Title :
Wind farm layout design using modified particle swarm optimization algorithm
Author :
Rehman, Shafiqur ; Ali, S.S.A.
Author_Institution :
Res. Inst., King Fahd Univ. of Pet. & Miner., Dhahran, Saudi Arabia
Abstract :
Wind energy has shown tremendous potential for power generation. The energy is generated by wind turbines placed in a wind farm. To extract maximum energy from these wind farms, one of the most important issues is an efficient layout of the farms. This layout governs the location of each turbine in the wind farm. Due to its complexity, the wind farm layout design problem is classified as a complex optimization problem. Several attempts have been made previously to come up with better approaches and algorithms for optimization of wind farm. This paper proposes yet another optimization algorithm which is based on the particle swarm optimization (PSO) algorithm, which is a popular optimization algorithm. The proposed algorithm, termed as the modified particle swarm optimization algorithm (MPSO), is compared with previous results generated by another optimization algorithm, namely, genetic algorithm. Results indicate that MPSO generated better results.
Keywords :
particle swarm optimisation; wind power plants; wind turbines; MPSO algorithm; PSO algorithm; complex optimization problem; modified particle swarm optimization algorithm; power generation; wind farm layout design; wind turbine; Algorithm design and analysis; Layout; Optimization; Particle swarm optimization; Wind farms; Wind speed; Wind turbines; Wind farm layout design; optimization; particle swarm optimization; wind energy;
Conference_Titel :
Renewable Energy Congress (IREC), 2015 6th International
Conference_Location :
Sousse
DOI :
10.1109/IREC.2015.7110915