Tension Control of the Let-off and Take-up System in the Weaving Process Based on Support Vector Regression

  • Han, Dong-Chang (Korea Textile Machinery Research Institute) ;
  • Back, Woon-Jae (Korea Textile Machinery Research Institute) ;
  • Lee, Sang-Hwa (Korea Textile Machinery Research Institute) ;
  • Lee, Hyuk-Jin (Korea Textile Machinery Research Institute) ;
  • Noh, Seok-Hong (Korea Textile Machinery Research Institute) ;
  • Kim, Han-Kil (Department of Electrical Engineering, Yeungnam University) ;
  • Park, Jae-Yong (Department of Electrical Engineering, Yeungnam University) ;
  • Lee, Suk-Gyu (Department of Electrical Engineering, Yeungnam University) ;
  • Chun, Du-Hwan (Department of Textile Engineering Yeungnam University)
  • Published : 2005.06.02

Abstract

This paper proposes a robust tension control algorithm for the let-off and take-up system driven by servo motor which is robust to disturbance and tension variation by using SVR(Support Vector Regression). Quality of textile goods in fiber manufacturing process highly depends on control of let-off, take-up and tension which are essential for constant tension control of yarn and textile fabrics and correct length of them. The physical properties of textile fabrics are very sensitive to several factors(temperature, humidity, radius change of warp beam etc.) which result in tension change. Rapid development of fiber manufacture machine for higher productivity requires control system for let-off, take-up and tension for robustness to sharp tension-variation and quick response. The validity and the usefulness of the proposed algorithm are thoroughly verified through numerical simulation.

Keywords