Distributionally robust approach;
Integrated energy system;
Data driven;
Dirichlet process mixture model;
ALGORITHM;
UNCERTAINTY;
FRAMEWORK;
MODEL;
D O I:
10.1016/j.seta.2024.104125
中图分类号:
X [环境科学、安全科学];
学科分类号:
08 ;
0830 ;
摘要:
The interconnection of electricity-gas-heating systems has received widespread attention due to its ability to improve the accommodation of renewable energy sources (RESs). This paper proposes a two-stage distributionally robust optimization (DRO) model for coordinating the energy and reserve of Integrated electricitygas-heating systems (IEGHSs) in conjunction with the uncertainties of multiple wind power output. The Dirichlet process mixture model (DPMM) is applied to extract uncertainty parameters information from historical data and construct uncertainty sets that consider the correlations between the output uncertainties of multiple wind farms. The original problem is decomposed using the column and constraint generation (C&CG) algorithm and further transformed using duality theory to enhance computational efficiency. The effectiveness and economy of the proposed model are demonstrated based on the numerical results of a realistic IEGHSs with multiple wind power installations.
机构:
China Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
Zhai, Junyi
Jiang, Yuning
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Polytech Fed Lausanne, Automat Control Lab, CH-1015 Lausanne, SwitzerlandChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
Jiang, Yuning
Zhou, Ming
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, State Key Lab Alternate Elect Power Syst Renewable, Beijing 102206, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
Zhou, Ming
Shi, Yuanming
论文数: 0引用数: 0
h-index: 0
机构:
ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
Shi, Yuanming
Chen, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, Beijing 100190, Peoples R China
Tsinghua Univ, Beijing Natl Res Ctr Informat Sci & Technol, Beijing 100190, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
Chen, Wei
Jones, Colin N.
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Polytech Fed Lausanne, Automat Control Lab, CH-1015 Lausanne, SwitzerlandChina Univ Petr East China, Coll New Energy, Qingdao 266580, Shandong, Peoples R China
机构:
China Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Zhai, Junyi
Jiang, Yuning
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Polytech Fed Lausanne, Automat Control Lab, CH-1015 Lausanne, SwitzerlandChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Jiang, Yuning
Shi, Yuanming
论文数: 0引用数: 0
h-index: 0
机构:
ShanghaiTech Univ, Sch Informat Sci & Technol, Shanghai 201210, Peoples R ChinaChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Shi, Yuanming
Jones, Colin N.
论文数: 0引用数: 0
h-index: 0
机构:
Ecole Polytech Fed Lausanne, Automat Control Lab, CH-1015 Lausanne, SwitzerlandChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
Jones, Colin N.
Zhang, Xiao-Ping
论文数: 0引用数: 0
h-index: 0
机构:
Univ Birmingham, Dept Elect Elect & Syst Engn, Birmingham B15 2TT, W Midlands, EnglandChina Univ Petr East China, Coll New Energy, Qingdao 266580, Peoples R China
机构:
North China Elect Power Univ, Beijing Key Lab New Energy & Low Carbon Dev, Beijing 102206, Peoples R China
SUNY Stony Brook, Coll Engn & Appl Sci, Dept Technol & Soc, Stony Brook, NY 11794 USANorth China Elect Power Univ, Beijing Key Lab New Energy & Low Carbon Dev, Beijing 102206, Peoples R China
Qin, Chao
Yan, Qingyou
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Beijing Key Lab New Energy & Low Carbon Dev, Beijing 102206, Peoples R ChinaNorth China Elect Power Univ, Beijing Key Lab New Energy & Low Carbon Dev, Beijing 102206, Peoples R China
Yan, Qingyou
He, Gang
论文数: 0引用数: 0
h-index: 0
机构:
SUNY Stony Brook, Coll Engn & Appl Sci, Dept Technol & Soc, Stony Brook, NY 11794 USANorth China Elect Power Univ, Beijing Key Lab New Energy & Low Carbon Dev, Beijing 102206, Peoples R China
机构:
Shanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R China
Hu, Jingwei
Xu, Xiaoyuan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R China
Xu, Xiaoyuan
Ma, Hongyan
论文数: 0引用数: 0
h-index: 0
机构:
Donghua Univ, Shanghai 201620, Peoples R ChinaShanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R China
Ma, Hongyan
Yan, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, Minist Educ, Key Lab Control Power Transmiss & Convers, Shanghai, Peoples R China
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Zheng, Xiaodong
Khodayar, Mohammad E.
论文数: 0引用数: 0
h-index: 0
机构:
Southern Methodist Univ, Dept Elect & Comp Engn, Dallas, TX 75205 USASouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Khodayar, Mohammad E.
Wang, Jianhui
论文数: 0引用数: 0
h-index: 0
机构:
Southern Methodist Univ, Dept Elect & Comp Engn, Dallas, TX 75205 USASouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Wang, Jianhui
Yue, Meng
论文数: 0引用数: 0
h-index: 0
机构:
Brookhaven Natl Lab, Upton, NY 11973 USASouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China
Yue, Meng
Zhou, Anping
论文数: 0引用数: 0
h-index: 0
机构:
Southern Methodist Univ, Dept Elect & Comp Engn, Dallas, TX 75205 USASouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510641, Peoples R China