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Content Provider | IET Digital Library |
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Author | Liu, Hong Li, Jifeng Ge, Shaoyun |
Abstract | Due to the depletion of traditional fossil energy, to improve energy efficiency and build a cost-effective integrated energy system has become an inevitable choice. Aiming at the problems that the traditional centralised scheduling method is difficult to reflect the multi-dimensional interests of different agents in the multi-energy microgrid system, and the application of artificial intelligence technology in integrated energy scheduling still needs further exploration, this manuscript proposed a hierarchical control optimisation learning method with consideration of multi-agent game. Firstly, the multi-energy microgrid was taken as the research object, the microgrid system architecture was analysed, and the multi-agent partition in the system was pursued based on different economic interests. Secondly, for the technical aspects involved in the integrated energy regulation and management, the management layers of the multi-energy microgrid were divided, and the functions of different management layers were analysed. Based on this, the regulation functions were realised by considering the Nash Q-learning and the artificial intelligence method of Petri-net. Finally, the learning and decision-making ability of the method through practical cases were analysed, and the effectiveness and applicability of the proposed method were explained. This study explores the application of artificial intelligence technology in energy Internet energy management. |
Starting Page | 479 |
Ending Page | 489 |
Page Count | 11 |
Volume Number | 3 |
e-ISSN | 25152947 |
Issue Number | Issue 4, Aug (2020) |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/iet-stg/3/4 |
Alternate Webpage(s) | https://digital-library.theiet.org/content/journals/10.1049/iet-stg.2019.0268 |
Journal | IET Smart Grid |
Publisher | The Institution of Engineering and Technology |
Publisher Date | 2020-04-06 |
Access Restriction | Open |
Rights License | Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/) |
Subject Keyword | Artificial Intelligence Artificial Intelligence Method Artificial Intelligence Technology Cost-effective Integrated Energy System Decision Making Distributed Power Generation Energy Conservation Energy Efficiency Energy Internet Energy Management Game Theory Hierarchical Control Optimisation Integrated Energy Regulation Integrated Energy Scheduling Internet Knowledge Engineering Technique Learning in AI Microgrid System Architecture Multi-agent System Multiagent Game Multiagent Partition Multidimensional Interests Multienergy Microgrid System Optimisation Optimisation Learning Method Optimisation Technique Petri Nets Scheduling Traditional Centralised Scheduling Method Traditional Fossil Energy |
Content Type | Text |
Resource Type | Article |
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