Stiffness Analysis of Wearing Fabrics Based on Singular Value Decomposition Method

被引:0
|
作者
Hou, Xia [1 ]
Li, Zhiwei [1 ]
机构
[1] Liming Vocat Univ, Sch New Mat & Shoes & Clothing Engn, Quanzhou, Peoples R China
来源
关键词
ROI; Stiffness; SVD; Taking Fabric; Wavelet Transform;
D O I
10.3745/JIPS.02.0218
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
To address the issues of high cost and low accuracy in the manual detection method, an improved singular value decomposition (SVD)-based fabric defect detection method was proposed in this study. The method first performed noise reduction by wavelet transform; then the image was segmented. Finally, SVD was applied to remove background texture information and improve detection accuracy. The results for the detection of different types of fabric defects showed that the improved SVD method for stiffness detection of fabrics was highly efficient and accurate. The computational complexity, data redundancy and detection results of different sub-image sizes of pixels were all significant. The area under the curve (AUC) value of the star and check fabric was inferior to the defect fabric. The method is highly accurate for different fabric types and can be subsequently applied to the detection of stiffness in apparel fabrics, providing a reference for textile manufacturing production.
引用
收藏
页码:617 / 626
页数:10
相关论文
共 50 条
  • [42] A METHOD FOR COMPUTING THE GENERALIZED SINGULAR VALUE DECOMPOSITION
    STEWART, GW
    LECTURE NOTES IN MATHEMATICS, 1983, 973 : 207 - 220
  • [43] Wind lidar signal denoising method based on singular value decomposition and variational mode decomposition
    Dai, Huixing
    Gao, Chunqing
    Lin, Zhifeng
    Wang, Kaixin
    Zhang, Xu
    APPLIED OPTICS, 2021, 60 (34) : 10721 - 10726
  • [44] Structural modal parameter identification method based on variational mode decomposition and singular value decomposition
    Shen J.
    Zhao W.-T.
    Ding J.-M.
    Jiaotong Yunshu Gongcheng Xuebao/Journal of Traffic and Transportation Engineering, 2019, 19 (06): : 77 - 90
  • [45] AC/DC Hybrid Transmission System Voltage Stability Analysis Based on Singular Value Decomposition Method
    Qiu Xiaoyan
    Li Xingyuan
    Xu Jian
    Xia Lili
    2010 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2010,
  • [46] New irreversibility measure and complexity analysis based on singular value decomposition
    Rong, Lei
    Shang, Pengjian
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2018, 512 : 913 - 924
  • [47] Design sensitivity analysis of structures based upon the singular value decomposition
    Ersoy, H
    Mugan, A
    COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING, 2002, 191 (32) : 3459 - 3476
  • [48] Steering laws analysis of SGCMGs based on singular value decomposition theory
    Zhang Jing-rui
    APPLIED MATHEMATICS AND MECHANICS-ENGLISH EDITION, 2008, 29 (08) : 1013 - 1021
  • [49] Steering laws analysis of SGCMGs based on singular value decomposition theory
    Jing-rui Zhang
    Applied Mathematics and Mechanics, 2008, 29
  • [50] Observation Strategies Based on Singular Value Decomposition for Ocean Analysis and Forecast
    Fattorini, Maria
    Brandini, Carlo
    WATER, 2020, 12 (12) : 1 - 18