Title :
An Improved Particle Swarm Optimization and Its Application to Power System Transfer Capability Calculation
Author :
Zhang, Chang-hua ; Sun, Rong-fu ; Liu, Chong-xu ; Fan, Yue ; Niu, Shuan-bao ; Song, Yong-hua
Author_Institution :
Key Lab. of Complex Syst. & Intell. Sci., Chinese Acad. of Sci., Beijing
Abstract :
In this paper, an algorithm based on particle swarm optimization (PSO) for power system transfer capability calculation is presented. A dual fitness scheme that takes both objective and constraint into account is adopted to evaluate the survival chance of any particle, thus avoid the drawbacks of traditional penalty method. In the evolution process, if the population best particle has no update during a prescribed number of consecutive generations, it is regarded as a local optimum solution and the searching space around this particle is locked to prevent other particles flying into it. And this particle is saved as one of the candidate solution. In the end, by comparing the fitness of all saved particles and the current population best particle, the optimum value can be obtained. This improved particle swarm algorithm is then successfully applied to IEEE118 bus system optimization problem. Compared with a traditional well-known method, sequential quadratic programming (SQP), our proposal obtains better solutions for this problem.
Keywords :
evolutionary computation; load flow; particle swarm optimisation; transmission networks; IEEE118 bus system optimization problem; PSO; evolution process; particle swarm optimization; power system transfer capability calculation; transmission network; Equations; Load flow; Mathematical model; Optimization methods; Particle swarm optimization; Power generation; Power system modeling; Power system reliability; Power systems; Sun; available transfer capability (ATC); evolutionary programming; optimization; particle swarm optimization (PSO); power system;
Conference_Titel :
Power System Technology, 2006. PowerCon 2006. International Conference on
Conference_Location :
Chongqing
Print_ISBN :
1-4244-0110-0
Electronic_ISBN :
1-4244-0111-9
DOI :
10.1109/ICPST.2006.321505