Research progress and intelligent trend of accurate modeling of rolling force in metal sheet

S Zhang, Y Zhang, W Li, W Tian, Y Li, L Che - Journal of Iron and Steel …, 2023 - Springer
The rolling force model is the basis for reasonable selection of rolling equipment and
optimization of rolling process, and the establishment of an accurate mathematical model as …

Variable speed rolling force prediction with theoretical and data-driven models

L Cao, X Li, X Li, Z Dong, D Zhang - International Journal of Mechanical …, 2024 - Elsevier
The variations in thickness at the head and tail significantly impact the product quality in
tandem cold rolling. Improving rolling force calculation accuracy under speed-up and speed …

Modelling of axial thrust force between rolls in strip mill

S Lin, Q Song, C Ma, J Sun, M Wiercigroch - International Journal of …, 2024 - Elsevier
Theoretical predictions and engineering practice indicate that roll crossing in strip mills can
generate an excessive axial thrust force between rolls, often resulting in roll bearing failures …

[PDF][PDF] 基于改进SSA-GA-BP 神经网络的热连轧轧制力预测

胡啸, 薛霖, 景洁, 王晓军, 李怡宏, 姬亚锋 - 塑性工程学报, 2023 - qikan.cmes.org
针对热连轧过程传统轧制力模型不能准确反映实际轧制力的问题, 提出了群智能优化算法优化
机器学习的热连轧轧制力预测模型. 以某热连轧生产线数据为基础, 利用随机森林算法进行输入 …

Modelling of Axial Thrust Force Considering 3d Rolling Deformation

S Lin, Q Song, C Ma, J Sun, M Wiercigroch - Available at SSRN 4818979 - papers.ssrn.com
The axial thrust force in the rolling deformation zone is influenced by interconnected factors
such as the metal transverse flow velocity, rolling pressure distribution, and strip shear …

Modeling and Calculation Method of Axial Thrust between Rolls in Strip Mill

S Lin, Q Song, C Ma, J Sun, Z Liu - Available at SSRN 4495480 - papers.ssrn.com
Theoretical research and engineering practice indicate that roll crossing in strip mills can
generate excessive axial thrust between the rolls, resulting in roll bearing failure and a …

A Novel Method of Modeling Axial Thrust Force in the Rolling Deformation Zone Considering the 3d Rolling Space

S Lin, Q Song, J Sun, C Liu - Available at SSRN 4593177 - papers.ssrn.com
The axial thrust force in the rolling deformation zone is affected by coupling factors such as
the metal transverse flow velocity, rolling pressure distribution, and strip shear deformation …

[PDF][PDF] Rolling force prediction of hot continuous rolling based on improved SSA-GA-BP neural network

胡啸, 薛霖, 景洁, 王晓军, 李怡宏, 姬亚锋 - Journal of Plasticity … - qikan.cmes.org
Aiming at the problem that the conventional rolling force model for hot continuous rolling
does not accurately reflect the actual rolling force, a swarm intelligence optimization …

[引用][C] MULTI-STRATEGY IMPROVED TUNA SWARM OPTIMIZATION (TSO)-BASED HYBRID KERNEL EXTREME LEARNING MACHINE MODEL FOR EARLY …

H Chen - Journal of Mechanics in Medicine and Biology, 2023 - World Scientific
Parkinson's disease (PD) is a neurodegenerative disease that progresses slowly. In this
study, a tuna swarm optimization (TSO)-based hybrid kernel extreme learning machine …