.png){kind=icon}
返回
Profit based unit commitment using memetic binary differential evolution algorithm
.png){kind=icon}
PRE
AI
DOI：10.1016/j.asoc.2019.105502.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Profit-based unit-commitment problem (PBUCP) is a notable combinatorial optimizing problem faced in the deregulated power industry. The PBUCP finds the best profitable solution by committing and scheduling the thermal generating units efficiently. To solve the PBUCP, a new memetic binary differential evolution algorithm is proposed which considers binary differential evolution (BDE) algorithm as global search operator to improve the exploration aspect and binary hill-climbing (BHC) algorithm as local search operator to improve the exploitation aspect. A binary differential evolution algorithm is introduced whereby a new mutation strategy is implemented. A novel BHC algorithm makes priority-based perturbations on unit's status to improve the global best solution searched by the BDE algorithm alone. A new excessive unit de-commitment strategy based on priority and total profit is also proposed. The power to committed units is allocated based on priority of units. The efficacy of algorithms has been researched on the PBUCP test systems comprising of 10-, 40- and 100-units over a time horizon. The outcomes of the proposed algorithms are compared with previously known best solutions. Simulated outcomes achieved by the proposed algorithms compete with the already reported algorithms to solve the PBUCP. Wilcoxon signed-rank test proves the predominance of the proposed algorithms statistically. (C) 2019 Elsevier B.V. All rights reserved.
Keyword:
Profit-based unit commitment
Memetic binary differential evolution
Binary differential evolution
Binary hill-climbing
Memetic algorithm
Priority methods
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
IF:
6.6
论文数:
1.4W
被引数:
4.8W
机构
引用论文
.png){kind=icon}
分享收藏Implementation of hybrid harmony search/random search algorithm for single area unit commitment problem混合和声搜索/随机搜索算法在单区域单元承诺问题中的实现
PREAI
分享收藏Permeability of nitrile rubber, latex, polyurethane, and neoprene gloves to 18 antineoplastic drugs
OAAI
OAAI分享收藏Electrophysiological effects of flecainide acetate on stretched guinea pig left atrial muscle fibers
PREAI
分享收藏分享收藏分享收藏
查看更多内容