Title :
Advanced MOEPSO-based Multi-objective environmental Economic Load Dispatching
Author :
Mori, H. ; Okawa, K.
Author_Institution :
Dept. of Electron. & Bioinf., Meiji Univ., Kawasaki, Japan
Abstract :
In this paper, an efficient method is proposed for Economic Load Dispatching (ELD) in consideration of the environmental preservation. The proposed method is based on Multi-objective meta-heuristics (MOMH) that evaluates a set of the Pareto solutions systematically. From a standpoint of sustainable energy or environmental protection, the reduction of carbon dioxide (CO2) emission is one of main concern in generation scheduling. As a result, ELD is required to minimize the amount of CO2 emission while minimizing the operational cost. To solve such a problem, this paper proposes efficient MOMH that evaluates a set of the Pareto solutions efficiently. As MOMH, MOEPSO (Multiple objective Evolutionary Particle Swarm Optimization) that corresponds to an extension of MOPSO (Multi-objective Particle Swarm Optimization) is used to evaluate better solutions. The EPSO strategy in MOEPSO contributes to adaptive parameter adjustments significantly. In addition, the strategy of density information in SPEA2 is employed to enhance the solution quality for a set of the Pareto solutions. The proposed method is successfully applied to the 39-node 10-unit sample system.
Keywords :
Pareto optimisation; environmental factors; load dispatching; particle swarm optimisation; power system economics; EPSO strategy; Pareto solutions; adaptive parameter adjustments; advanced MOEPSO-based multiobjective environmental economic load dispatching; carbon dioxide emission; density information; environmental preservation; environmental protection; generation scheduling; multiobjective meta-heuristics; multiobjective particle swarm optimization; multiple objective evolutionary particle swarm optimization; operational cost; solution quality; sustainable energy; EPSO; Economic Load Dispatching; MOPSO; Multi-objective Meta-heuristics; SPEA2; carbon dioxide (CO2) Emission; global warming;
Conference_Titel :
Power and Energy Society General Meeting, 2010 IEEE
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4244-6549-1
Electronic_ISBN :
1944-9925
DOI :
10.1109/PES.2010.5590209