Study on the Practical Application of Surface Acoustic Wave Yarn Tension Sensor

纱线 补偿(心理学) 过程(计算) 张力(地质) 粒子群优化 工程类 灵敏度(控制系统) 声表面波 机械工程 计算机科学 声学 电子工程 材料科学 算法 电气工程 复合材料 物理 极限抗拉强度 操作系统 心理学 精神分析
作者
Yong Sheng Ding,Wenke Lu,Yihong Zhang,Yang Feng,Yi Zhou
出处
期刊:IEEE Transactions on Industrial Electronics [Institute of Electrical and Electronics Engineers]
卷期号:69 (12): 13781-13790 被引量:10
标识
DOI:10.1109/tie.2021.3135618
摘要

Nowadays, the commonly used yarn tension sensors cannot meet the requirement well in the textile manufacturing process. So surface acoustic wave (SAW) yarn tension sensor is a good selection to adapt to today's textile manufacturing and improve the production efficiency. First, two key problems of SAW yarn tension sensor in practical application are proposed in this article, one is the construction of the sensor measurement system, the other is the temperature compensation. Then, the integrated design of measurement circuit and measurement structure is implemented and introduced in this article, which improves the accuracy, reliability, and sensitivity of SAW yarn tension sensor. Finally, binary regression analysis method and least squares support vector machine (LSSVM) algorithm optimized by particle swarm optimization (PSO-LSSVM) method are applied to the temperature compensation of SAW yarn tension sensor, which both achieve satisfactory compensation effect. By comparison, PSO-LSSVM method is more convenient and flexible, and still has a large space for improvement. Through those research contents, it can be concluded that the design and implementation of the measurement system lay a foundation for the practical application of SAW yarn tension sensor, the research of temperature compensation is of great significance to the wide application of the sensor.
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