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Spectrophotometric colour matching algorithm for top‐dyed mélange yarn, based on an artificial neural network
Author(s) -
Shen Jiajia,
Zhou Xiang
Publication year - 2017
Publication title -
coloration technology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.297
H-Index - 49
eISSN - 1478-4408
pISSN - 1472-3581
DOI - 10.1111/cote.12285
Subject(s) - spinning , yarn , matching (statistics) , artificial neural network , computer science , dyeing , textile , artificial intelligence , blossom algorithm , colored , a priori and a posteriori , process (computing) , pattern recognition (psychology) , algorithm , mathematics , materials science , composite material , statistics , philosophy , epistemology , operating system
Colour, the first element of quality control of textile products, is a complex subject relating to physical optics, psychology, and the human visual system. Colour matching remains one of the major problems in the textile industry. Mélange yarn is a class of textile product with a specific colour appearance, which colour is mainly affected by colour matching of the dyed fibres and their ratio for spinning rather than by the dyeing process. The existing colour matching models for mélange yarn derived from specific types of fibre or specific spinning processes are restricted by the adopted conditions and parameters of the model, resulting in low universal applicability and low accuracy. In this paper, a spectrophotometric colour matching algorithm based on the back‐propagation ( BP ) neural network and its processes were proposed. The weighted average spectrum was predicted by a BP neural network, followed by recipe prediction from the weighted average with constrained least squares. The results showed that the average colour difference of practical samples, based on the prediction of nine blind testing targets, was 0.79 CMC (2:1) units if more than two a priori training samples were used. This result indicated the capability and practicality of accurate prediction of colour matching for top‐dyed mélange yarn by this novel method.