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研究煤矿固体填充工作面部传感系统的数据有效性,该系统基于改进的变压器
Lei Bo1, Shangqing Yang1, Yang Liu1
1School of Mechanical Electronic and Information Engineering, China University of Mining and Technology (Beijing), Beijing, 100083, China.
Scientific reports
|July 8, 2023
概括
本研究介绍了物联网 (IoT) 框架,用于煤矿的固体填充,改进数据收集并实现实时监控. 基于变压器的异常检测模型以90%的准确性确保了数据的有效性.
科学领域:
- 采矿工程 采矿工程 采矿工程
- 数据科学数据科学数据科学
- 物联网 (IoT) 的物联网 (IoT) 的物联网.
背景情况:
- 固体回填对于煤矿安全和环境遵守至关重要.
- 传统方法受到有限的数据,孤立的传感器的影响,并阻碍了智能流程的开发.
- 实时监控和智能流程开发目前是有限的.
研究的目的:
- 为固体填充作业提出一个感知网络框架.
- 解决煤矿回填数据采集和有效性方面的挑战.
- 开发一个智能系统,以加强监控和过程控制.
主要方法:
- 在回填过程中分析批判性感知对象.
- 煤矿填充物联网 (IoT) 感知网络和功能框架的开发.
- 实现基于变压器的异常检测模型用于数据验证.
主要成果:
- 拟议的框架有助于将关键感知数据快速集中到一个统一的数据中心.
- 基于变压器的异常检测模型在识别数据异常方面实现了90%的准确性.
- 该模型表现出良好的概括能力,用于监测增加的感知对象.
结论:
- 开发的感知网络框架增强了对固体填充作业的数据收集.
- 异常检测模型有效地确保了感知数据的有效性.
- 拟议的系统支持智能流程开发和实时监控煤矿回填.
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