TY - JOUR
T1 - Transmission and distribution substation energy management considering large-scale energy storage, demand side management and security-constrained unit commitment
AU - Jokar, Hossein
AU - Bahmani-Firouzi, Bahman
AU - Alhelou, Hassan Haes
AU - Siano, Pierluigi
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2022/11/24
Y1 - 2022/11/24
N2 - In this paper, a bi-level optimization model including the problem of transmission network market and energy management in the distribution substation is presented. In the proposed bi-level model, the lower level includes the demand-side management (DSM) program and the optimal charge/discharge of large-scale energy storage system (LSESS) at distribution substations to increase grid profits and send decisions to the upper-level transmission market operator. The upper level of the proposed model is a security-constrained unit commitment (SCUC) to minimize production, no-load, startup, shutdown, and active power curtailment costs, and also the unavailability of the generation units. In this paper, to solve the bi-level optimization problem, the Karush-Kuhn-Tucker (KKT) equation modeling method will be used to turn the problem into a single-level problem. One of the advantages of converting a bi-level model to a single-level model compared to the methods of the decomposition algorithms is the lack of use of iterative algorithms, which leads to an increase in problem-solving time. The proposed model is tested on standard distribution substations and transmission networks, which shows that the proposed method is more effective than decomposition algorithms in terms of problem-solving time. The simulation results showed that the proposed method can be more efficient in large optimization problems.
AB - In this paper, a bi-level optimization model including the problem of transmission network market and energy management in the distribution substation is presented. In the proposed bi-level model, the lower level includes the demand-side management (DSM) program and the optimal charge/discharge of large-scale energy storage system (LSESS) at distribution substations to increase grid profits and send decisions to the upper-level transmission market operator. The upper level of the proposed model is a security-constrained unit commitment (SCUC) to minimize production, no-load, startup, shutdown, and active power curtailment costs, and also the unavailability of the generation units. In this paper, to solve the bi-level optimization problem, the Karush-Kuhn-Tucker (KKT) equation modeling method will be used to turn the problem into a single-level problem. One of the advantages of converting a bi-level model to a single-level model compared to the methods of the decomposition algorithms is the lack of use of iterative algorithms, which leads to an increase in problem-solving time. The proposed model is tested on standard distribution substations and transmission networks, which shows that the proposed method is more effective than decomposition algorithms in terms of problem-solving time. The simulation results showed that the proposed method can be more efficient in large optimization problems.
KW - Bi-level optimization
KW - demand side management
KW - large scale storage system
KW - security-constrained
KW - unit commitment
UR - http://www.scopus.com/inward/record.url?scp=85144009520&partnerID=8YFLogxK
U2 - 10.1109/ACCESS.2022.3224458
DO - 10.1109/ACCESS.2022.3224458
M3 - Article
AN - SCOPUS:85144009520
SN - 2169-3536
VL - 10
SP - 123723
EP - 123735
JO - IEEE Access
JF - IEEE Access
ER -