Title :
Stochastic Midterm Coordination of Hydro and Natural Gas Flexibilities for Wind Energy Integration
Author :
Kamalinia, Saeed ; Lei Wu ; Shahidehpour, Mohammad
Author_Institution :
S&C Electr. Co., Chicago, IL, USA
Abstract :
This paper presents a stochastic security-constrained unit commitment (SCUC) model for the optimal midterm and flexible allocations of hydro and natural gas systems when accommodating a large integration of wind energy. Random errors in forecasting the hourly wind, natural water inflow, and electric load as well as random outages of power system components are modeled in scenarios via the Monte Carlo (MC) simulation. The proposed optimization model is formulated as a two-stage stochastic problem, where short-term and midterm generation resource optimizations are investigated in the first and the second stages, respectively. The reliability criteria including the loss of load expectation (LOLE) and load curtailment limits are incorporated into the midterm stochastic SCUC problem, where electric power and natural gas network constraints are checked. Numerical experiments signify the effectiveness of the proposed method for the midterm optimal scheduling of water and natural gas flexibilities when integrating wind energy resources.
Keywords :
Monte Carlo methods; hydroelectric power stations; load forecasting; power generation dispatch; power generation reliability; power generation scheduling; stochastic programming; thermal power stations; wind power plants; LOLE; MC simulation; Monte Carlo simulation; electric load; electric power network constraint; hourly-wind forecasting; hydro flexibility; load curtailment limit; loss-of-load expectation; midterm generation resource optimization; midterm optimal scheduling; midterm stochastic SCUC problem; natural gas flexibility; natural gas network constraint; natural water inflow; optimization model; power system component; random errors; random outages; reliability criteria; short-term generation resource optimizations; stochastic SCUC model; stochastic midterm coordination; stochastic security-constrained unit commitment model; two-stage stochastic problem; water flexibility; wind energy resource integration; Natural gas; Reservoirs; Stochastic processes; Wind energy; Wind speed; Flexible midterm operation; hydro resource allocation; natural gas; stochastic security-constrained unit commitment (SCUC); wind energy;
Journal_Title :
Sustainable Energy, IEEE Transactions on
DOI :
10.1109/TSTE.2014.2326821