Modeling and Simulation of the GA_LSSVM-Based Soft Measurement for Torque

Author:

Chen Zhen1,Huang An Yi1

Affiliation:

1. Wuhan University of Technology

Abstract

Given the traditional method of direct measurement which is of high cost, difficult installation and poor reliability,this paper is presented a new model of the torque soft measure method based on least squares support vector machine using genetic algorithms optimization:genetic algorithms replaces the previous cross-validation method for model parameter’s optimization, in order to avoid the blindness of the parameter choices.Verified by simulation, the model can effectively address the deficiencies of traditional measurement methods and obtain better measurement accuracy and speed , possessing benefits of an outstanding ability for small sample study and being easy to compute.

Publisher

Trans Tech Publications, Ltd.

Reference10 articles.

1. Weilv Shang, Deyuan Miao, Sunzhang Qian. Modern Torque Measurement Technology[M], Shanghai: Shanghai Jiaotong University Press, (1999).

2. Y.Q. Jin, H.P. Ma, Y.W. Ha Analyzing of Dynamic Characteristic and Design of Torque Measuring System in Extra-High Rotation Speed. 4th International Symposium on Instrument Science and Technology. ISIS'(2006), p.792~p.796.

3. Stefan Kohout, Josef Roos. Novel sensor design for torque magnetometry. Review of Science Instrument. vol. 78(2) (2007), p.31~p.33.

4. Kari, Ryan J. A rate of change of torque sensor. IEEE Transactions on Magnetics. vol. 43(6)(2007), p.2388~p.2390.

5. Lideng Pan, Dazi Li, Junying Ma. Soft Measurement Technology and Its Application. Beijing: China Electric Power Press(2009).

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