Load Transfer Strategy Recommendation Method for Distribution Networks Augmented by Improved Graph Retrieval
To address the issue of load shedding in the event of N-1, N-2, and other faults in the distribution network, this paper proposes a load transfer strategy recommendation method for distribution networks augmented by improved graph retrieval, based on an existing dispatch plan electronic rule library. First, the pre-established dispatch plans by experts are transformed into a knowledge graph through relation extraction and entity construction, thus forming an electronic rule library for dispatching. Then, by fine-tuning a large model using LangChain, the graph retrieval method is improved through text2cypher transformation. When a fault occurs in the distribution network, the dispatcher interacts with the large model to generate cypher queries, enabling the rapid recommendation of load transfer strategies for the distribution network.
Authors
- Fan Yang (ORCID: https://orcid.org/0000-0001-9842-719X)
- Hao Yu (ORCID: https://orcid.org/0000-0003-3522-3426)
- Jun Zhang (ORCID: https://orcid.org/0000-0001-7835-9871)
- Yan Li (ORCID: https://orcid.org/0000-0002-4694-4926)
- Hao Liu (ORCID: https://orcid.org/0000-0003-2894-5658)
Institutions
- Wuhan University (CN)
Publication Details
- Published
- 2025-05-09
- DOI
- https://doi.org/10.1109/ddcls66240.2025.11065227
- Primary Topic
- Power Systems and Technologies
- Type
- article
- Field-Weighted Citation Impact
- 0.00