Proceedings of the 5th International Conference on Advanced Design and Manufacturing Engineering

Prediction for Mechanical Performance of Cold Rolled Ribbed Steel Bars Based on BP Neural Network with Dividing Variable Space According to Original Materials’ Tensile Strength

Authors
Bangsheng Xing, Le Xu
Corresponding Author
Bangsheng Xing
Available Online October 2015.
DOI
10.2991/icadme-15.2015.76How to use a DOI?
Keywords
Cold rolled ribbed steel bars, Mechanical performance, BP network
Abstract

This paper proposes a predictable method for mechanical performance of cold rolled ribbed steel bars based on BP network with dividing variable space according to original materials’ tensile strength. It builds a sample variable space partitioning model according to the original materials’ tensile strength. It also studies the performance prediction of cold rolled ribbed steel bars based on the 4-in & 1-out BP network and the performance prediction of cold rolled ribbed steel bars based on the 4-in & 2-out BP network. The results show that this method can reliably predict the mechanical performance of cold rolled ribbed steel bars, and the predictive effect of the 4-in & 1-out BP network model based on dividing variable space according to original materials’ tensile strength is superior to the 4-in & 2-out BP network model.

Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Download article (PDF)

Volume Title
Proceedings of the 5th International Conference on Advanced Design and Manufacturing Engineering
Series
Advances in Engineering Research
Publication Date
October 2015
ISBN
978-94-6252-113-1
ISSN
2352-5401
DOI
10.2991/icadme-15.2015.76How to use a DOI?
Copyright
© 2015, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Bangsheng Xing
AU  - Le Xu
PY  - 2015/10
DA  - 2015/10
TI  - Prediction for Mechanical Performance of Cold Rolled Ribbed Steel Bars Based on BP Neural Network with Dividing Variable Space According to Original Materials’ Tensile Strength
BT  - Proceedings of the 5th International Conference on Advanced Design and Manufacturing Engineering
PB  - Atlantis Press
SP  - 379
EP  - 382
SN  - 2352-5401
UR  - https://doi.org/10.2991/icadme-15.2015.76
DO  - 10.2991/icadme-15.2015.76
ID  - Xing2015/10
ER  -