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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

Intelligent Security Training Technology of Internet of Things for High Work Based on Data Fusion

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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.
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)