| 煤矿信息全面感知与智慧决策系统 |
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| 引用本文： | 李腾飞,李常友,李敬兆. 煤矿信息全面感知与智慧决策系统[J]. 工矿自动化, 2020, 46(3): 34-37,54 |
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| 作者姓名： | 李腾飞 李常友 李敬兆 |
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| 作者单位： | 安徽理工大学 电气与信息工程学院,安徽 淮南,232001;山东能源临沂矿业集团有限责任公司 新驿煤矿,山东 济宁,272116 |
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| 基金项目： | 国家自然科学基金项目(51874010);北京理工大学高精尖机器人开放性研究项目(2018IRS16);物联网关键技术研究创新团队项目(201950ZX003)。 |
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| 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。
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| 关 键 词： | 矿山物联网 信息感知 智慧决策 胶囊网络 随机森林 |
Coal mine information comprehensive perception and intelligent decision system |
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| LI Tengfei,LI Changyou,LI Jingzhao. Coal mine information comprehensive perception and intelligent decision system[J]. Industry and Automation, 2020, 46(3): 34-37,54 |
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| Authors: | LI Tengfei LI Changyou LI Jingzhao |
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| Affiliation: | (School of Electrical and Information Engineering,Anhui University of Science and Technology,Huainan 232001,China;Xinyi Coal Mine,Shandong Energy Linyi Mining Group Co.,Ltd.,Jining 272116,China) |
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| 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. |
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| Keywords: | mine Internet of things information perception intelligent decision capsule network random forest |
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