Real-Time Quality Assessment of Neppy Melange Yarn Manufacturing Using Macropixel Analysis

被引:8
作者
Halepoto, Habiba [1 ,2 ]
Gong, Tao [1 ,2 ]
Kaleem, Kashif [2 ]
机构
[1] Donghua Univ, Engn Res Ctr Digitized Text & Fash Technol, Shanghai 201620, Peoples R China
[2] Donghua Univ, Coll Informat Sci & Technol, Shanghai 201620, Peoples R China
关键词
computer vision; neppy yarn; macropixel analysis; real-time;
D O I
10.14502/Tekstilec2019.62.242-247
中图分类号
TB3 [工程材料学]; TS1 [纺织工业、染整工业];
学科分类号
0805 ; 080502 ; 0821 ;
摘要
The aim of this paper is to provide a simple MATLAB-based model to determine the real-time homogeneity of neppy melange yarn fabrics. Currently, the melange yarn industry relies solely on visual assessment and experience. This algorithm, however, proposes a solution for the melange yarn industry. The designed algorithm presented in this paper, which is based on kernel density function and macropixel analysis, was implemented for the real-time nep detection of neppy melange yarns and calculated an inhomogeneity of neps of around 91%. This strategy would be useful for the melange yarn industry and can also be used in other types of fashion yarns.
引用
收藏
页码:242 / 247
页数:6
相关论文
共 16 条
[1]  
Behera BK, 1997, INDIAN J FIBRE TEXT, V22, P84
[2]   Image texture analysis: methods and comparisons [J].
Bharati, MH ;
Liu, JJ ;
MacGregor, JF .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2004, 72 (01) :57-71
[3]   Texture analysis of images using Principal Component Analysis [J].
Bharati, MH ;
MacGregor, JF .
PROCESS IMAGING FOR AUTOMATIC CONTROL, 2001, 4188 :27-37
[4]  
COMANICIU DI, 2000, THESIS
[5]  
FUKUNAGA K, 1975, IEEE T INFORM THEORY, V21, P32, DOI 10.1109/TIT.1975.1055330
[6]  
GHAREHAGHAJI AA, 2011, ARAB J GEOSCI, V4, P1117
[7]  
GONG R. H., 2002, FANCY YARNS THEIR MA, P33, DOI 10.1533/9781855737525.33
[8]   Drug product characterization by macropixel analysis of chemical images [J].
Hamad, Mazen L. ;
Ellison, Christopher D. ;
Khan, Mansoor A. ;
Lyon, Robbe C. .
JOURNAL OF PHARMACEUTICAL SCIENCES, 2007, 96 (12) :3390-3401
[9]   TEXTURAL FEATURES FOR IMAGE CLASSIFICATION [J].
HARALICK, RM ;
SHANMUGAM, K ;
DINSTEIN, I .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1973, SMC3 (06) :610-621
[10]   Color properties of cellulase-treated cotton denim fabric manufactured by torque-free ring spun yarn [J].
Kan, Chi-wai ;
Wong, Wai-yin .
TEXTILE RESEARCH JOURNAL, 2011, 81 (09) :875-882