Study on Measurement of Polymer Orientation Degree Base on SVM

被引:5
作者
Wang, Yan [1 ]
Lin, Weiguo [1 ]
Xu, Hong [2 ]
Liu, Tao [3 ]
机构
[1] Beijing Univ Chem Technol, Coll Informat Sci & Technol, Beijing 100029, Peoples R China
[2] Beijing Univ Chem Technol, Coll Mech & Elect Engn, Beijing 100029, Peoples R China
[3] Beijing Univ Chem Technol, Coll Mat Sci & Engn, Beijing 100029, Peoples R China
来源
ADVANCED MANUFACTURING TECHNOLOGY, PTS 1-3 | 2011年 / 314-316卷
关键词
Degree of orientation; Polymer material; support vector machine(SVM); Online measurement; SPECTROSCOPY;
D O I
10.4028/www.scientific.net/AMR.314-316.2389
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Aiming at the difficulty of measuring orientation degree of polymer material online, a soft-sensing approach based on ultrasonic velocity measurement is proposed. Firstly, the ultrasonic velocities of polymer samples are measured using a DSP-based ultrasonic velocity measurement circuit, with the ultrasonic sensor perpendicular to the extrusion direction of polymer material, the orientation degrees of samples are calibrated with infrared spectroscopy, the relationship between the ultrasonic velocities and the orientation degrees are then established based on SVM. With the measurement model and the ultrasonic velocity measured online, the orientation degree of polymer material can then be measured online. Test results in Lab shows that this approach can implement accurate measurement, and the relative error is about 5%.
引用
收藏
页码:2389 / +
页数:2
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