JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE) ›› 2014, Vol. 44 ›› Issue (4): 90-94.doi: 10.6040/j.issn.1672-3961.0.2013.186

Previous Articles    

Condition-based maintenance optimization for power equipment based on fuzzy Markov processes

JIANG Xuelei, ZHANG Bo, HAN Xueshan   

  1. School of Electrical Engineering, Shandong University, Jinan 250061, Shandong, China
  • Received:2013-06-25 Revised:2014-05-30 Published:2013-06-25

Abstract: Through the application of the fuzzy Markov process in the maintainance decision of equipment, the incorrectness of the maintenance decisions caused by the uncertainty of transition rates of aging equipment could be solved. First, fuzzy Markov models were developed in which the transition rates were represented by fuzzy membership functions. And then, extension principle was used to calculate the fuzzy availability. At last, an optimization method was proposed to get the optimal inspection rates of the equipment for maximum availability. Test results indicated that the proposed method was practical and promising,thus it can be widely used in power equipment maintenance optimization.

Key words: condition-based maintenance, Markov process, state diagram, maintenance decision, fuzzy decision, inspection rates

CLC Number: 

  • TM73
[1] BLOCK H W, LANGBERG N A, SAVITS T H. Repair replacement policies[J].Journal of Applied Probability, 1993, 30(1):194-206.
[2] BRUNS P.Optimal maintenance strategies for systems with partial repair options and without assuming bounded costs[J].European Journal of Operational Research, 2002, 139(1):146-165.
[3] BORGONOVO E, MARSEGUERRA M, ZIO E.A Monte Carlo methodological approach to plant availability modeling with maintenance, aging and obsolescence[J].Reliability Engineering & System Safety, 2000, 67(1):61-73.
[4] ENDRENYI J, ABORESHEID S, ALLAN R, et al. The present status of maintenance strategies and the impact of maintenance on reliability[J].IEEE Trans on Power Systems, 2001, 16(4):638-646.
[5] 郭基伟,柳纲,唐国庆,等.电力设备检修策略的马尔可夫决策[J].电力系统及其自动化学报, 2004, 16(4):6-10. GUO Jiwei, LIU Gang, TANG Guoqing, et al. Markov decision process on electrical equipments maintenance optimization[J].Proceedings of the EPSA, 2004, 16(4):6-10.
[6] ENDRENYI J, ANDERS G J, LEITE da Silva A M.Probabilistic evaluation of the effect of maintenance on reliability-An application[J].IEEE Trans on Power Systems, 1998, 13(2):576-583.
[7] ANDERS G J, ENDRENYI J, YUNG C. Risk-based planner for asset management[J]. IEEE Computer Application in Power, 2001, 14(4):20-26.
[8] ANDERS G J, ENDRENYI J. Using life curves in the management of equipment maintenance[C]//Proceeding of 7th International Conference on Probabilistic Methods Applied to Power Systems. Naples: IEEE Press, 2002:631-636.
[9] ENDRENYI J.Reliability Modeling in Electric Power Systems[M]. U K: Wiley, 1978.
[10] ANDERS G, ENDRENYI J, FORD G, et al. Maintenance planning based on probabilistic modeling of aging in rotating machines[C]//Proceeding of CIGRE International Conference on Large High Voltage Electric Systems.Paris:CIGRE Press, 1992:301-309.
[11] ABEYGUNAWARDANE S K, JIRUTITIJAROEN P. A realistic maintenance model based on a new state diagram[C]//Proceeding of 11th International Conference on Probabilistic Methods Applied to Power Systems.Singapore:IEEE Press, 2010:299-303.
[12] 李士勇.工程模糊数学及应用[M].哈尔滨工业大学出版社,2004.
[13] 卢绪祥,李录平.基于模糊综合评判的凝汽器运行状态评价[J].汽轮机技术,2001,43(5):301-303. LU Xuxiang, LI Luping. Estimation for operating state of condenser based on fuzzy synthesis judgment[J].Turbine Technology, 2001, 43(5):301-303.
[14] 刘宇.多状态复杂系统可靠性建模及维修决策[D].成都:电子科技大学,2010. LIU Y. Multi-state complex system reliability modeling and maintenance decision[D]. Chengdu: University of Electronic Science and Technology of China, 2010.
[15] LIOU T S, WANG M. Ranking fuzzy numbers within integral value[J]. Fuzzy Sets and Systems, 1992, 50(3):247-255.
[16] MIRANDA V, SARAIVA J P. Fuzzy modeling of power system optimal load flow[J].IEEE Trans on Power Systems, 1992, 7(2):843-849.
[17] MORSI W G,EI-HAWARY M E.A new fuzzy-based representative quality power factor for unbalanced three-phase systems with nonsinusoidal situations[J]. IEEE Trans on Power Delivery, 2008, 23(4):2426-2438.
[18] WELTE T M. Using state diagrams for modeling maintenance of deteriorating systems[J]. IEEE Trans on Power Systems, 2009, 24(1):58-66.
[19] 郭永基.电力系统可靠性原理和应用[M]. 北京:清华大学出版社,1986.
[20] JIRUTITIJAROEN P, SINGH C. The effect of transformer maintenance parameters on reliability and cost: A prob-abilistic model[J].Electric Power Systems Research, 2004, 72(3):213-224.
[21] HEO J H, KIM M K, PARK G P. A reliability centered approach to an optimal maintenance strategy in transmission systems using a genetic algorithm[J].IEEE Trans on Power Delivery, 2011, 26(4):2171-2179.
[1] ZHANG Yumin, LI Jingrui, YANG Ming, JI Xingquan, SUN Donglei, XU Bo, WU Fucheng. Robust unit commitment model with multi-energy coupled system considering gas-heat network dynamics [J]. Journal of Shandong University(Engineering Science), 2025, 55(5): 18-29.
[2] HAN Xueshan, LI Keqiang. Theoretical study on synergistic dispatch for development of new power system [J]. Journal of Shandong University(Engineering Science), 2022, 52(5): 14-23.
[3] Qingfa CHAI,Shoujing SUN,Jifu QIU,Ming CHEN,Zhen WEI,Wei CONG. Prediction method of power grid emergency supplies under meteorological disasters [J]. Journal of Shandong University(Engineering Science), 2021, 51(3): 76-83.
[4] Shizhan SONG,Haoyu CHEN,Jian ZHANG,Kun WANG,Qingshui HAO. Voltage control method of urban distribution network considering street light charging pile access [J]. Journal of Shandong University(Engineering Science), 2020, 50(3): 104-110.
[5] Zhiyuan PAN, Chaonan LIU, Hongwei LI, Jing WANG, Wei WANG, Jing LIU, Xin ZHENG. Energy scheduling method of smart home integrated with photovoltaic units based on time-of-use pricing [J]. Journal of Shandong University(Engineering Science), 2020, 50(3): 111-116.
[6] Meng LIU,Dingyi CHENG,Wen ZHANG,Hengxu ZHANG,Kuan LI,Guohui ZHANG,Jianjun SU. Discussion on emergency control of central air conditioner at large receiving-end grid to cope with HVDC blocking fault [J]. Journal of Shandong University(Engineering Science), 2020, 50(1): 72-81.
[7] Yutian LIU, Runjia SUN, Hongtao WANG, Xueping GU. Review on application of artificial intelligence in power system restoration [J]. Journal of Shandong University(Engineering Science), 2019, 49(5): 1-8.
[8] Runjia SUN,Hainan ZHU,Yutian LIU. Transmission network reconfiguration strategy based on preference multiobjective optimization and genetic algorithm [J]. Journal of Shandong University(Engineering Science), 2019, 49(5): 17-23.
[9] Fei WANG, Chunyi WANG, Chuanyong WANG, Guangfeng ZHAO, Mu LI, Xiaohan SHI. Restrictions and countermeasures of distributed PV integration based on secondary battery energy storage system [J]. Journal of Shandong University(Engineering Science), 2018, 48(6): 109-115.
[10] WANG Shibo, DU Heng, WU Yong, LIU Hongzheng, CHENG Yan. Economic dispatch of microgrid under two-level market operating environment [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 32-38.
[11] CHU Xiaodong, TANG Maosen, GAO Xu, LIU Weisheng, JIA Shanjie, LI Sun. Robust optimal dispatch of active distribution networks based on centralized information system [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 20-25.
[12] LIU Xiaoming, XU Naiyuan, YANG Bin, WEI Xin, ZHANG Lina, CAO Yongji. Bi-stage optimization method for receiving-end ultra-high voltage network planning under global energy interconnection [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 1-6.
[13] CHE Changming, ZHANG Huadong, LI Jianxiang, YUAN Hong, LIU Haibo. Optimization dispatch control strategy for charging load of large-scale electric vehicle on demand side [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 108-114.
[14] MA Hanjie, LIN Xia, XU Xiaohui, ZHANG Jian, ZHANG Zhisheng. Load optimization model of smart home management system based on adaptive particle swarm optimization [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 57-62.
[15] XU Wei, JI Xiaotong, LIU Haibo, HAN Yuankai, CHEN Fang, ZHANG Chenglin. Location and resource allocation of emergency charging station for expressway electric vehicle [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(6): 115-120.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] WANG Su-yu,<\sup>,AI Xing<\sup>,ZHAO Jun<\sup>,LI Zuo-li<\sup>,LIU Zeng-wen<\sup> . Milling force prediction model for highspeed end milling 3Cr2Mo steel[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 1 -5 .
[2] ZHANG Yong-hua,WANG An-ling,LIU Fu-ping . The reflected phase angle of low frequent inhomogeneous[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 22 -25 .
[3] LI Kan . Empolder and implement of the embedded weld control system[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2008, 38(4): 37 -41 .
[4] KONG Xiang-zhen,LIU Yan-jun,WANG Yong,ZHAO Xiu-hua . Compensation and simulation for the deadband of the pneumatic proportional valve[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 99 -102 .
[5] LAI Xiang . The global domain of attraction for a kind of MKdV equations[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(1): 87 -92 .
[6] YU Jia yuan1, TIAN Jin ting1, ZHU Qiang zhong2. Computational intelligence and its application in psychology[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(1): 1 -5 .
[7] CHEN Rui, LI Hongwei, TIAN Jing. The relationship between the number of magnetic poles and the bearing capacity of radial magnetic bearing[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2018, 48(2): 81 -85 .
[8] WANG Bo,WANG Ning-sheng . Automatic generation and combinatory optimization of disassembly sequence for mechanical-electric assembly[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 52 -57 .
[9] LI Ke,LIU Chang-chun,LI Tong-lei . Medical registration approach using improved maximization of mutual information[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 107 -110 .
[10] JI Tao,GAO Xu/sup>,SUN Tong-jing,XUE Yong-duan/sup>,XU Bing-yin/sup> . Characteristic analysis of fault generated traveling waves in 10 Kv automatic blocking and continuous power transmission lines[J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2006, 36(2): 111 -116 .