基于残余网络的聚乙烯二甲 (PET) 材料的高度测量研究
Chongwei Liao1,2, Weixin Zhang1,2, Yujie Peng1,2
1School of Electronics and Information Engineering, Sichuan University, Chengdu 610064, China.
本研究介绍了一种用于工业应用的微波功率测量系统. 该系统提高了PET颗粒干燥效率,并且可以在没有矢量网络分析仪的情况下进行快速,经济高效的测量.
科学领域:
- 工业微波应用 工业微波应用
- 测量系统工程 测量系统工程
- 材料加工技术 材料加工技术
背景情况:
- 高功率微波炉对于工业加热和干燥至关重要,但它们在精确测量中的使用是有限的.
- 现有的测量方法通常需要复杂的设备,如矢量网络分析仪 (VNA).
- 优化微波能量利用,特别是在早期的干燥阶段,对于工业效率至关重要.
研究的目的:
- 为工业环境开发和展示一种新的微波功率测量系统.
- 为了提高微波干燥工艺的效率,聚乙烯二甲 (PET) 颗粒.
- 为了实现快速和经济高效的微波测量,而不依赖于VNA.
主要方法:
- 在2.45GHz运行的四端口功率测量系统的实施.
- 集成多层感知子 (MLP) 模型用于功率测量.
- 在剩余网络中利用剩余连接来检测PET粒子高度.
主要成果:
- 开发的系统实现了快速的微波功率测量,消除了对VNA的需求.
- 在PET颗粒干燥的早期阶段,观察到微波能量利用效率的显著改善.
- 该系统为低损耗颗粒物材料提供实用和成本效益的预测.
结论:
- 拟议的功率测量系统有效地提高了工业生产中的微波应用.
- 该系统为优化微波干燥过程提供了实用和经济的解决方案.
- 这种功率测量策略显示了未来工业实施和进步的巨大潜力.
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