Wind Driven Optimization With Smart Home Battery for Power Scheduling Problem in Smart Home

被引:3
|
作者
Makhadmeh, Sharif Naser [1 ]
Al-Betar, Mohammed Azmi [1 ]
Abasi, Ammar Kamal [2 ]
Awadallah, Mohammed A. [3 ]
Alyasseri, Zaid Abdi Alkareem [4 ]
Alomari, Osama Ahmad [5 ]
Abu Doush, Iyad [6 ]
机构
[1] Ajman Univ, Coll Engn & Informat Technol, Artificial Intelligence Res Ctr, Ajman, U Arab Emirates
[2] Univ Sains Malaysia, Sch Comp Sci, George Town, Malaysia
[3] Al Aqsa Univ, Dept Comp Sci, Gaza, Palestine
[4] Univ Kufa, ECE Dept, Fac Engn, Najaf, Iraq
[5] Istanbul Gelisim Univ, Fac Engn & Architecture, Dept Comp Engn, Istanbul, Turkey
[6] Amer Univ Kuwait, Coll Engn & Appl Sci, Dept Comp, Salmiya, Kuwait
关键词
Optimization; Power Scheduling Problem in Smart Home; Wind Driven Optimization; Smart Home Battery; ENERGY MANAGEMENT;
D O I
10.1109/PICICT53635.2021.00026
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The power scheduling problem in smart home (PSPSH) refers to schedule smart appliances at suitable times in accordance with pricing system(s). Smart appliances can be rearranged and scheduled by moving their operation times from one period to another. Such a process aims to decrease the electricity bill and the power demand at peak periods and improve user satisfaction. Different optimization approaches were proposed to address PSPSH, where metaheuristics are the most common methods. In this paper, wind-driven optimization (WDO) is adapted to handle PSPSH and optimize its objectives. Smart home battery (SHB) is modelled and used to improve the schedules by storing power at off-peak periods and using the stored power at peak periods. In the simulation results, the proposed approach proves its efficiency in reducing electricity bills and improving user satisfaction. In addition, WDO is compared with bacterial foraging optimization algorithm (BFOA) to evaluate and investigate its performance. WDO outperforms BFOA in optimizing PSPSH objectives.
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页码:82 / 87
页数:6
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