TY - GEN
T1 - Statistical modeling of tensile properties of talc-filled polypropylene based on multivariate regression and neural network analyses
AU - Kim, Ilhyun
AU - Lee, Jungsub
AU - Choi, Byoung Ho
AU - Lee, Keum Hyang
AU - Jeong, Chanho
N1 - Copyright:
Copyright 2018 Elsevier B.V., All rights reserved.
PY - 2017
Y1 - 2017
N2 - In this paper, tensile properties of homo polypropylene (PP) with respect to talc filler content were predicted using regression model and neural network model. Talc content, tensile speed, Differential Scanning Calorimeter (DSC), Gel Permeation Chromatography (GPC) and rheometer data were used as modeling input factors. 2 different multiple regression models and 1 neural network model were established and the models were compared quantitatively by average error rate (AER). The results showed high reliability for all models but neural network models were determined as the most meaningful model.
AB - In this paper, tensile properties of homo polypropylene (PP) with respect to talc filler content were predicted using regression model and neural network model. Talc content, tensile speed, Differential Scanning Calorimeter (DSC), Gel Permeation Chromatography (GPC) and rheometer data were used as modeling input factors. 2 different multiple regression models and 1 neural network model were established and the models were compared quantitatively by average error rate (AER). The results showed high reliability for all models but neural network models were determined as the most meaningful model.
UR - http://www.scopus.com/inward/record.url?scp=85038618486&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85038618486&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85038618486
SN - 978-0-692-88309-9
T3 - Annual Technical Conference - ANTEC, Conference Proceedings
SP - 983
EP - 986
BT - 75th Annual Technical Conference and Exhibition of the Society of Plastics Engineers, SPE ANTEC Anaheim 2017
PB - Society of Plastics Engineers
T2 - 75th Annual Technical Conference and Exhibition of the Society of Plastics Engineers, SPE ANTEC Anaheim 2017
Y2 - 8 May 2017 through 10 May 2017
ER -