Title :
Chaotic firefly algorithm to solve economic load dispatch problems
Author :
Arul, R. ; Velusami, S. ; Ravi, G.
Author_Institution :
Dept. of Electr. Eng., Annamalai Univ., Annamalainagar, India
Abstract :
This paper presents a chaotic firefly algorithm (CFA) to solve economic load dispatch (ELD) problems. In the proposed algorithm, chaotic variables generated using tent map are used in the control parameters of FA algorithm, instead of rand number generator to improve the searching capacity of FA and to find the better optimum solution. The effectiveness of the proposed algorithm has been tested with 13, 15, 40, 10 units with multiple fuel options and IEEE-30 bus system with different constraints, such as power balance, prohibited operating zones, ramp-rate limits, bus voltage constraints and line flow limits. The results obtained by the proposed algorithm are compared with the results of FA and other soft computing techniques reported in literature. The results obtained reveal that the optimal results obtained by the proposed algorithm are better than FA and other soft computing techniques reported in the literature. Furthermore, the proposed algorithm has good convergence characteristic in all the test cases considered.
Keywords :
chaos generators; heuristic programming; power engineering computing; power generation dispatch; power generation economics; random number generation; search problems; FA algorithm; IEEE-30 bus system; bus voltage constraints; chaotic firefly algorithm; chaotic variables generation; control parameter; economic load dispatch problem; line flow limits; power balance; prohibited operating zone; ramp-rate limits; rand number generator; searching capacity improvement; soft computing technique; tent map; Chaos; Convergence; Economics; Fuels; Generators; Heuristic algorithms; Valves; chaotic firefly algorithm; economic load dispatch; prohibited operating zones; ramp-rate limits; security constraints; transmission loss; valve point effect;
Conference_Titel :
Green Computing, Communication and Conservation of Energy (ICGCE), 2013 International Conference on
Conference_Location :
Chennai
DOI :
10.1109/ICGCE.2013.6823480