Heuristic-Based Shiftable Loads Optimal Management in Smart Micro-Grids

被引:132
|
作者
Graditi, Giorgio [1 ]
Di Silvestre, Maria Luisa [2 ]
Gallea, Roberto [3 ]
Sanseverino, Eleonora Riva [2 ]
机构
[1] Ente Nuove Tecnol Energia & Sviluppo Econ Sosteni, I-80055 Naples, Italy
[2] Dipartimento Energia Ingn Informaz & Modelli Mate, I-90128 Palermo, Italy
[3] Dipartimento Ingn Chim Gest Informat Meccan DICGI, I-90128 Palermo, Italy
关键词
Demand side management; Pareto optimization; shiftable loads; smart-grids; swarm-optimization; DEMAND-SIDE MANAGEMENT; ENERGY MANAGEMENT; OPTIMIZATION ALGORITHM; SYSTEM; OPERATION; FRAMEWORK;
D O I
10.1109/TII.2014.2331000
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an optimal power dispatch problem on a 24-h basis for distribution systems with distributed energy resources (DER) also including directly controlled shiftable loads is presented. In the literature, the optimal energy management problems in smart grids (SGs) where such types of loads exist are formulated using integer or mixed integer variables. In this paper, a new formulation of shiftable loads is employed. Such formulation allows reduction in the number of optimization variables and the adoption of real valued optimization methods such as the one proposed in this paper. The method applied is a novel nature-inspired multiobjective optimization algorithm based on an original extension of a glowworm swarm particles optimization algorithm, with algorithmic enhancements to treat multiple objective formulations. The performance of the algorithm is compared to the NSGA-II on the considered power systems application.
引用
收藏
页码:271 / 280
页数:10
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