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基于数据融合的高处作业物联网智能安全培训技术

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针对石化培训智能化程度低、沉浸效果差的问题,提出了 一种基于软硬件设计与数据融合算法的新型物联网培训系统.首先,开发了一系列用于智能培训系统的硬件设备:硬件功能包含数据交换,语音播放,数据采集等功能;针对便携式硬件的续航问题,提出了 WIFI+LoRa通讯方式,不仅提升了设备续航,还能够保证通讯的稳定性.然后,开发了一套智能培训系统信息管理平台:平台包含信息存储、信息读写、通讯等多项功能.最后,提出了基于D-S证据理论的工人行为判断方法.经过实验对高处作业物联网培训系统在行为识别的准确度,硬件设备续航以及通讯可靠性方面进行了有效性验证.实验结果表明,物联网培训系统的识别准确度可达到80%以上,数据通讯能力与传统设备相比相差不大,设备续航性能更优.该系统为石化行业技术人员提供了更加智能化的沉浸式培训平台.
Intelligent Security Training Technology of Internet of Things for High Work Based on Data Fusion
Aiming at the problems of low intelligence degree and poor immersion effect in petrochemical training,a new Internet of Things training system based on software and hardware design and data fu-sion algorithm was proposed.Firstly,a series of hardware equipment for intelligent training system was developed.The hardware functions included data ex-change,voice playback,data acquisition,etc.Ai-ming at the problem of battery life of portable hard-ware,the WIFI+LoRa communication mode was pro-posed,which not only improved the battery life of e-quipment,but also ensured the stability of communi-cation.Then,a set of intelligent training system in-formation management platform was developed,the platform included information storage,information reading and writing,communication and other func-tions.Finally,a method of worker behavior judgment based on D-S evidence theory was proposed.The ef-fectiveness of the Internet of Things training system in the aspects of behavior recognition accuracy,hard-ware equipment endurance and communication relia-bility was verified by experiments.The experimental resulted show that the identification accuracy of the proposed system can reach more than 80%,the data communication ability was not much different from that of the traditional equipment,and the equipment had better endurance performance.The system pro-vided a more intelligent and immersive training plat-form for technicians in the petrochemical industry.

Internet of Things systemintelligent trainingsoftware designhardware designbehavior-al judgmentwork at heightdata fusion

杨斌

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中石化经纬有限公司,山东青岛 266000

物联网系统 智能培训 软件设计 硬件设计 行为判断 高处作业 数据融合

2024

安全、健康和环境
中国石油化工股份公司青岛安全工程研究院

安全、健康和环境

影响因子:0.334
ISSN:1672-7932
年,卷(期):2024.24(5)