Home Energy Management in Smart Grid using Evolutionary Algorithms

被引:7
|
作者
Saboor, Abdul [1 ]
Javaid, Nadeem [1 ]
Iqbal, Zafar [2 ]
Abbas, Zaheer [1 ]
Khan, Ahmad Jaffar [1 ]
Rashid, Saad [3 ]
Awais, Muhammad [1 ]
机构
[1] COMSATS Inst Informat Technol, Pk Rd, Islamabad 44000, Pakistan
[2] PMAS Arid Agr Univ, Rawalpindi 46000, Pakistan
[3] COMSATS Inst Informat Technol, Wah Cantt 47040, Pakistan
关键词
smart grid; demand response; appliance scheduling; genetic algorithm; peak-to-average ratio; user comfort; LOAD MANAGEMENT; OPTIMIZATION;
D O I
10.1109/AINA.2018.00154
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Home Energy Management Systems (HEMS) have been widely used for energy management in smart homes. Energy management in a smart home is a challenging task, which require efficient scheduling of appliances. The main focus of HEMS is to schedule the operation of appliances in such a way that it gives us optimized performance in terms of Peak to Average Ratio (PAR), Electric Cost (EC) minimization, execution time and User Comfort (UC). The Time of Use (ToU) pricing scheme is used in this paper. We used Genetic Algorithm (GA), Biogeography-based optimization (BBO) and our proposed hybrid Genetic Biogeography-based Optimization (GBBO), techniques to schedule appliances in single home and for multiple homes. Simulations are carried out using eight different appliances. The results show that GA and GBBO execute better in case of PAR reduction and EC minimization. GBBO outperforms in terms of user comfort. We calculated the UC in terms of waiting time.
引用
收藏
页码:1070 / 1080
页数:11
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