Optimization of Home Energy Management System Through Application of Tabu Search
- 1k Downloads
In the past few years, a number of optimization techniques have been designed for Home Energy Management System (HEMS). In this paper, we evaluated the performance of two heuristic algorithms, i.e., Harmony Search Algorithm (HSA) and Tabu Search (TS) for optimization in residential area. These algorithms are used for efficient scheduling of Smart Appliances (SA) in Smart Homes (SH). Evaluated results show that TS performed better than HSA in achieving our defined goals of cost reduction, improving User Comfort (UC) level and minimization of Peak to Average Ratio (PAR). However, there remains a trade-off between electricity cost and waiting time.
KeywordsSmart grid Demand side management Heuristic techniques Tabu search Harmony search algorithm
- 6.Zhu, Z., Tang, J., Lambotharan, S., Chin, W.H., Fan, Z.: An integer linear programming based optimization for home demand-side management in smart grid. In: Innovative Smart Grid Technologies (ISGT), 2012 IEEE PES, pp. 1–5. IEEE, January 2012Google Scholar
- 8.Ma, J., Chen, H.H., Song, L., Li, Y.: Residential load scheduling in smart grid: a cost efficiency perspective. IEEE Trans. Smart Grid 7(2), 771–784 (2016)Google Scholar
- 12.Ogwumike, C., Short, M., Denai, M.: Near-optimal scheduling of residential smart home appliances using heuristic approach. In: 2015 IEEE International Conference on Industrial Technology (ICIT), pp. 3128–3133. IEEE, March 2015Google Scholar