Numerical simulation analysis of the rolling process based on the particle swarm hybrid algorithm

IF 1.7 3区 材料科学 Q2 METALLURGY & METALLURGICAL ENGINEERING Ironmaking & Steelmaking Pub Date : 2023-05-01 DOI:10.1080/03019233.2023.2203009
Z. Yan, He-Nan Bu, Hao Li, Lei Hong
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Abstract

ABSTRACT It is very complicated to study the three-dimensional deformation of metal during rolling. The conventional finite element numerical analysis method generally adopts a fixed algorithm to calculate the whole rolling process. This method consumes huge computing power and sacrifices some computing accuracy. In this paper, according to the characteristics of different rolling stages, on the basis of considering the degree of metal deformation, a particle swarm hybrid algorithm with adaptive weight-learning factor is proposed.The Zoutendijk algorithm, Rosen algorithm, Wolfe algorithm and particle swarm hybrid algorithm are used to numerically simulate the rolling transverse thickness distribution. The accuracy of the rolling model and the particle swarm hybrid algorithm are verified. The influence of work roll edge contact and asymmetric roll bending on the deformation of rolling metal is analysed based on particle swarm mixing algorithm.
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基于粒子群混合算法的轧制过程数值模拟分析
研究金属轧制过程中的三维变形是一个非常复杂的过程。传统的有限元数值分析方法通常采用固定的算法来计算整个轧制过程。这种方法消耗了巨大的计算能力,并牺牲了一些计算精度。本文根据不同轧制阶段的特点,在考虑金属变形程度的基础上,提出了一种具有自适应权值学习因子的粒子群混合算法。采用Zoutendijk算法、Rosen算法、Wolfe算法和粒子群混合算法对轧制横向厚度分布进行了数值模拟。验证了滚动模型和粒子群混合算法的准确性。基于粒子群混合算法,分析了工作辊边缘接触和不对称弯曲对轧制金属变形的影响。
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来源期刊
Ironmaking & Steelmaking
Ironmaking & Steelmaking 工程技术-冶金工程
CiteScore
3.70
自引率
9.50%
发文量
125
审稿时长
2.9 months
期刊介绍: Ironmaking & Steelmaking: Processes, Products and Applications monitors international technological advances in the industry with a strong element of engineering and product related material. First class refereed papers from the international iron and steel community cover all stages of the process, from ironmaking and its attendant technologies, through casting and steelmaking, to rolling, forming and delivery of the product, including monitoring, quality assurance and environmental issues. The journal also carries research profiles, features on technological and industry developments and expert reviews on major conferences.
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