使用多变量互叠计算对异型对潜力的近似计算
Mohammadreza Fakhraei1, Chris A Kieslich1,2, Michael P Howard1
1Department of Chemical Engineering, Auburn University, Auburn, Alabama 36849, United States.
The journal of physical chemistry. B
|June 27, 2025
概括
这项研究引入了一种新的方法,使用多项式插值来近似异型对潜力,减少了对广泛训练数据的需求. 这种方法有效地模拟粒子相互作用,即使数据有限.
科学领域:
- 计算物理学的计算物理.
- 材料科学是一种材料科学.
- 数学建模的数学建模
背景情况:
- 模拟异型粒子相互作用需要复杂的潜在能量函数.
- 数据驱动的方法提供了灵活性,但需要大量的数据集,这些数据集往往是昂贵的.
- 现有的方法在有效地近似异型对潜力方面面临挑战.
研究的目的:
- 调查多变量多项式插值的使用,以近似异型对潜力.
- 开发一种需要有限的培训数据集的方法.
- 为了解决与培训数据收集相关的计算成本.
主要方法:
- 使用标准的切比舍夫多项式插值.
- 采用混合基多项式与周期电位的三角形多项式的插值.
- 通过数学和物理洞察来改进插入领域和设计插入器.
- 在2D和3D模型异型纳米粒子上测试方法.
主要成果:
- 使用有限的数据,成功地证明了对异性质对潜力的近似.
- 验证了切比舍夫和混合基调插值方法的有效性.
- 展示了该方法在不同维度 (2D和3D) 的适用性.
结论:
- 多变量多项式插值提供了一个有效的解决方案,用于近似异型对潜力.
- 拟议的方法大大减少了对大型,计算上昂贵的训练数据集的依赖.
- 这种技术为模拟复杂粒子相互作用提供了一种可行和高效的方法.
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