DocumentCode :
710197
Title :
Particle Swarm Optimization for the Minimization of Power Losses in Distribution Networks
Author :
Abugri, Joseph B. ; Karam, Marc
Author_Institution :
Dept. of Electr. Eng., Tuskegee Univ. Tuskegee, Tuskegee, AL, USA
fYear :
2015
fDate :
13-15 April 2015
Firstpage :
73
Lastpage :
78
Abstract :
This research utilizes particle swarm optimization (PSO) to minimize the total active power losses in an IEEE 6-bus transmission system. The complexity of the problem lies in integrating Newton-Raphson load flow algorithm, which is used in computing power losses, with PSO algorithm, which is used to minimize these losses. The considered PSO control variables are: the reactive power output of generators, the tap ratios of transformers, and the reactive power output of shunt compensators. PSO was chosen as optimization method due to its popularity as a successful algorithm in solving non-smooth global optimization problems. The proposed PSO algorithm gave very satisfactory simulation results. Power losses were reduced by 13.9% for an initial set of PSO parameters. These parameters were thereafter varied in order to improve PSO performance by further minimizing the power losses. Effectively, we were able to obtain a set of parameters that resulted in a 19.31% reduction in power losses. These successful simulation results confirm the effectiveness of PSO in minimizing distribution networks power losses.
Keywords :
IEEE standards; Newton-Raphson method; distribution networks; load flow; minimisation; particle swarm optimisation; reactive power; transformers; IEEE 6-bus transmission system; Newton-Raphson load flow algorithm; PSO algorithm; PSO control variables; distribution network; generator reactive power output; nonsmooth global optimization problem; particle swarm optimization; shunt compensator reactive power output; total active power loss minimization; transformer tap ratios; Convergence; Linear programming; Load flow; Minimization; Optimization; Particle swarm optimization; Reactive power; IEEE 6-Bus transmission system; active power losses minimization; particle swarm optimization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Technology - New Generations (ITNG), 2015 12th International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-1-4799-8827-3
Type :
conf
DOI :
10.1109/ITNG.2015.18
Filename :
7113452
Link To Document :
بازگشت