The flexible resources of district heating system (DHS) can effectively cope with the fluctuation of photovoltaic (PV) output and improve the security of electric power network. A stochastic optimization method is proposed in this paper for power distribution network with high penetration of PV based on probabilistic forecasting and aggregate flexibility of DHS. Firstly, an adaptive robust optimization framework is used to aggregate the flexible resources of DHS, and the heat output interval is derived to achieve the decoupling of integrated electric-heating system. Then, the PV forecasting result is obtained by nonparametric probabilistic forecasting. Accordingly, PV scenarios with temporal correlation are acquired using Copula formulations. Based on the typical PV scenarios and aggregate flexibility of DHS, the stochastic optimization for combined heat and power dispatch is established. The case study demonstrates the effectiveness and feasibility of the proposed optimization method.
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Chen, Xinyu
;
Kang, Chongqing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Kang, Chongqing
;
O'Malley, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Ireland Univ Coll Dublin, Dublin 4, IrelandTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
O'Malley, Mark
;
Xia, Qing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Xia, Qing
;
Bai, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Bai, Jianhua
;
Liu, Chun
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Liu, Chun
;
Sun, Rongfu
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Sun, Rongfu
;
Wang, Weizhou
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wang, Weizhou
;
Li, Hui
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Huang, Wujing
;
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Zhang, Ning
;
Yang, Jingwei
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Yang, Jingwei
;
Wang, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wang, Yi
;
Kang, Chongqing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Jiang, Yibao
;
Wan, Can
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Wan, Can
;
Botterud, Audun
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Lab Informat & Decis Syst, 77 Massachusetts Ave, Cambridge, MA 02139 USAZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Botterud, Audun
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macau, State Key Lab Internet Things Smart City, Macau, Peoples R China
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Song, Yonghua
;
Dong, Zhao Yang
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, AustraliaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Jiang, Yibao
;
Wan, Can
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Wan, Can
;
Botterud, Audun
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Lab Informat & Decis Syst, Cambridge, MA 02139 USAZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Botterud, Audun
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Univ Macau, Dept Elect & Comp Engn, Macau, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Song, Yonghua
;
Xia, Shiwei
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Sch Elect & Elect Engn, Beijing 102206, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Jin, Tianyu
;
Chen, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Chen, Xinyu
;
Wen, Jinyu
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Wen, Jinyu
;
Wu, Qiuwei
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Elect Engn, Ctr Elect Power & Energy, DK-2800 Lyngby, DenmarkHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Wu, Qiuwei
;
Bai, Linquan
论文数: 0引用数: 0
h-index: 0
机构:
Univ North Carolina Charlotte, William States Lee Coll Engn, Charlotte, NC 28223 USAHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Bai, Linquan
;
Liu, Yifeng
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Hubei Power Exchange Ctr, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Liu, Yifeng
;
Cao, Yang
论文数: 0引用数: 0
h-index: 0
机构:
East Inner Mongolia Elect Power Co Ltd, State Grid Corp China, Hohhot 010013, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Chen, Xinyu
;
Kang, Chongqing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Kang, Chongqing
;
O'Malley, Mark
论文数: 0引用数: 0
h-index: 0
机构:
Natl Univ Ireland Univ Coll Dublin, Dublin 4, IrelandTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
O'Malley, Mark
;
Xia, Qing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Xia, Qing
;
Bai, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Bai, Jianhua
;
Liu, Chun
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Liu, Chun
;
Sun, Rongfu
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Sun, Rongfu
;
Wang, Weizhou
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wang, Weizhou
;
Li, Hui
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Beijing 100031, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Huang, Wujing
;
Zhang, Ning
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Zhang, Ning
;
Yang, Jingwei
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Yang, Jingwei
;
Wang, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
Wang, Yi
;
Kang, Chongqing
论文数: 0引用数: 0
h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R China
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Jiang, Yibao
;
Wan, Can
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Wan, Can
;
Botterud, Audun
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Lab Informat & Decis Syst, 77 Massachusetts Ave, Cambridge, MA 02139 USAZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Botterud, Audun
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Univ Macau, State Key Lab Internet Things Smart City, Macau, Peoples R China
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Song, Yonghua
;
Dong, Zhao Yang
论文数: 0引用数: 0
h-index: 0
机构:
Univ New South Wales, Sch Elect Engn & Telecommun, Sydney, NSW 2052, AustraliaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Jiang, Yibao
;
Wan, Can
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Wan, Can
;
Botterud, Audun
论文数: 0引用数: 0
h-index: 0
机构:
MIT, Lab Informat & Decis Syst, Cambridge, MA 02139 USAZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Botterud, Audun
;
Song, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Zhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Univ Macau, Dept Elect & Comp Engn, Macau, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
Song, Yonghua
;
Xia, Shiwei
论文数: 0引用数: 0
h-index: 0
机构:
North China Elect Power Univ, Sch Elect & Elect Engn, Beijing 102206, Peoples R ChinaZhejiang Univ, Coll Elect Engn, Hangzhou 310027, Peoples R China
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Jin, Tianyu
;
Chen, Xinyu
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Chen, Xinyu
;
Wen, Jinyu
论文数: 0引用数: 0
h-index: 0
机构:
Huazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Wen, Jinyu
;
Wu, Qiuwei
论文数: 0引用数: 0
h-index: 0
机构:
Tech Univ Denmark, Dept Elect Engn, Ctr Elect Power & Energy, DK-2800 Lyngby, DenmarkHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Wu, Qiuwei
;
Bai, Linquan
论文数: 0引用数: 0
h-index: 0
机构:
Univ North Carolina Charlotte, William States Lee Coll Engn, Charlotte, NC 28223 USAHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Bai, Linquan
;
Liu, Yifeng
论文数: 0引用数: 0
h-index: 0
机构:
State Grid Corp China, Hubei Power Exchange Ctr, Wuhan 430074, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China
Liu, Yifeng
;
Cao, Yang
论文数: 0引用数: 0
h-index: 0
机构:
East Inner Mongolia Elect Power Co Ltd, State Grid Corp China, Hohhot 010013, Peoples R ChinaHuazhong Univ Sci & Technol, State Key Lab Adv Electromagnet Engn & Technol, Wuhan 430074, Peoples R China