Title :
Market clearing for a wind-thermal power system incorporating wind generation and load forecast uncertainties
Author :
Reddy, S.S. ; Abhyankar, A.R. ; Bijwe, P.R.
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol. Delhi, New Delhi, India
Abstract :
This paper proposes market clearing mechanism for wind-thermal power system, including uncertainties in wind power generation and load demand. The stochastic behavior of wind speed and wind power is represented by Weibull probability density function (PDF), and the load demand is represented by normal PDF. This paper considers two objectives: total cost minimization and the system risk level minimization. The total cost minimization objective includes costs due to overestimation and underestimation of available wind power, and load demand, along with the cost of energy provided by conventional thermal generators and wind generators. System risk level is considered as an another objective, because wind power prediction is uncertain and highly dependent on the weather conditions. The proposed market clearing model provides a compromise solution by optimizing both the objectives using multi-objective Strength Pareto Evolutionary Algorithm 2+ (SPEA 2+). The effectiveness of the proposed approach is conformed from the results on IEEE 30 bus system.
Keywords :
Pareto optimisation; Weibull distribution; cost reduction; environmental factors; evolutionary computation; hybrid power systems; load forecasting; minimisation; power generation economics; power markets; stochastic processes; thermal power stations; uncertain systems; wind power plants; IEEE 30 bus system; SPEA 2+; Weibull PDF; Weibull probability density function; energy cost; load demand uncertainty; load forecast uncertainties; market clearing model; multiobjective strength Pareto evolutionary algorithm 2+; normal PDF; overestimation; stochastic behavior; system risk level minimization; thermal generators; total cost minimization; underestimation; weather conditions; wind generators; wind power generation uncertainty; wind power prediction; wind speed; wind-thermal power system; Generators; Probability density function; Uncertainty; Wind farms; Wind power generation; Wind speed; Fuzzy systems; market clearing; normal distribution; pareto optimality; penalty cost; reserve cost; weibull distribution; wind energy;
Conference_Titel :
Power and Energy Society General Meeting, 2012 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-2727-5
Electronic_ISBN :
1944-9925
DOI :
10.1109/PESGM.2012.6345335