Title :
Dynamic economic dispatch solving in power systems using imperialist competitive algorithm
Author :
Samadi, Reza ; Hamidzadeh, Javad
Author_Institution :
Ferdows Branch, Dept. of Comput. Eng., Islamic Azad Univ., Ferdows, Iran
Abstract :
The dynamic economic dispatch (DED) problem is an extension of the conventional static load dispatch problem in the context of electrical power generation. In this paper, issues related to the implementation of the several soft computing techniques are highlighted for a successful application to solve dynamic economic dispatch (DED) problem, which is a constrained optimization problem in power systems. First of all, a survey covering the basics of the techniques is presented and then implementation of the techniques in the DED problem is discussed. The soft computing techniques, namely multi-layered perceptron neural network (MLP NN), genetic algorithm (GA), Imperialist Competitive Algorithm(ICA), particle swarm (PSO) and are applied to solve the DED problem. The Evolutionary Algorithms are tested on power system consisting 3 generating units and the results are compared together. Suggestion is presented to improve techniques.
Keywords :
genetic algorithms; multilayer perceptrons; particle swarm optimisation; power engineering computing; power generation dispatch; DED problem; MLP NN; PSO; constrained optimization problem; dynamic economic dispatch problem; dynamic economic dispatch solving; electrical power generation; evolutionary algorithms; genetic algorithm; imperialist competitive algorithm; multilayered perceptron neural network; particle swarm optimisation; power systems; soft computing techniques; static load dispatch problem; Artificial intelligence; Artificial neural networks; Economics; Genetic algorithms; Heuristic algorithms; Optimization; Power system dynamics; Constrained Optimization; Genetic Algorithm; Imperialist Competitive Algorithm; MLP Neural Network; Particle Swarm Optimization;
Conference_Titel :
Technology, Communication and Knowledge (ICTCK), 2014 International Congress on
Conference_Location :
Mashhad
DOI :
10.1109/ICTCK.2014.7033541