Single Objective Optimization Methods in Electrical Power Systems: A Review

Q4 Biochemistry, Genetics and Molecular Biology Journal of Biomolecular Techniques Pub Date : 2023-04-03 DOI:10.51173/jt.v5i1.1214
Ali Abdulmunim Ibrahim Al-kharaz, Ahmed Bahaaulddin A.Wahhab, Mohammed Fadhil Ibrahim, Shahab Abdulla
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Abstract

Although the scheduling of maintenance tasks for generators is not a new issue, it has recently attracted new attention due to the significant rise in demand for expanding power system size in modern power systems. Generator Maintenance Scheduling (GMS) is a nonlinear optimization problem, highly dimensional and constrained, and determines when power-producing units must undertake well-planned preventative maintenance. The objective function includes binary variables to indicate whether a generator is undergoing maintenance at a given time and is subject to several restrictions described in this paper.  However, the biggest concern of GMS is to produce a precise timetable for preventive maintenance of generating units with low cost and high reliability. Despite that, regrettably, a large volume of research works has accomplished solutions towards a model of GMS with the consideration of either maximizing system reliability or minimizing operation costs as an objective of their research work. This is called Single-Objective Problem (SOP), which involves one objective function that needs to be optimized. SOP is solved by Single-Objective Optimization Method (SOOM). The primary purpose of the research is to present a review of SOOM methods used in solving GMS problems.
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电力系统单目标优化方法综述
发电机组检修任务调度并不是一个新问题,但近年来由于现代电力系统对扩大电力系统规模的需求显著增加,引起了人们新的关注。发电机维护调度(GMS)是一个非线性优化问题,具有高维性和约束性,它决定了发电机组何时必须进行精心规划的预防性维护。目标函数包括二元变量,用于指示发电机在给定时间是否正在进行维护,并受到本文所述的几个限制。然而,GMS最关心的问题是如何制定一个精确的时间表,对低成本、高可靠性的发电机组进行预防性维护。尽管如此,令人遗憾的是,大量的研究工作已经完成了以系统可靠性最大化或运行成本最小化为研究目标的GMS模型的解决方案。这被称为单目标问题(SOP),它涉及一个需要优化的目标函数。采用单目标优化方法求解SOP。本研究的主要目的是回顾用于解决GMS问题的SOOM方法。
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来源期刊
Journal of Biomolecular Techniques
Journal of Biomolecular Techniques Biochemistry, Genetics and Molecular Biology-Molecular Biology
CiteScore
2.50
自引率
0.00%
发文量
9
期刊介绍: The Journal of Biomolecular Techniques is a peer-reviewed publication issued five times a year by the Association of Biomolecular Resource Facilities. The Journal was established to promote the central role biotechnology plays in contemporary research activities, to disseminate information among biomolecular resource facilities, and to communicate the biotechnology research conducted by the Association’s Research Groups and members, as well as other investigators.
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