DocumentCode :
2138389
Title :
Economic Load Dispatch of Higher Order Cost Polynomials Using Modified Particle Swarm Optimization
Author :
Saber, Ahmed Yousuf ; Yona, Atsushi ; Higashi, Masatake
Author_Institution :
Toyota Technol. Inst., Nagoya
Volume :
2
fYear :
2007
fDate :
23-27 June 2007
Firstpage :
1203
Lastpage :
1208
Abstract :
This paper presents a modified particle swarm optimization (MPSO) for economic load dispatch (ELD) problem. Considering multifuel operations, valve-point effects, accurate curve fitting, etc., real cost function is more complex than a conventional second order cost function in the deregulated changing market. Modified PSO consists of problem dependent variable number of promising values (in velocity vector), unit vector, error-iteration dependent step length, etc. It reliably and accurately tracks a continuously changing solution of the complex cost function and no extra concentration/effort is needed for more complex higher order cost polynomial in ELD. Constraint management is incorporated in the modified PSO. The modified PSO has balance between local and global searching abilities, and an appropriate fitness function helps to converge it quickly. To avoid the method to be frozen, stagnated/idle particles are reset. In this paper, sensitivity of higher order cost polynomial is also analyzed visually to realize the importance of higher order cost polynomial in ELD. Finally, benchmark data and methods are used to show the effectiveness of the proposed method.
Keywords :
convergence; load dispatching; particle swarm optimisation; polynomials; power markets; power system economics; search problems; ELD problem; accurate curve fitting; convergence; deregulated changing market; economic load dispatch; global search; higher order cost polynomials; local search; modified particle swarm optimization; multifuel operations; valve-point effects; Cost function; Curve fitting; Fuel economy; Particle swarm optimization; Polynomials; Power generation; Power generation economics; Power transmission lines; Propagation losses; Transmission line matrix methods; Modified particle swarm optimization; appropriate fitness function; economic load dispatch; higher order complex polynomial cost function; unit vector;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Informatics, 2007 5th IEEE International Conference on
Conference_Location :
Vienna
ISSN :
1935-4576
Print_ISBN :
978-1-4244-0851-1
Electronic_ISBN :
1935-4576
Type :
conf
DOI :
10.1109/INDIN.2007.4384947
Filename :
4384947
Link To Document :
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