Title:
METHOD AND APPARATUS FOR CONSTRUCTING DISPATCHING MODEL OF INTEGRATED ENERGY SYSTEM, MEDIUM, AND ELECTRONIC DEVICE
Document Type and Number:
WIPO Patent Application WO/2022/160705
Kind Code:
A1
Abstract:
A dispatching method and apparatus for an integrated energy system, a medium and an electronic device. Said method comprises: collecting, as training samples, historical data of a new energy power generation power, an electric load and a natural gas load, and acquiring an optimization target of an integrated energy system (S110); determining a state variable, an action variable, a reward function, a discount factor and a memory capacity as training elements of a deep reinforcement learning model on the basis of the training samples and the optimization target (S120); and iterating the deep reinforcement learning model on the basis of the training elements to generate a dispatching model (S130).
Inventors:
QIAO JI (CN)
WANG XINYING (CN)
PU TIANJIAO (CN)
WANG XINYING (CN)
PU TIANJIAO (CN)
Application Number:
PCT/CN2021/115751
Publication Date:
August 04, 2022
Filing Date:
August 31, 2021
Export Citation:
Assignee:
CHINA ELECTRIC POWER RES INSTITUTE COMPANY LIMITED (CN)
STATE GRID TIANJIN ELECTRIC POWER CO (CN)
STATE GRID CORP CHINA (CN)
STATE GRID TIANJIN ELECTRIC POWER CO (CN)
STATE GRID CORP CHINA (CN)
International Classes:
G06Q10/06; G06Q50/06
Foreign References:
| CN111064229A | 2020-04-24 | |||
| CN112214883A | 2021-01-12 | |||
| CN111738529A | 2020-10-02 | |||
| CN112862281A | 2021-05-28 |
Other References:
YANG TING, ZHAO LIYUAN; LIU YACHUANG; FENG SHAOKANG; PEN HAIBO: "Dynamic Economic Dispatch for Integrated Energy System Based on Deep Reinforcement Learning", AUTOMATION OF ELECTRIC POWER SYSTEMS, NANJING ZIDONGHUA YANJIUSUO, NANJING, CN, vol. 45, no. 5, 12 November 2020 (2020-11-12), CN , pages 39 - 47, XP055954959, ISSN: 1000-1026, DOI: 10.7500/AEPS20200405004
QIAO JI, XINYING WANG, QING ZHANG, DONGXIA ZHANG, TIANJIAO PU: "Optimal Dispatch of Integrated Electricity-gas System With Soft Actor-critic Deep Reinforcement Learning", PROCEEDINGS OF THE CSEE, ZHONGGUO DIANJI GONGCHENG XUEHUI, CN, vol. 41, no. 3, 5 February 2021 (2021-02-05), CN , pages 819 - 833, XP055954961, ISSN: 0258-8013, DOI: 10.13334/j.0258-8013.pcsee.201704
WANG YITING, YANG ZHAO, DONG LING, HUANG SHAOWEI, ZHOU WEI: "Energy Management of Integrated Energy System Based on Stackelberg Game and Deep Reinforcement Learning", 2020 IEEE 4TH CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), IEEE, 30 October 2020 (2020-10-30) - 1 November 2020 (2020-11-01), pages 2645 - 2651, XP055954962, ISBN: 978-1-7281-9606-0, DOI: 10.1109/EI250167.2020.9346692
QIAO JI, XINYING WANG, QING ZHANG, DONGXIA ZHANG, TIANJIAO PU: "Optimal Dispatch of Integrated Electricity-gas System With Soft Actor-critic Deep Reinforcement Learning", PROCEEDINGS OF THE CSEE, ZHONGGUO DIANJI GONGCHENG XUEHUI, CN, vol. 41, no. 3, 5 February 2021 (2021-02-05), CN , pages 819 - 833, XP055954961, ISSN: 0258-8013, DOI: 10.13334/j.0258-8013.pcsee.201704
WANG YITING, YANG ZHAO, DONG LING, HUANG SHAOWEI, ZHOU WEI: "Energy Management of Integrated Energy System Based on Stackelberg Game and Deep Reinforcement Learning", 2020 IEEE 4TH CONFERENCE ON ENERGY INTERNET AND ENERGY SYSTEM INTEGRATION (EI2), IEEE, 30 October 2020 (2020-10-30) - 1 November 2020 (2020-11-01), pages 2645 - 2651, XP055954962, ISBN: 978-1-7281-9606-0, DOI: 10.1109/EI250167.2020.9346692
Attorney, Agent or Firm:
CHINA PAT INTELLECTUAL PROPERTY OFFICE (CN)
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