Title :
A newly improved particle swarm optimization for economic dispatch with valve point loading effects
Author :
Dieu, Vo Ngoc ; Schegner, Peter ; Ongsakul, Weerakorn
Author_Institution :
Energy Field of Study, Asian Inst. of Technol., Pathumthani, Thailand
Abstract :
This paper proposes a newly improved particle swarm optimization (NIPSO) for solving economic dispatch problem with valve point loading effects. The proposed NIPSO is based on the particle swarm optimization with time-varying acceleration coefficients (PSO-TVAC) with more improvements including the use of sigmoid function with random variation for inertia weight factor, pseudo-gradient for guidance of particles, and quadratic programming for obtaining initial condition. With the new improvements, the search ability of the NIPSO method has been considerably enhanced in comparison with the PSO-TVAC method. The proposed NIPSO has been tested on 13-unit and 40-unit systems and the obtained best total costs are compared to those from many other methods available in the literature. The result comparison has shown that the proposed method can find better optimal solution than the many others. Therefore, the proposed NISPO could be favorable for solving the noncon-vex economic dispatch problems.
Keywords :
gradient methods; load dispatching; particle swarm optimisation; quadratic programming; 13-unit systems; 40-unit systems; NIPSO method; PSO-TVAC method; economic dispatch; inertia weight factor; newly improved particle swarm optimization; pseudo-gradient; quadratic programming; sigmoid function; time-varying acceleration coefficients; valve point loading effects; Acceleration; Generators; Loading; Optimization; Particle swarm optimization; Search problems; Valves; Economic dispatch; particle swarm optimization; pseudo gradient; sigma function; time varying acceleration coefficients; valve point loading effects;
Conference_Titel :
Power and Energy Society General Meeting, 2011 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4577-1000-1
Electronic_ISBN :
1944-9925
DOI :
10.1109/PES.2011.6039332