TY - JOUR
T1 - Resilient Unit Commitment for Transmission Lines Hardening Under Endogenous Uncertainties
AU - Yang, Xiang
AU - Liu, Xinghua
AU - Zhao, Tianyang
AU - Xiao, Gaoxi
AU - Fan, Bangji
AU - Liu, Shengwei
AU - Wang, Peng
N1 - Publisher Copyright:
© 1969-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - This paper proposes a joint strategy of pre-disaster hardening for transmission lines and real-time dispatching for units to address the failures with endogenous uncertainties caused by hurricanes on transmission lines. Specifically, we delve into the resilient unit commitment (UC) problem, which is formulated as a two-stage robust optimization (TRO) problem with endogenous uncertainty. In the first stage, the generator states, outputs, reserves, and line reinforcement are pre-scheduled to minimize defense costs. The second stage adopts a recourse approach to quantify the worst-case failure scenario of the lines, reflected as the costs of load shedding and generator curtailment. The operating status of transmission lines is depicted by an endogenous uncertainty set which is affected by the line hardening decision and unit reserve decision in the first stage. The TRO model with endogenous uncertainty is solved using a modified column-and-constraint generation (C&CG) algorithm. The proposed model is tested on two reliability test systems (RTS), including a modified IEEE RTS-79 and a two-area IEEE RTS-96 exposed to a hurricane. The results verify the effectiveness of the proposed method, compared with the popular two-stage robust optimization method with endogenous uncertainty.
AB - This paper proposes a joint strategy of pre-disaster hardening for transmission lines and real-time dispatching for units to address the failures with endogenous uncertainties caused by hurricanes on transmission lines. Specifically, we delve into the resilient unit commitment (UC) problem, which is formulated as a two-stage robust optimization (TRO) problem with endogenous uncertainty. In the first stage, the generator states, outputs, reserves, and line reinforcement are pre-scheduled to minimize defense costs. The second stage adopts a recourse approach to quantify the worst-case failure scenario of the lines, reflected as the costs of load shedding and generator curtailment. The operating status of transmission lines is depicted by an endogenous uncertainty set which is affected by the line hardening decision and unit reserve decision in the first stage. The TRO model with endogenous uncertainty is solved using a modified column-and-constraint generation (C&CG) algorithm. The proposed model is tested on two reliability test systems (RTS), including a modified IEEE RTS-79 and a two-area IEEE RTS-96 exposed to a hurricane. The results verify the effectiveness of the proposed method, compared with the popular two-stage robust optimization method with endogenous uncertainty.
KW - Unit commitment
KW - endogenous uncertainty
KW - transmission lines hardening
KW - two-stage robust optimization
UR - https://www.scopus.com/pages/publications/85194875704
U2 - 10.1109/TPWRS.2024.3406712
DO - 10.1109/TPWRS.2024.3406712
M3 - 文章
AN - SCOPUS:85194875704
SN - 0885-8950
VL - 40
SP - 204
EP - 217
JO - IEEE Transactions on Power Systems
JF - IEEE Transactions on Power Systems
IS - 1
ER -