一个粘弹性塑料模型用于各种密封包装的核心,多纤维聚胺-6线
Milad Razbin1,2, Mortaza Salehian3, Ali Akbar Gharehaghaji4
1Department of Textile Engineering, Amirkabir University of Technology, Tehran, Iran. milad.razbin@aut.ac.ir.
Scientific reports
|October 11, 2024
概括
这项研究引入了一种新的混合模型,将几何学和人工神经网络 (ANN) 结合起来,以预测复杂密集的线的拉伸行为. 该模型准确地预测了具有2-5核单纤维的的弹性-粘性-弹性-塑料反应.
科学领域:
- 织工程 织工程 织工程
- 材料科学 材料科学 材料科学
- 计算力学 计算力学 计算力学
背景情况:
- 紧密包装的线表现出不同的机械特性,受核心单丝数量的影响.
- 现有的模型主要针对具有一个或两个核心单丝纤维的线.
- 预测复杂的机械行为,如粘性弹性-可塑性仍然具有挑战性.
研究的目的:
- 开发一种先进的分析模型,用于预测密封线的拉伸行为.
- 将预测能力扩展到具有2-5个核心单丝线的线上.
- 涵盖更广泛的机械反应,包括弹性和粘弹性-塑料.
主要方法:
- 一种混合方法,将几何模型与人工神经网络 (ANN) 集成在一起.
- 开发一个分析框架来模拟线的拉伸性能.
- 通过实验数据和数值模拟进行验证.
主要成果:
- 混合模型准确地预测了2-5个核心单丝线的线的拉力行为.
- 实验,理论和模拟结果之间观察到的良好一致性.
- 该模型成功地将预测从弹性到粘性弹性-塑性体制扩展.
结论:
- 拟议的混合模型为分析复杂的结构提供了一种新且准确的方法.
- 这种方法增强了对织力学和材料行为的理解.
- 在模拟和设计先进的织材料方面,有可能实现显著的改进.
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