Grey Model in the Application of Relay Contact Failure Prediction
Liu Boying, Sun Xunjun, Li Lingling, Wang Guoling, Han Junjie
Province-Ministry Joint Key Laboratory of Electromagnetic Field and Electrical Apparatus Reliability Hebei University of Technology Tianjin 300130 China
Abstract:In order to predict the electrical contact reliability of electrical contacts accurately. This paper takes relay as an example, the degradation data of the relay.are processed by two grey prediction models (univariate and multivariate prediction models). The results show that the average relative error of univariate predictive model is 4.0786%, but the average relative error of multivariate predictive model is 1.0143%.So, if the required accuracy is not high, the univariate and multivariate prediction model can be used to predict the electrical contact reliability of electrical contacts, but if the required accuracy is relatively high, multivariate prediction model should be adopted.
刘伯颖, 孙训俊, 李玲玲, 王国玲, 韩俊杰. 灰色模型在触点电器电接触失效预测中的应用[J]. 电工技术学报, 2013, 28(2增): 418-423.
Liu Boying, Sun Xunjun, Li Lingling, Wang Guoling, Han Junjie. Grey Model in the Application of Relay Contact Failure Prediction. Transactions of China Electrotechnical Society, 2013, 28(2增): 418-423.
[1] 王淑娟, 余琼, 翟国富. 电磁继电器接触失效机理判别方法[J]. 电工技术学报, 2010, 25(8): 38-44. Wang Shujuan, Yu Qiong, Zhai Guofu. Discrimination method of contact failure mechanisms for electromagnetic apparatus[J]. transactions of china electrotechnical society, 2010, 25(8): 38-44. [2] 陈巍, 郑冀. 电接触材料腐蚀机制研究进展[J]. 电工材料, 2010(3): 3-8. Chen Wei, Zheng Ji. Progress in study on corrosive failure mechanism of contact materials[J]. Electrical Engineering Materials, 2010(3):3-8. [3] Yang Xiaohong, Liang Shuhua, Wang Xianhui, et al. Effect of WC and CeO2 on microstructure and properties of W-Cu electrical contact material[J]. Int.Journal of Refractory Metals&Hard aterials, 2010, 28: 305-311. [4] Jose Salmeron, Elpinikil Papagenrgiou. A fuzzy grey cognitive maps-based decision support system for radiotherapy treatment planning[J]. Knowledge-Based System, 2012, 30(6): 151-160. [5] Wang Kunchieh. A hybrid Kansei engineering design expert system based on grey system theory and support vector regression[J]. Expert System with Applications, 2011, 38(7): 8738-8750. [6] Han Lianfu, Tang Wenyan, Liu Yongmeng. Evaluation of measurement uncertainty based on grey system theory for small samples from an unknown distribution[J]. Technological Sciences, 2013, 56(6):1517-1524. [7] Huang JuiChen. Application of grey system theory in telecare[J].Computers in Biology and Medicine, 2011, 41(5): 302-306. [8] Tien Tzuli. The deterministic grey dynamic model with convolution integral DGDMC(1, n). Applied Mathematical Modeling, 2009, 33: 3498-3510. [9] 赵晓芬. 灰色系统理论概述[J]. 吉林省教育学院学报, 2011, 27(3): 152-154. Zhao Xiaofen. Summary of Grey system theory[J]. Journal of Educational Institute of Jilin Province, 2011, 27 (3): 152-154. [10] Wu Yaojin, Xue Yong, Duan Jiangnian. Optim ization approach hydroform ing car beambillets based grey system theory[J]. Journal of Beijing Institute of Technology, 2011, 20(1): 48-53. [11] 陈士涛, 张志峰, 归建洲. 基于灰色理论的电子维修车保障效能综合评估[J]. 系统工程与电子技术, 2009, 31(4): 994-996. Chen Shitao, Zhang Zhifeng, Gui Jianzhou. Integrated evaluation of the support efficiency of electronic maintenance vehicle based on the grey theory[J]. Systems Engineering and Electronics, 2009, 31(4): 994-996. [12] 王锋, 吴晓云, 马大为. 基于知识发现的火箭武器研制费用预测[J]. 系统工程与电子技术, 2007, 29(1): 69-72. Wang Feng, Wu Xiaoyun, Ma Dawei.Cost forecasting of rockers weapons development based on knowledge mining[J]. Systems Engineering and Electronics, 2007, 29(1): 69-72. [13] 张志明, 金敏. 基于灰关联分段优选组合模型的短期电力负荷预测研究[J]. 电工技术学报, 2009, 24(6): 115-120. Zhang Zhiming, Jin Min.Research on short-term electrical load forecasting based on optimized combination model of grey correlation segmentation[J].transactions of China Electrotechnical Society, 2009, 24(6): 115-120. [14] 费胜巍, 孙宇. 融合粗糙集与灰色理论的电力变压器故障预测[J]. 中国电机工程学报, 2008, 28(16): 154-160. Fei Shengwei, Sun Yu.Fault Prediction of power transformer by combination of rough sets and grey theory[J]. Proceedings of the CSEE, 2008, 28(16): 154-160. [15] 陆俭国, 骆燕燕, 李文华, 等. 航天继电器贮存寿命试验及失效分析[J]. 电工技术学报, 2009, 24(2): 54-59. Lu Jianguo, Luo Yanyan, Li Wenhua, et al. Storage life test and failure analysis of aerospace relays[J]. Transactions of China Electrotechnical Society, 2009, 24(2): 54-59. [16] Li Lingling, Han Junjie, Wu Meng, et al. Application of multivariable grey prediction[J]. Applied Mechanics and Materials, 2011. 44~47: 2717-2723.