煤炭工程 ›› 2026, Vol. 58 ›› Issue (8): 193-202.doi: 10.11799/ce202608024

• 研究探讨 • 上一篇    下一篇

知识图谱驱动的智能露天矿技术体系构建

田 丰,陈 珍,李金泽,施 颖   

  1. 1. 神华准格尔能源有限责任公司 科学技术研究院,内蒙古 鄂尔多斯 010300
    2. 中国矿业大学(北京)管理学院,北京 100083

  • 收稿日期:2025-11-25 修回日期:2026-03-16 出版日期:2026-08-15 发布日期:2026-08-31
  • 通讯作者: 陈珍 E-mail:zhen202316@163.com

Construction of an intelligent open-pit mining technology system driven by knowledge graph

  • Received:2025-11-25 Revised:2026-03-16 Online:2026-08-15 Published:2026-08-31

摘要:

为系统整合智能露天矿关键技术,提升矿山绿色高效生产水平,提出一种融合CiteSpace文献计量、深度学习实体抽取与专家调查法的智能露天矿技术体系构建方法。基于1182篇文献及多源数据,采用DA-BERT-BiLSTM-CRF模型抽取技术实体,通过实体对齐与知识融合构建领域知识图谱,并结合专家问卷确立技术体系。结果表明:DA-BERT-BiLSTM-CRF模型抽取技术实体的F值达0.912;所构建的知识图谱涵盖技术、环境、流程、设备4类实体;建立的智能露天矿技术体系覆盖穿孔爆破、采装、运输、排卸四大环节,明确了关键技术集成路径及其对生产效率、成本控制和环境治理的综合优化作用。该方法可有效整合智能露天矿关键技术,为矿山绿色高效生产提供有力支撑,其揭示的关键技术集成路径也可为矿山生产优化实践提供重要参考。

关键词: 知识图谱, 命名实体识别, DA-BERT-BiLSTM-CRF, 知识抽取, 实体对齐

Abstract:

To systematically integrate the key technologies of intelligent open-pit mines and improve the level of green and efficient production in mines, this paper proposes a method for constructing a technology system that integrates CiteSpace knowledge graph and expert investigation method. Based on 1182 documents and multi-source data, the study adopts the DA-BERT-BiLSTM-CRF model to extract technical entities, constructs a domain knowledge graph through entity alignment and knowledge fusion, and establishes the corresponding technology system by combining expert questionnaires. The results show that the F1-score of the DA-BERT-BiLSTM-CRF model for technical entity extraction reaches 0.912; the constructed domain knowledge graph covers four types of entities, namely technology, environment, process, and equipment; the established intelligent open-pit mine technology system covers four major links: drilling and blasting, loading, transportation, and dumping, and clarifies the key technology integration path and its comprehensive optimization effect on production efficiency, cost control, and environmental governance. This technology system construction method can effectively integrate the key technologies of intelligent open-pit mines, provide strong technical support for the green and efficient production of mines, and the revealed key technology integration path can also provide important reference for the practice of mine production optimization.

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