DocumentCode :
3257735
Title :
A solution to economic load dispatch problem with non-smooth cost function using Self-Realized Differential Evolution optimization algorithm
Author :
Sharma, Renu ; Panigrahi, B.K. ; Rout, P.K. ; Krishnanand, K.R.
Author_Institution :
Dept. of ICE, Siksha O Anusandhan Univ., Bhubaneswar, India
fYear :
2011
fDate :
28-30 Dec. 2011
Firstpage :
1
Lastpage :
6
Abstract :
This paper proposes a new differential evolution optimization (DE) strategy namely, Self-Realized Differential Evolution (SRDE) for solving the economic dispatch (ED) problem with non-smooth cost functions in power systems. The proposed SRDE is in the structure of differential evolution owning new mutation operation and selection mechanism. An effective constraint handling method is presented in the suggested stochastic search technique. The proposed approach has been examined and tested with the numerical results of ED problems with forty-generation units including ramp rate limits, prohibited operating zones and valve-point loading effects also ten-generation units with multiple fuel options. The results of the proposed technique are compared with that of other techniques reported in the literature. For both the cases, the proposed algorithm outperforms the solution reported for the existing algorithms. In addition, the promising results show the robustness, fast convergence and efficiency of the proposed technique.
Keywords :
constraint handling; evolutionary computation; power generation dispatch; power generation economics; power plants; stochastic processes; ED; SRDE optimization algorithm; constraint handling method; economic load dispatch problem; forty-generation unit; multiple fuel option; mutation operation; nonsmooth cost function; operating zone; power system; ramp rate limit; self-realized differential evolution optimization algorithm; stochastic search technique; ten-generation unit; valve-point loading effect; Cost function; Economics; Fuels; Generators; Power generation; Vectors; Economic load dispatch; Non-smooth cost functions; Prohibited operating zones; Ramp rate limits; Self-realized differential evolution optimization; Valve-point effects;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Energy, Automation, and Signal (ICEAS), 2011 International Conference on
Conference_Location :
Bhubaneswar, Odisha
Print_ISBN :
978-1-4673-0137-4
Type :
conf
DOI :
10.1109/ICEAS.2011.6147131
Filename :
6147131
Link To Document :
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