Question-Answer on Geological Elements along Railways Based on Knowledge Graph and Deep Learning
The optimal organization and efficient management of geological elements data along the railway are very important to ensure the safety of railway construction and operation. However, the complexity and diversity of geological data make the traditional methods have problems such as poor data fusion, low query efficiency and low level of intelligence. To this end, the intelligent question-answer solution of geological elements knowledge supported by knowledge graph and deep learning is proposed, and the intelligent question-answer prototype system of geological elements knowledge along the railway is developed. The results show that the method and system constructed can effectively improve the processing efficiency of the knowledge and the intelligent level of management application, providing scientific reference and intelligent means for the optimization of railway construction and operation departments in China.
Authors
- Panpan Song (ORCID: https://orcid.org/0000-0002-0875-6932)
- Zechun Huang (ORCID: https://orcid.org/0000-0002-1144-2248)
Institutions
- Southwest Jiaotong University (CN)
Publication Details
- Published
- 2025-04-25
- DOI
- https://doi.org/10.1109/icgmrs66001.2025.11065551
- Primary Topic
- Geochemistry and Geologic Mapping
- Type
- article
- Field-Weighted Citation Impact
- 0.00