TY - JOUR
T1 - Decentralized Optimal Power Flow for Multi-Agent Active Distribution Networks: A Differentially Private Consensus ADMM Algorithm
AU - Lei, Chao
AU - Bu, Siqi
AU - Chen, Qifan
AU - Wang, Qianggang
AU - Wang, Qin
AU - Srinivasan, Dipti
N1 - Publisher Copyright:
© 2010-2012 IEEE.
PY - 2024/11
Y1 - 2024/11
N2 - In multi-agent active distribution networks, the information exchanges in the ADMM algorithm for the decentralized distribution-level optimal power flow (D-OPF) may expose sensitive load flows of tie-lines across adjacent agents. This may be overheard by adversarial agents for business competition. To preserve this privacy, this paper proposes a differentially private consensus ADMM (DP-C-ADMM) algorithm, which can offer a mixture solution of both realistically optimal generator outputs and obfuscated-but-feasible load flows of tie-lines. And - differential privacy holds for load flows of tie-lines across agents over iterations. Case study justifies the theoretical properties of this algorithm up to specified privacy parameters.
AB - In multi-agent active distribution networks, the information exchanges in the ADMM algorithm for the decentralized distribution-level optimal power flow (D-OPF) may expose sensitive load flows of tie-lines across adjacent agents. This may be overheard by adversarial agents for business competition. To preserve this privacy, this paper proposes a differentially private consensus ADMM (DP-C-ADMM) algorithm, which can offer a mixture solution of both realistically optimal generator outputs and obfuscated-but-feasible load flows of tie-lines. And - differential privacy holds for load flows of tie-lines across agents over iterations. Case study justifies the theoretical properties of this algorithm up to specified privacy parameters.
KW - active distribution networks
KW - consensus ADMM
KW - differential privacy
KW - Optimal power flow
UR - https://www.scopus.com/pages/publications/85202786859
U2 - 10.1109/TSG.2024.3451793
DO - 10.1109/TSG.2024.3451793
M3 - Journal article
AN - SCOPUS:85202786859
SN - 1949-3053
VL - 15
SP - 6175
EP - 6178
JO - IEEE Transactions on Smart Grid
JF - IEEE Transactions on Smart Grid
IS - 6
ER -