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现代矿业 ›› 2026, Vol. 42 ›› Issue (09): 37-40,48.

• 智能矿山 • 上一篇    下一篇

人工智能大模型在煤矿安全管理中的应用及研究

张海君   

  1. 中国大唐集团科技创新有限公司
  • 出版日期:2026-09-25 发布日期:2026-10-10

Application and Research of Artificial Intelligence Large Model in Coal Mine Safety Management

  1. China Datang Group Technology Innovation Co.,Ltd.
  • Online:2026-09-25 Published:2026-10-10

摘要: 为解决煤矿安全管理中多源信息异构、知识利用效率低下、风险决策滞后的行业痛 点,针对煤矿智能化安全管控技术体系不完善、大模型落地应用支撑不足的问题,进行了煤矿安全 管理大模型理论框架与关键技术体系的系统性研究。研究从理论、技术两大核心维度展开探索, 搭建了适配煤矿安全场景的智能化管控体系。理论层面,构建了基于认知智能的煤矿安全管理大 模型四层闭环模型,明确了数据驱动、知识驱动与决策协同在大模型语义空间中的双向互动运行 机制。技术层面,搭建了集多模态安全感知与语义对齐、安全知识图谱构建与知识注入、灾害风险 推理与认知决策、云边协同部署与模型轻量化于一体的完整技术体系。研究结果表明:构建的理 论模型与技术体系可有效适配煤矿复杂安全管控场景,破解传统安全管理智能化短板;煤矿安全 管理大模型具备极强的场景适配与应用价值,深度专业化、多模态融合化、智能体协同化是该技术 未来迭代演进的核心发展方向,可为煤矿智能安全管控提供理论支撑与技术参考。

关键词: 大模型, 煤矿安全管理, 理论模型, 关键技术

Abstract: In order to solve the industry pain points of multi-source information heterogeneity,low knowledge utilization efficiency and lagging risk decision-making in coal mine safety management,aiming at the problems of imperfect technical system of intelligent safety management and control in coal mines and insufficient support for the application of large models,a systematic study on the theoretical framework and key technical system of large models of coal mine safety management is carried out.The research ex⁃ plores from the two core dimensions of theory and technology,and builds an intelligent management and control system suitable for coal mine safety scenarios. At the theoretical level,a four-layer closed-loop model of coal mine safety management large model based on cognitive intelligence is constructed,and the two-way interactive operation mechanism of data-driven,knowledge-driven and decision-making synergy in the semantic space of the large model is clarified.At the technical level,a complete technical system in⁃ tegrating multi-modal security perception and semantic alignment,security knowledge graph construction and knowledge injection,disaster risk reasoning and cognitive decision-making,cloud edge collaborative deployment and model lightweight is built.The research results show that the constructed theoretical model and technical system can effectively adapt to the complex safety management and control scenarios of coal mines and solve the shortcomings of traditional safety management intelligence. The large model of coal mine safety management has strong scene adaptation and application value. Deep specialization,multi�modal fusion and intelligent agent coordination are the core development directions of the future iterative evolution of this technology,which can provide theoretical support and technical reference for coal mine in⁃ telligent safety management and control.

Key words: large model, coal mine safety management, theoretical model, key technology