A preventive opportunistic maintenance method for railway traction power supply system based on equipment reliability

Conventional maintenance mode for the traction power supply system (TPSS) is to perform scheduled regular maintenance activities for power supply equipment, while such maintenance mode may result in undue maintenance tasks and low efficiency due to different degradation processes of different sorts of equipment. To address this problem, this paper introduces a preventive opportunistic maintenance (POM) method for TPSS based on equipment reliability. Firstly, a POM model is established by considering the equipment reliability degradation process based on Weibull distribution. Then, by considering the total power outage time in the planned operation cycle of TPSS as the optimization objective, the optimal maintenance scheme of TPSS is formulated by iterative method of maintenance strategies. The proposed method is verified by introducing practical maintenance strategies and fault record data of the traction transformer, circuit breaker and disconnector in an actual TPSS of a railway administration. Results show that the presented method can make full use of the existing fault data to develop a POM scheme for TPSS. It can improve maintenance efficiency and reduce power outage time, providing guidance to formulate scientific maintenance strategies for TPSS.

[1]  Zhengyou He,et al.  Optimization Method With Prediction-Based Maintenance Strategy for Traction Power Supply Equipment Based on Risk Quantification , 2018, IEEE Transactions on Transportation Electrification.

[2]  Karim Atashgar,et al.  Reliability optimization of wind farms considering redundancy and opportunistic maintenance strategy , 2016 .

[3]  Alexandre B. Nassif,et al.  Combining Modified Weibull Distribution Models for Power System Reliability Forecast , 2019, IEEE Transactions on Power Systems.

[4]  Zhijun Cheng,et al.  Opportunistic maintenance optimization of a two-unit system with different unit failure patterns , 2012, 2012 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering.

[5]  Qi Wang,et al.  Intelligent Proactive Maintenance System for High-Speed Railway Traction Power Supply System , 2020, IEEE Transactions on Industrial Informatics.

[6]  Michael Patriksson,et al.  A stochastic model for opportunistic maintenance planning of offshore wind farms , 2011, 2011 IEEE Trondheim PowerTech.

[7]  Di Zhou,et al.  Mission Reliability-Oriented Selective Maintenance Optimization for Intelligent Multistate Manufacturing Systems With Uncertain Maintenance Quality , 2019, IEEE Access.

[8]  Ali Asghar Razi-Kazemi,et al.  Fault Analysis of High-Voltage Circuit Breakers Based on Coil Current and Contact Travel Waveforms Through Modified SVM Classifier , 2019, IEEE Transactions on Power Delivery.

[9]  Zhengyou He,et al.  A technical framework of PHM and active maintenance for modern high-speed railway traction power supply systems , 2017 .

[10]  Zuhua Jiang,et al.  An Opportunistic Maintenance Policy of Multi-unit Series Production System with Consideration of Imperfect Maintenance , 2013 .

[11]  Chen Zhang,et al.  Opportunistic maintenance for wind turbines considering imperfect, reliability-based maintenance , 2017 .

[12]  Shuai Li,et al.  Maintenance Optimization of Offshore Wind Turbines Based on an Opportunistic Maintenance Strategy , 2019, Energies.

[13]  Rui Kang,et al.  Imperfect Maintenance Policy Considering Positive and Negative Effects for Deteriorating Systems With Variation of Operating Conditions , 2018, IEEE Transactions on Automation Science and Engineering.

[14]  Peng Song,et al.  A condition-based opportunistic maintenance strategy for multi-component system , 2019 .

[15]  Hideo Hirose,et al.  Bias correction for the maximum likelihood estimates in the two-parameter Weibull distribution , 1999 .

[16]  Morteza Abbasi,et al.  Multi-objective opportunistic maintenance optimization of a wind farm considering limited number of maintenance groups , 2016 .

[17]  Farshid Keynia,et al.  Lifetime efficiency index model for optimal maintenance of power substation equipment based on cuckoo optimisation algorithm , 2017 .

[18]  Yang Yang,et al.  Comparison of the Weibull and the Crow-AMSAA Model in Prediction of Early Cable Joint Failures , 2015, IEEE Transactions on Power Delivery.

[19]  Zhenmin Chen A new two-parameter lifetime distribution with bathtub shape or increasing failure rate function , 2000 .

[20]  Ding Feng,et al.  Traction Power-Supply System Risk Assessment for High-Speed Railways Considering Train Timetable Effects , 2019, IEEE Transactions on Reliability.

[21]  Zhen Wang,et al.  Failure Risk Interval Estimation of Traction Power Supply Equipment Considering the Impact of Multiple Factors , 2018, IEEE Transactions on Transportation Electrification.

[22]  Jorge Arinez,et al.  A Real-Time Maintenance Policy for Multi-Stage Manufacturing Systems Considering Imperfect Maintenance Effects , 2018, IEEE Access.

[23]  Rommert Dekker A review of multi-component maintenance models , 2007 .