煤炭工程 ›› 2023, Vol. 55 ›› Issue (4): 92-97.doi: 10.11799/ce202304017

• 生产技术 • 上一篇    下一篇

AI智能视频识别技术在煤矿智慧矿山中的应用

沈铭华,马昆,杨洋,王九洲,仓义勇   

  1. 1. 国家能源集团宁夏煤业有限责任公司
    2. 国家能源集团宁夏煤业有限责任公司金家渠煤矿
  • 收稿日期:2022-07-25 修回日期:2022-10-09 出版日期:2023-04-20 发布日期:2023-06-05
  • 通讯作者: 马 昆 E-mail:15102291@chnenergy.com.cn

Research and application of AI intelligent identification technology in intelligent coal mine

  • Received:2022-07-25 Revised:2022-10-09 Online:2023-04-20 Published:2023-06-05

摘要: 为提升煤矿安全生产治理能力和治理水平,推动煤炭行业安全高质量发展。在分析AI智能技术应用基础上,提出了AI智能识别系统总体框架和实现目标,建立了智慧矿山AI智能识别整体解决方案,设计了AI智能分析平台。该平台以AI技术为核心,以机器深度学习数学模型和报警系统为支撑,通过机器视觉算法实时解析煤矿井上下多作业场景的人员行为、设备状态、环境状态、非标准作业、高风险作业等,形成了软件+服务器智能视觉应用模式,通过机器视觉分析+人工辅助校对实现异常事件的精准分析、智能预警、实时追踪、现场制止、联锁联动,实现了人防到技防的变革,对提高煤矿安全生产保障能力,探索建设可视化、智慧化的远程安全管理模式具有指导意义。

关键词: 智能识别, 智慧矿山, 可视化, 安全管理

Abstract: It is the mainstream trend of the coal industry to improve the management capacity and level of coal mine safety production and promote the safe and high-quality development of the coal industry. The deep integration of AI(artificial intelligence) technology and the coal industry provides new momentum for the coal industry. Based on the analysis of the application of AI intelligent technology, this paper puts forward the overall framework and realization objectives of AI intelligent identification system, establishes the overall solution of INTELLIGENT MINE AI intelligent identification, and designs an AI intelligent analysis platform. The platform, with AI technology as the core, is supported by machine deep learning mathematical model and alarm system. Through machine vision algorithm, real-time analysis of personnel behavior, equipment state, environmental state, non-standard operation and high-risk operation of multiple operation scenarios in coal mine shaft is made, forming software + server intelligent vision application mode. Through machine vision analysis and artificial auxiliary proofreading, the abnormal events can be accurately analyzed, intelligent early warning, real-time tracking, on-site stop and interlock linkage, which has realized the transformation from civil air defense to technical defense, and has guiding significance for improving the coal mine safety production guarantee capacity and exploring the construction of visual and intelligent remote safety management mode

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