Appliance Scheduling in a Smart Home Using a Multiobjective Evolutionary Algorithm

被引:0
|
作者
Garroussi, Zineb [1 ,2 ]
Ellaia, Rachid [1 ,2 ]
Talbi, El-Ghazali [2 ,3 ]
机构
[1] Mohammed V Univ, Mohammadia Sch Engn, Lab Study & Res Appl Math, BP 765,Ibn Sina Ave, Rabat, Morocco
[2] Inria Lille Nord Europe, DOLPHIN Project Team, F-59650 Villeneuve Dascq, France
[3] Univ Lille 1, LIFL, UMR CNRS 8022, F-59655 Villeneuve Dascq, France
关键词
Smart grid; Smart home; Appliance scheduling; Multiobjective optimization; Evolutionary algorithm; DEMAND-SIDE MANAGEMENT; OPTIMIZATION MODELS;
D O I
暂无
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, we propose a multiobjective evolutionary algorithm to solve the appliance scheduling problem in a smart home in a one-day horizon subdivided into 1440 time slots of one minute each. Mathematically, the appliance scheduling problem is formulated as an integer programming problem in which the decision variables consist of finding the optimal starting times of appliances under a time-varying electricity prices and the time windows in which the appliances must be operated. The aim is to minimize the two conflicting objectives simultaneously: The electricity cost and the discomfort caused by the delay or the advance of the appliances starting times from the preferred starting times set by a home consumer. The extreme solutions of the obtained pareto front; best cost solution and best discomfort solution, are compared with the reference case in which a home consumer starts his/her appliances on his/her preferred starting times. The simulation results show that the ability of the proposed algorithm to shift appliances consumption in response to time-varying electricity prices from the on-peak price periods to the off-peak price periods within the time windows of appliances, through which a home consumer may reduce electricity cost without a significant impact on his/her comfort.
引用
收藏
页码:1098 / 1102
页数:5
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