求解经济电力调度问题的差分进化算法

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Pooja
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引用次数: 1

摘要

在电力系统中,经济电力调度问题(EPP)是一个很有影响的优化问题,是一个高度非凸非线性的优化问题。在当前的研究中,差分进化(NDE)的一个新版本被用来解决这个特殊的问题。NDE算法利用自适应控制参数和单一种群结构两个精英特征,增强了局部和全局搜索能力,有效利用了时间和空间。这些概念的综合作用提高了差分进化算法的性能,但不影响解的质量,并平衡了差分进化算法的开发和探索能力。通过对具有功率平衡和发电等约束以及非光滑成本函数的电力系统问题的三个基准案例进行评估,验证了差分进化算法的效率,并与其他优化算法进行了比较。数值结果表明,NDE在所有基准情况下都表现良好,并在收敛速度和效率之间保持平衡。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A novel differential evolution algorithm for economic power dispatch problem
In power systems, Economic Power dispatch Problem (EPP) is an influential optimization problem which is a highly non-convex and non-linear optimization problem. In the current study, a novel version of Differential Evolution (NDE) is used to solve this particular problem. NDE algorithm enhances local and global search capability along with efficient utilization of time and space by making use of two elite features: selfadaptive control parameter and single population structure. The combined effect of these concepts improves the performance of Differential Evolution (DE) without compromising on quality of the solution and balances the exploitation and exploration capabilities of DE. The efficiency of NDE is validated by evaluating on three benchmark cases of the power system problem having constraints such as power balance and power generation along with nonsmooth cost function and is compared with other optimization algorithms. The Numerical outcomes uncovered that NDE performed well for all the benchmark cases and maintained a trade-off between convergence rate and efficiency.
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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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