基于电声传感技术的注塑工艺过程监控与优化研究
Research on Injection Molding Process Monitoring and Optimization Based on Electroacoustic Sensing Technology
王显强 1李娜1
作者信息
- 1. 潍坊同鸣电子有限公司,山东 潍坊 261021
- 折叠
摘要
针对注塑工艺过程监控与优化问题,提出一种基于电声传感技术的智能监控优化系统.该系统采用压力传感器和红外热像仪实时采集注塑过程数据,运用小波分析和机器学习算法进行异常检测,通过深度学习与强化学习相结合的方式实现工艺参数的智能优化.实验结果表明,该系统在异常检测准确率、响应速度、产品质量等方面均取得显著改善.
Abstract
For the problem of process monitoring and optimization in injection molding,a smart monitoring and optimization system based on acoustic sensing technology is proposed.It uses pressure sensors and infrared thermal imaging to collect data in real-time.Wavelet analysis and machine learning detect anomalies.Deep learning and reinforcement learning optimize process parameters.Tests show the system improves detection accuracy,response speed,and product quality.
关键词
注塑工艺/电声传感/过程监控Key words
injection molding/electroacoustic sensing/process monitoring引用本文复制引用
出版年
2024
NETL
NSTL
万方数据