one-stage state prediction model. Not only did the model dynamically predict the residual useful life of monitored equipment in the failure delaying stage, but also the two stages of its failure process combined together gave a closer description of the real operating process of the monitored equipment. The model was simulated by Matlab and the results of the simulation proved the effectiveness of the model.
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页码:1278 / 1281
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