Condition-based maintenance model and optimal maintenance strategy of a photovoltaic power generation system considering deterioration state and random failure

被引：0
|
作者：
Chen W. [1 ]
Sun C. [1 ]
Pei T. [1 ]
Li M. [1 ]
机构：
[1] College of Electrical Engineering and Information Engineering, Lanzhou University of Technology, Lanzhou
来源：
Dianli Xitong Baohu yu Kongzhi/Power System Protection and Control | 2024年 / 52卷 / 12期
基金：
中国国家自然科学基金;
关键词：
condition-based maintenance; Markov process; photovoltaic power generation system; preventive maintenance threshold; random failure;
D O I：
10.19783/j.cnki.pspc.231100
中图分类号：
学科分类号：
摘要：
There are problems in existing PV power generation system maintenance strategy research, since it usually only considers the deterioration state and leads to unreasonable maintenance decisions. Thus this paper proposes a PV power generation system visual maintenance model and optimal overhaul strategy that takes into account the deterioration state and random faults. First, based on the Markov process in the discrete state, the influence of random faults on the maintenance strategy is introduced into the PV power generation system visual maintenance modeling. Then a visual maintenance model of the system taking into account the deterioration state and random fault state is established, the state of the system is detected periodically. Incomplete maintenance is carried out when the state of the system is more than the threshold value of the preventive maintenance; the minimum maintenance is carried out when there is a random fault; and replacement is carried out when it reaches the fault state. Then, an improved viscous bacteria optimization algorithm is used to find the optimal detection period and preventive maintenance threshold of the PV power generation system with the objective of the minimum total cost rate of the system for long-term stable operation. Finally, taking a PV power generation system as an example, the effectiveness and feasibility of the proposed model and strategy are verified through sensitivity analysis of the model parameters and a comparative study of the traditional maintenance model without considering the random faults. © 2024 Power System Protection and Control Press. All rights reserved.
引用
收藏
页码：154 / 166
页数：12
相关论文
共 27 条
  • [1] PETERS L, MADLENER R., Economic evaluation of maintenance strategies for ground-mounted solar photovoltaic plants, Applied Energy, 199, pp. 264-280, (2017)
  • [2] ERYILMAZ S., Revisiting discrete time age replacement policy for phase-type lifetime distributions, European Journal of Operational Research, 295, 2, pp. 699-704, (2021)
  • [3] ZHAO Junyu, GAO Shan, XU Lu, Et al., Double-layer maintenance strategy for offshore wind turbines considering impact of typhoon, Electric Power Construction, 44, 7, pp. 121-130, (2023)
  • [4] ALTAMIMI A, JAYAWEERA D., Reliability of power systems with climate change impacts on hierarchical levels of PV systems, Electric Power Systems Research, 190, pp. 106830-106843, (2021)
  • [5] VILLARINI M, CESAROTTI V, ALFONSI L, Et al., Optimization of photovoltaic maintenance plan by means of a FMEA approach based on real data, Energy Conversion and Management, 152, pp. 1-12, (2017)
  • [6] GOLNAS A., PV system reliability: an operator’s perspective, IEEE Journal of Photovoltaics, 3, 1, pp. 416-421, (2013)
  • [7] LI Shenghu, ZHAO Huijie, ZHOU Huimin, Et al., Reliability sensitivity-based optimization for a UHVDC transmission system with preventive maintenance, Power System Protection and Control, 50, 3, pp. 68-75, (2022)
  • [8] TIAN Zhigang, JIN Tongdan, WU Bairong, Et al., Condition based maintenance optimization for wind power generation systems under continuous monitoring, Renewable Energy, 36, 5, pp. 1502-1509, (2011)
  • [9] LUO Fengzhang, ZHANG Tianyu, WANG Chengshan, Et al., Research on optimization method of condition based maintenance strategy for distribution system equipment based on the multi state Markov chain, Proceedings of the CSEE, 40, 9, pp. 2777-2787, (2020)
  • [10] YE Yuanbo, XIE Min, CHEN Xiaodong, Et al., A condition-based maintenance strategy for a relay protection system based on failure probability analysis, Power System Protection and Control, 49, 7, pp. 167-173, (2021)
123