首页|一种新型无磁传感磨机综合检测系统

一种新型无磁传感磨机综合检测系统

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为解决磨机功耗大、负荷难以预测等问题,提出一种基于无磁传感的球磨机综合检测系统.该系统利用无磁耦合传感技术监测磨机负荷,不受磨机内物料磁性影响,结合更能准确反映磨机真实负荷特性的低功耗滚筒筒壁振动检测单元,通过无线传输将振动数据发送给信号采集单元,解决滚筒筒壁振动检测系统取电难的问题.融合磨机的磨音采集数据,在本地边缘算法单元内借助深度学习对磨机负荷特性进行预测,并反馈给PLC控制器进行给料和加球等实时调节,实现系统的闭环控制,极大提升了磨机效率,稳定生产指标,显著降低系统能耗.该系统在某选矿厂的试用结果证实其对磨机负荷预测识别效果良好.
A New Type of Comprehensive Detection System for Mills Based on Non-magnetic Sensing Technology
To solve problems of high power-consumption and difficulty in load prediction of a ball mill,a comprehensive detection system based on non-magnetic sensing was proposed.The non-magnetic coupling sensing technology is used to monitor the mill load without being affected by the magnetism of materials therein.Combined with the low-power cylinder vibration detection unit,which can more accurately reflect the actual load characteristics,the vibration data can be transmitted to the signal acquisition unit via wireless transmission,through which the difficulty for signal acquisition unit to take electric power from cylinder can be solved.By integrating the mill sound collection data,the loading characteristics of a mill can be predicted adopting the edge algorithm unit aided by in-depth learning.Then,the prediction can be fed back to the PLC controller for real-time adjustment of ore feeding and ball-adding,so as to realize the closed-loop control of the system.This system can greatly improve the milling efficiency,stabilize the production indicators,and reduce the energy consumption.The trial test result in an ore dressing plant has verified that this system demonstrates a satisfying effect in detecting mill load.

millload predictionnon-magnetic couplingsensorcylinder vibration detectionmilling noise detectoredge algorithm

肖盛旺、夏星、黄勇、汪檠、邹立超

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长沙矿冶研究院有限责任公司,湖南长沙 410012

磨机 负荷预测 无磁耦合 传感器 筒壁振动检测 磨音拾音器 边缘算法

国家重点研发计划

2021YFC2902702

2024

矿冶工程
长沙矿冶研究院有限责任公司 中国金属学会

矿冶工程

CSTPCD北大核心
影响因子:1.137
ISSN:0253-6099
年,卷(期):2024.44(1)
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