Grid Operation and Inspection Resource Scheduling Based on an Adaptive Genetic Algorithm

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-03-27 DOI:10.46604/ijeti.2024.13129
Bingnan Tang, Jing Bao, Nan Pan, Mingxian Liu, Jibiao Li, Zhenhua Xu
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Abstract

Grid operation and inspection a key links to ensure the safe operation of the power system, which requires efficient task allocation and resource scheduling. To address this problem, this paper proposes a resource scheduling model for grid operation and inspection based on bi-level programming. Firstly, the O&I process is analyzed and defined as a combined optimization problem of the multiple traveling salesman problem (MTSP) and the job-shop scheduling problem (JSP). Secondly, a bi-level programming model of MTSP and JSP is established according to the characteristics of the problem. Finally, an adaptive genetic algorithm is used to solve the problem. The feasibility of the model and the advancement of the algorithm are verified through the simulation of real scenarios and a large number of tests, which provide strong support for the sustainable development of the power system.
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基于自适应遗传算法的网格运行和检查资源调度
电网运检是保障电力系统安全运行的关键环节,需要高效的任务分配和资源调度。针对这一问题,本文提出了基于双层次程序设计的电网运检资源调度模型。首先,将运检过程分析并定义为多巡回推销员问题(MTSP)和作业车间调度问题(JSP)的组合优化问题。其次,根据问题的特点,建立了 MTSP 和 JSP 的双级编程模型。最后,采用自适应遗传算法解决该问题。通过对实际场景的模拟和大量测试,验证了模型的可行性和算法的先进性,为电力系统的可持续发展提供了有力支持。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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