DocumentCode :
3453321
Title :
Short-term coordination of hydro-thermal systems with cascaded reservoirs using bacterial foraging algorithm
Author :
Farhat, I.A. ; El-Hawary, M.E.
Author_Institution :
Dalhousie U. NS, Halifax, NS, Canada
fYear :
2011
fDate :
8-11 May 2011
Abstract :
A modified bacterial foraging algorithm (MBFA) is presented in this paper to solve the short-term generation coordination problem of hydro-thermal systems with multi-chain reservoirs. The short-term hydro-thermal coordination problem (STHTC) is a dynamic nonlinear large-scale optimization problem which requires solving unit commitment and economic power load dispatch problems. The original bacterial foraging algorithm (BFA) is a recently developed evolutionary optimization technique based on the foraging behavior of the E. coli bacteria. The BFA has been successfully employed to solve various optimization problems; however, for large-scale problems such as the STHTC problem, it shows poor convergence properties. To tackle this complex problem considering its high-dimensioned search space, critical improvements are introduced to the basic BFA. The chemotactic step is modified to decrease nonlinearly and dynamically in order to improve the convergence characteristics. A multi reservoir cascaded hydro-thermal generation system is employed to test the proposed algorithm and demonstrate its capability to tackle this complex problem.
Keywords :
evolutionary computation; hydrothermal power systems; nonlinear programming; BFA; E. coli bacteria; STHTC problem; bacterial foraging algorithm; cascaded reservoirs; chemotactic step; dynamic nonlinear large-scale optimization problem; evolutionary optimization technique; hydro-thermal systems; multireservoir cascaded hydrothermal generation system; short-term generation coordination problem; short-term hydro-thermal coordination problem; Cost function; Heuristic algorithms; Microorganisms; Power generation; Reservoirs; Simulation; Bacterial foraging optimization; short-term hydro-thermal scheduling;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical and Computer Engineering (CCECE), 2011 24th Canadian Conference on
Conference_Location :
Niagara Falls, ON
ISSN :
0840-7789
Print_ISBN :
978-1-4244-9788-1
Electronic_ISBN :
0840-7789
Type :
conf
DOI :
10.1109/CCECE.2011.6030487
Filename :
6030487
Link To Document :
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