TY - GEN
T1 - Model predictive control-based optimal coordination of distributed energy resources
AU - Mayhorn, Ebony
AU - Kalsi, Karanjit
AU - Lian, Jianming
AU - Elizondo, Marcelo
PY - 2013
Y1 - 2013
N2 - Distributed energy resources, such as renewable energy resources (wind, solar), energy storage and demand response, can be used to complement conventional generators. The uncertainty and variability due to high penetration of wind makes reliable system operations and controls challenging, especially in isolated systems. In this paper, an optimal control strategy is proposed to coordinate energy storage and diesel generators to maximize wind penetration while maintaining system economics and normal operation performance. The goals of the optimization problem are to minimize fuel costs and maximize the utilization of wind while considering equipment life of generators and energy storage. Model predictive control (MPC) is used to solve a look-ahead dispatch optimization problem and the performance is compared to an open loop look-ahead dispatch problem. Simulation studies are performed to demonstrate the efficacy of the closed loop MPC in compensating for uncertainties and variability caused in the system.
AB - Distributed energy resources, such as renewable energy resources (wind, solar), energy storage and demand response, can be used to complement conventional generators. The uncertainty and variability due to high penetration of wind makes reliable system operations and controls challenging, especially in isolated systems. In this paper, an optimal control strategy is proposed to coordinate energy storage and diesel generators to maximize wind penetration while maintaining system economics and normal operation performance. The goals of the optimization problem are to minimize fuel costs and maximize the utilization of wind while considering equipment life of generators and energy storage. Model predictive control (MPC) is used to solve a look-ahead dispatch optimization problem and the performance is compared to an open loop look-ahead dispatch problem. Simulation studies are performed to demonstrate the efficacy of the closed loop MPC in compensating for uncertainties and variability caused in the system.
UR - https://www.scopus.com/pages/publications/84875542352
U2 - 10.1109/HICSS.2013.410
DO - 10.1109/HICSS.2013.410
M3 - Conference contribution
AN - SCOPUS:84875542352
SN - 9780769548920
T3 - Proceedings of the Annual Hawaii International Conference on System Sciences
SP - 2237
EP - 2244
BT - Proceedings of the 46th Annual Hawaii International Conference on System Sciences, HICSS 2013
T2 - 46th Annual Hawaii International Conference on System Sciences, HICSS 2013
Y2 - 7 January 2013 through 10 January 2013
ER -