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DOI10.1007/978-3-319-93659-8_7
A hybrid bat-crow search algorithm based home energy management in smart grid
Pamir; Javaid N.; Mohsin S.M.; Iqbal A.; Yasmeen A.; Ali I.
发表日期2019
ISSN21945357
起始页码75
结束页码88
卷号772
英文摘要In smart grid (SG), demand side management (DSM) is a set or group of programs, allow consumers to play a vital role in transferring of their own load demand during peak time periods and minimizing their hourly based power consumption and total monetary cost of the electricity consumed and it also helps the electric utility in reducing higher power demand in the time of high energy demanded time slots. Where, this consequently results in reduction of the total electricity cost, maximization of power grid sustainability and reduction in carbon dioxide emissions which ultimately results in a pollution free environment. Nowadays, most of the DSM strategies available in existing literature concentrate on house hold appliances scheduling to decrease consumer delay time and peak to average ratio (PAR). However, they ignore the total electricity cost. In this paper, we employ load shifting strategy, to decrease total electricity payment. To gain above objective, we propose a hybrid of bat algorithm (BA) and crow search algorithm (CSA) i.e., bat-crow search algorithm (BCSA) and the results are compared with the existing BA and CSA. Simulations were conducted for a single home with 15 appliances, uses critical peak pricing (CPP) scheme for the computation of consumer’s electricity bill. The results show that load is successfully shifted to lower price time slots using our proposed BCSA technique, which ultimately leads to 31.191% reduction in total electricity payment., Springer International Publishing AG, part of Springer Nature.
英文关键词Appliances scheduling; Bat Algorithm; Crow Search Algorithm; Demand Side Management; Heuristic techniques; Home Energy Management; Metaheuristic techniques; Smart Grid
scopus关键词Carbon dioxide; Cost reduction; Demand side management; Economics; Electric power transmission networks; Electric power utilization; Electric utilities; Energy management; Global warming; Heuristic methods; Learning algorithms; Scheduling; Scheduling algorithms; Sustainable development; Bat algorithms; Heuristic techniques; Home energy managements; Meta-heuristic techniques; Search Algorithms; Smart grid; Smart power grids
来源期刊Advances in Intelligent Systems and Computing
文献类型期刊论文
条目标识符http://gcip.llas.ac.cn/handle/2XKMVOVA/176531
作者单位COMSATS Institute of Information Technology, Islamabad, 44000, Pakistan; Bahauddin Zakariya University, Multan, Pakistan
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Pamir,Javaid N.,Mohsin S.M.,et al. A hybrid bat-crow search algorithm based home energy management in smart grid[J],2019,772.
APA Pamir,Javaid N.,Mohsin S.M.,Iqbal A.,Yasmeen A.,&Ali I..(2019).A hybrid bat-crow search algorithm based home energy management in smart grid.Advances in Intelligent Systems and Computing,772.
MLA Pamir,et al."A hybrid bat-crow search algorithm based home energy management in smart grid".Advances in Intelligent Systems and Computing 772(2019).
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