Distributionally robust chance constraint;
Hybrid driving of data and model;
Latin hypercube sampling;
Multi-energy power system;
Staged carbon trading mechanism;
INTEGRATED ELECTRICITY;
NATURAL-GAS;
POWER;
OPERATION;
SYSTEM;
D O I:
10.1007/s00202-024-02876-w
中图分类号:
TM [电工技术];
TN [电子技术、通信技术];
学科分类号:
0808 ;
0809 ;
摘要:
In the context of the energy revolution, the new power system is gradually transforming into an energy internet. Sustainability and uncertainty in power systems have become a challenge in energy system planning and operation. To address the above problems, this paper proposes a distributed integrated energy system with an uncertainty scheduling problem. First, the distribution and transmission processes of the electricity-gas-hydrogen system are finely modeled, with the energy system being an electricity-gas transmission network and a multi-energy flow energy hub distribution network. Afterward, an ambiguity set is generated based on historical data and Latin hypercube sampling to construct a multi-energy power system with data-model-driven distributionally robust chance-constrained optimization for system cost minimization. Finally, the computable distributionally robust chance constraint expression is established from historical data. The comparative analysis of the arithmetic example shows that the system self-sufficiency is improved by 3.74%, carbon emission is reduced by 2.26%, and the total cost is reduced by 9.87%.
机构:
Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R China
Yang, Lun
Xu, Yinliang
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机构:
Tsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R China
Xu, Yinliang
Gu, Wei
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机构:
Southeast Univ, Sch Elect Engn, Nanjing 210096, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R China
Gu, Wei
Sun, Hongbin
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h-index: 0
机构:
Tsinghua Univ, Dept Elect Engn, State Key Lab Power Syst, Beijing 100084, Peoples R ChinaTsinghua Univ, Tsinghua Shenzhen Int Grad Sch, Tsinghua Berkeley Shenzhen Inst, Shenzhen 518055, Peoples R China
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Li, Weiwei
Qian, Tong
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Qian, Tong
Zhang, Yin
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Zhang, Yin
Shen, Yueqing
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Shen, Yueqing
Wu, Chenghu
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h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China
Wu, Chenghu
Tang, Wenhu
论文数: 0引用数: 0
h-index: 0
机构:
South China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R ChinaSouth China Univ Technol, Sch Elect Power Engn, Guangzhou 510640, Peoples R China