THE USE OF NEURAL NETS TO SIMULATE THE SPINNING PROCESS

Citation
F. Pynckels et al., THE USE OF NEURAL NETS TO SIMULATE THE SPINNING PROCESS, J TEXTILE I, 88(4), 1997, pp. 440-448
Citations number
7
Volume
88
Issue
4
Year of publication
1997
Part
1
Pages
440 - 448
Database
ISI
SICI code
Abstract
In a previous paper, a description was given of how the spinnability o f a given fibre quality on a rotor- or a ring-spinning machine can be predicted with a reliability of 95% by means of a neural network. This paper goes further. It describes how yam properties can be deduced fr om fibre properties and spinning-machine settings. In other words, a d escription is given of how to construct, train, and use a neural netwo rk in order to simulate the spinning process (predict yarn properties) on both rotor- and ring-spinning machines with an accuracy of over 95 %.