Alternating Direction Method of Multipliers for Solving Joint Chance Constrained Optimal Power Flow Under Uncertainties
被引:0
作者:
Qin, James Ciyu
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, AustraliaUniv New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
Qin, James Ciyu
[1
]
Yan, Yifan
论文数: 0引用数: 0
h-index: 0
机构:
Fudan Univ, Sch Data Sci, Shanghai 200433, Peoples R ChinaUniv New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
Yan, Yifan
[2
]
Jiang, Rujun
论文数: 0引用数: 0
h-index: 0
机构:
Fudan Univ, Sch Data Sci, Shanghai 200433, Peoples R ChinaUniv New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
Jiang, Rujun
[2
]
Mo, Huadong
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, AustraliaUniv New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
Mo, Huadong
[1
]
Dong, Daoyi
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, AustraliaUniv New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
Dong, Daoyi
[1
]
机构:
[1] Univ New South Wales, Sch Engn & Informat Technol, Canberra, ACT 2610, Australia
[2] Fudan Univ, Sch Data Sci, Shanghai 200433, Peoples R China
来源:
IFAC PAPERSONLINE
|
2022年
/
55卷
/
16期
基金:
中国国家自然科学基金;
澳大利亚研究理事会;
关键词:
Alternating direction method of multipliers;
joint chance-constraint;
optimal power flow;
optimization;
uncertainty;
D O I:
10.1016/j.ifacol.2022.09.010
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
The increasing penetration of renewable energy sources in power systems introduces additional load fluctuations. Lack of awareness of them may lead to a high risk of system failure. Many existing approaches mitigate this issue by considering individual chance constraints (CCs) for the physical limitation of the system. To guarantee that all the operational constraints are satisfied with a predetermined probability, this paper uses joint chance constraints to formulate the optimal power flow (OPF) problem. Additionally, to ensure the scalability, this paper presents an alternating direction method of multipliers (ADMM) with convex optimization subproblems to solve the joint chance-constrained (JCC) OPF, where the computational burden is reduced. At last, to avoid making assumptions about the uncertainties, the CCs are approximated with a sample-based approach. Copyright (C) 2022 The Authors.
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Yu J.-Q.
Chen S.-Y.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Chen S.-Y.
Zhao A.-J.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Zhao A.-J.
Feng Z.-X.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Feng Z.-X.
Gao Z.-K.
论文数: 0引用数: 0
h-index: 0
机构:
School of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Gao Z.-K.
[J].
Kongzhi Lilun Yu Yingyong/Control Theory and Applications,
2021,
38
(07):
: 947
-
962
机构:
Los Alamos Natl Lab, Div Theoret, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USAColumbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA
Chertkov, Michael
Harnett, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Appl Phys & Appl Math, New York, NY 10027 USA
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USAColumbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Yu J.-Q.
Chen S.-Y.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Chen S.-Y.
Zhao A.-J.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Zhao A.-J.
Feng Z.-X.
论文数: 0引用数: 0
h-index: 0
机构:
School of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Feng Z.-X.
Gao Z.-K.
论文数: 0引用数: 0
h-index: 0
机构:
School of Information and Control Engineering, Xi'an University of Architecture and Technology, Xi'anSchool of Building Services Science and Engineering, Xi'an University of Architecture and Technology, Xi'an
Gao Z.-K.
[J].
Kongzhi Lilun Yu Yingyong/Control Theory and Applications,
2021,
38
(07):
: 947
-
962
机构:
Los Alamos Natl Lab, Div Theoret, Los Alamos, NM 87545 USA
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USAColumbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA
Chertkov, Michael
Harnett, Sean
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Dept Appl Phys & Appl Math, New York, NY 10027 USA
Los Alamos Natl Lab, Ctr Nonlinear Studies, Los Alamos, NM 87545 USAColumbia Univ, Dept Ind Engn & Operat Res, New York, NY 10027 USA