Predicting yarn unevenness using improved BP Neural Network

被引:0
|
作者
Li Huijun [1 ]
Wang Xinhou [1 ]
机构
[1] Donghua Univ, Coll Text, Shanghai 201620, Peoples R China
来源
关键词
Improved BP; CV value; knots; NEPS;
D O I
10.4028/www.scientific.net/AMR.331.219
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The objective of this research is to predict yarn unevenness. The model of predicting yarn unevenness is built based on improved BP neural network. The improved BP neural networks are trained with HVI test results of cotton and USTER TENSOJET 5-S400 test results of yarn. The results show prediction models based on improved BP neural network are very precise and efficient.
引用
收藏
页码:219 / 222
页数:4
相关论文
共 50 条
  • [1] Predicting Yarn Unevenness Using RBF Neural Network
    Li Huijun
    Wang Xinhou
    [J]. PROCEEDINGS OF THE 12TH INTERNATIONAL WOOL RESEARCH CONFERENCE, VOLS I AND II, 2010, : 971 - 973
  • [2] Prediction of yarn unevenness based on BP Neural Network
    Li, Huijun
    Wang, Xinhou
    [J]. ADVANCES IN TEXTILE ENGINEERING AND MATERIALS, 2013, 627 : 329 - 332
  • [3] Yarn Unevenness Prediction Using Generalized Regression Neural Network
    Zhang, Bao-Wei
    Xu, Lin
    Wang, Yong-Hua
    [J]. JOURNAL OF INTERNET TECHNOLOGY, 2023, 24 (03): : 775 - 781
  • [4] Yarn Quality Prediction Based on Improved BP Neural Network
    Yang Jian-guo
    Xiong Jing-wei
    Xun Lan
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON APPLIED MECHANICS, MECHATRONICS AND INTELLIGENT SYSTEMS (AMMIS2015), 2016, : 686 - 693
  • [5] Yarn unevenness prediction using generalized regression neural network under various optimization algorithms
    Jiang, Hao
    Song, Jiuxiang
    Zhang, Baowei
    Wang, Yonghua
    [J]. JOURNAL OF ENGINEERED FIBERS AND FABRICS, 2022, 17
  • [6] Predicting Ceramic Wool Diameter by Motor Frequency Using Improved BP Neural Network
    Xu, Tengzhou
    Huang, Jie
    Li, Yang
    Chen, Tao
    [J]. APPLIED SCIENCES-BASEL, 2023, 13 (01):
  • [7] Improved BP Neural Network Algorithm for Predicting Structural Parameters of Mirrors
    Xue, Kejuan
    Wang, Jinsong
    Chen, Yuan
    Wang, Hao
    [J]. ELECTRONICS, 2024, 13 (14)
  • [8] Prediction of yarn quality based on BP neural network
    Yuan, Jing
    Li, Yinglin
    Chen, Suying
    [J]. ADVANCES IN TEXTILE ENGINEERING, 2011, 331 : 449 - +
  • [9] Knitting cashmere yarn's fineness unevenness forecast based on artificial neural network
    Ma Caixia
    Wu Zhiyun
    Zhang Yaqin
    [J]. Proceedings of 2006 China International Wool Textile Conference & IWTO Wool Forum, 2006, : 207 - 211
  • [10] Predicting complete characteristics of pumps by using BP neural network
    Liu, Guanglin
    Jiang, Jin
    Fu, Xiangqian
    [J]. 2000, Sci Publ House (33):