DocumentCode :
2565629
Title :
A normative self-organizing migrating algorithm for power economic dispatch of thermal generators with valve-point effects and multiple fuels
Author :
Mariani, Viviana Cocco ; De Souza, Rodrigo Clemente Thom ; Coelho, Leandro Dos Santos
Author_Institution :
Dept. of Mech. Eng., Pontifical Catholic Univ. of Parana, Curitiba, Brazil
fYear :
2009
fDate :
11-14 Oct. 2009
Firstpage :
5227
Lastpage :
5232
Abstract :
A new class of meta-heuristics called SOMA (Self-Organizing Migrating Algorithm) was proposed in recent literature. SOMA works on a population of potential solutions called specimen and it is based on the self-organizing behavior of groups of individuals in a ¿social environment¿. This paper proposes a modified SOMA approach to solving the economic load dispatch problem of thermal generators with the valve-point effect. To show the performance of the proposed modified SOMA algorithm based on fundamentals of normative knowledge in cultural algorithms, which was applied to test the power economic problem comprised 10 generating units with valve-point effects and multiple fuels for the load demands of 2400 MW. Simulation results show that the classical and modified SOMA algorithms are efficient and have good convergence property when compared with results of other optimization methods reported in the literature.
Keywords :
evolutionary computation; load management; optimisation; power systems; self-adjusting systems; thermal power stations; modified SOMA approach; multiple fuel; normative self-organizing migrating algorithm; power 2400 MW; self-organizing behavior; social environment; thermal generators power economic dispatch; valve point effect; Environmental economics; Evolutionary computation; Fuel economy; Industrial economics; Modeling; Power generation; Power generation economics; Power system economics; Stochastic processes; Systems engineering and theory; evolutionary computation; optimization; power generation; power systems; self-organizing migrating algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1062-922X
Print_ISBN :
978-1-4244-2793-2
Electronic_ISBN :
1062-922X
Type :
conf
DOI :
10.1109/ICSMC.2009.5345984
Filename :
5345984
Link To Document :
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