DocumentCode :
253361
Title :
Cost and profit optimization of integrated wind-thermal system by dynamic dispatch using swarm intelligence
Author :
Bhatt, A. ; Shrivastava, Ashish ; Pandit, M. ; Dubey, Hari Mohan
Author_Institution :
Dept. of Electr. Eng., M.I.T.S., Gwalior, India
fYear :
2014
fDate :
9-11 May 2014
Firstpage :
1
Lastpage :
6
Abstract :
Particle swarm optimization (PSO) algorithm is applied to find optimal dispatch for minimizing cost and maximizing profit of conventional units integrated with renewable power. Non-conventional energy sources, such as wind, are highly uncertain in nature. Generation of wind power depends on the wind speed. The uncertainty of wind power in cost model is considered by taking a dynamic dispatch model. This paper considers six conventional thermal generator units taken from IEEE 118-bus test system with wind turbines. The model includes all practical constraints like ramp rate limits and valve point loading effects of thermal generating units. Min-max limits are modified by ramp rate limits of generating systems. Optimization problem includes practical constraints with nonlinearity and non-convexity. For convex cost case, the results are validated using the sequential quadratic programming (SQP) algorithm but unfortunately, the conventional gradient based optimization methods are unsuitable for non-convex cases. On the other hand the swarm intelligence based models guarantee stable convergence to near best solution for such cases.
Keywords :
particle swarm optimisation; power generation dispatch; quadratic programming; thermal power stations; wind power plants; wind turbines; IEEE 118-bus test system; PSO algorithm; SQP algorithm; cost optimization; dynamic dispatch; integrated wind-thermal system; nonconventional energy sources; particle swarm optimization algorithm; profit optimization; sequential quadratic programming algorithm; swarm intelligence; thermal generator; wind power; wind speed; wind turbines; Green products; Nickel; Sociology; Statistics; Three-dimensional displays; Water; Wind turbines; Dynamic wind-thermal optimal dispatch; PSO; Profit maximization; SQP; ramp rate limits; valve point loading;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Recent Advances and Innovations in Engineering (ICRAIE), 2014
Conference_Location :
Jaipur
Print_ISBN :
978-1-4799-4041-7
Type :
conf
DOI :
10.1109/ICRAIE.2014.6909312
Filename :
6909312
Link To Document :
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