J. Fan et L. Hunter, A WORSTED FABRIC EXPERT-SYSTEM PART II - AN ARTIFICIAL NEURAL-NETWORKMODEL FOR PREDICTING THE PROPERTIES OF WORSTED FABRICS, Textile research journal, 68(10), 1998, pp. 763-771
This two-part series of papers reports on the development of a worsted
fabric expert system that provides guidelines for engineering worsted
fabrics. Part II describes a neural network model for predicting fabr
ic properties based on fiber, yarn, and fabric constructional paramete
rs. An evaluation of the model shows very good agreement between the p
redicted and generally accepted trends of the effects of various fiber
, yarn, and fabric parameters on several important fabric properties s
uch as seam slippage, wrinkle performance, abrasion resistance, shear
rigidity, bending rigidity, and thickness. The predicted values of man
y of these fabric properties are also in good agreement with the exper
imental values.