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风电场多层面维护策略的多目标优化

Multi-objective optimisation of multifaceted maintenance strategies for wind farms

Journal of the Operational Research Society · 2022
被引 15
ABS 3

中文导读

提出一种同时优化风电场维护策略中可靠性阈值、任务优先级和机会维护的方法,使用多目标进化算法最小化总维护成本和系统闲置时间,仿真证明其优于仅考虑部分方面的策略。

Abstract

This paper proposes a way to simultaneously optimise three aspects of maintenance strategies for wind farms: the reliability thresholds that indicate when a component needs maintenance, the priority of maintenance jobs in case there are more jobs than available maintenance teams, and the use of opportunistic maintenance. We use a multi-objective evolutionary algorithm to simultaneously minimise the overall maintenance cost and the system idle time. An empirical study using a complex stochastic simulation demonstrates the benefit of such a multifaceted maintenance strategy over strategies that only consider some aspects.

风电场维护策略多目标优化可靠性工程运筹学