DocumentCode :
1942942
Title :
A hybrid approach based on PSO and EP for proficient solving of Unit Commitment Problem
Author :
Singh, R.L.R. ; Rajan, C.C.A.
Author_Institution :
Dept. of EEE, Sathyabama Univ., Chennai, India
fYear :
2011
fDate :
28-30 Sept. 2011
Firstpage :
1
Lastpage :
7
Abstract :
Unit Commitment Problem (UCP) is a nonlinear mixed integer optimization problem used in the scheduling operation of power system generating units subjected to demand and reserve requirement constraints for achieving minimum operating cost. The task of the UC problem is to determine the on/off state of the generating units at every hour interval of the planning period for optimally transmitting the load and reserve among the committed units. The importance for the necessity of a more effective optimal solution to the UCP problem is increasing with the regularly varying demand. Hereby, we propose a hybrid approach which solves the unit commitment problem subjected to necessary constraints and gives the optimal commitment of the units. The possible combination of demand and their corresponding optimal generation schedule can be determined by the PSO algorithm. Being a global optimization technique, Evolutionary Programming (EP) for solving Unit Commitment Problem, operates on a method, which encodes each unit´s operating schedule with respect to up/down time. When the demand over a time horizon is given as input to the network it successfully gives the schedule of each unit´s commitment that satisfies the demands of all the periods and results in minimum total cost.
Keywords :
integer programming; power generation planning; power generation scheduling; EP; PSO algorithm; UC problem; UCP; evolutionary programming; global optimization technique; hybrid approach; nonlinear mixed integer optim ization problem; optimal generation schedule; optimal solution; power system generating units; reserve requirement; scheduling operation; unit commitment problem; Evolutionary Programming (EP); Generation schedule; Particle Swarm Optimization (PSO); Power Flow Constraints (PFC) Unit commitment problem (UCP);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Utility Exhibition on Power and Energy Systems: Issues & Prospects for Asia (ICUE), 2011 International Conference and
Conference_Location :
Pattaya City
Print_ISBN :
978-1-4673-6006-7
Type :
conf
DOI :
10.1109/ICUEPES.2011.6497763
Filename :
6497763
Link To Document :
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