Coal mine information comprehensive perception and intelligent decision system
-
摘要: 针对目前煤矿安全生产过程中存在煤矿信息感知能力差、决策水平低的问题，提出了一种煤矿信息全面感知与智慧决策系统。该系统由胶囊网络层、数据传输层和云服务层组成：胶囊网络层由人员位置与行为感知胶囊、设备状态感知胶囊、环境感知胶囊构成，实现煤矿“人、机、环”全面感知；数据传输层采用无线传感器网络与有线网络结合的方法来实现煤矿井下数据可靠传输；云服务层通过基于随机森林的智慧决策机制为煤矿生产高效、可靠决策提供了保障。实验结果验证了该系统的有效性。Abstract: Aiming at problems of poor information perception ability and low decision level in coal mine safety production, a coal mine information comprehensive perception and intelligent decision system was proposed, which was composed of capsule network layer, data transmission layer and cloud service layer. The capsule network layer is composed of personnel position and behavior perception capsule, equipment status perception capsule and environment perception capsule to realize comprehensive perception of "person, machine and ring" in coal mine. The data transmission layer adopts method of combining wireless sensor network and wired network to realize reliable data transmission in underground coal mine. The cloud service layer provides guarantee for efficient and reliable decision for coal mine production through intelligent decision mechanism based on random forest. The experimental results verify effectiveness of the system.
-
-
期刊类型引用(3)
1. 赵春雷，田中华，李航，舒爱国，朱红金，李明，李慧彤. 煤矿探巷机器人感测与控制系统研发与应用. 煤炭工程. 2022(05): 188-192 . 
百度学术
2. 杨佳，丁宗广. 应急管理科技支撑研究综述. 中国应急管理科学. 2021(01): 63-74 . 百度学术
3. 郑学召，童鑫，郭军，张铎. 煤矿智能监测与预警技术研究现状与发展趋势. 工矿自动化. 2020(06): 35-40 . 本站查看
其他类型引用(4)
计量
- 文章访问数: 169
- HTML全文浏览量: 16
- PDF下载量: 30
- 被引次数: 7
下载:
