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基于Mori⁃Zwanzig格式和偏最小二乘的非线性模型降阶 被引量:2
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作者 赖学方 王晓龙 聂玉峰 《应用数学和力学》 CSCD 北大核心 2021年第6期551-561,共11页
本征正交分解及Galerkin投影是解决复杂非线性系统模型降阶问题常用的方法.然而,该方法在构造降阶系统过程中只截取基函数的部分模态,这通常会使得降阶系统不准确.针对该问题,提出了对降阶系统误差进行快速校正的方法.首先应用Mori⁃Zwan... 本征正交分解及Galerkin投影是解决复杂非线性系统模型降阶问题常用的方法.然而,该方法在构造降阶系统过程中只截取基函数的部分模态,这通常会使得降阶系统不准确.针对该问题,提出了对降阶系统误差进行快速校正的方法.首先应用Mori⁃Zwanzig格式对降阶系统的误差进行分析,理论上得到误差模型的形式和有效预测变量.再通过偏最小二乘方法构造预测变量和系统误差的多元回归模型,建立误差预测模型.将所构造的误差预测模型直接嵌入到原降阶系统,得到新的降阶系统在形式上等价于对原模型的右端采用Petrov⁃Galerkin投影.最后给出了新的降阶系统的误差估计.数值结果进一步说明了所提方法能有效地提高降阶系统的稳定性和准确性,且具有较高计算效率. 展开更多
关键词 模型降阶 mori⁃zwanzig格式 偏最小二乘 误差校正 Petrov⁃Galerkin投影
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A note on hydrodynamics from dissipative particle dynamics
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作者 X. BIAN Z. LI N.A. ADAMS 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2018年第1期63-82,共20页
We calculate current correlation functions (CCFs) of dissipative particle dy- namics (DPD) and compare them with results of molecular dynamics (MD) and solutions of linearized hydrodynamic equations. In particul... We calculate current correlation functions (CCFs) of dissipative particle dy- namics (DPD) and compare them with results of molecular dynamics (MD) and solutions of linearized hydrodynamic equations. In particular, we consider three versions of DPD, the empirical/classical DPD, coarse-grained (CG) DPD with radial-direction interactions only and full (radial, transversal, and rotational) interactions between particles. To fa- cilitate quantitative discussions, we consider specifically a star-polymer melt system at a moderate density. For bonded molecules, it is straightforward to define the CG variables and to further derive CG force fields for DPD within the framework of the Mori-Zwanzig formalism. For both transversal and longitudinal current correlation functions (TCCFs and LCCFs), we observe that results of MD, DPD, and hydrodynamic solutions agree with each other at the continuum limit. Below the continuum limit to certain length scales, results of MD deviate significantly from hydrodynamic solutions, whereas results of both empirical and CG DPD resemble those of MD. This indicates that the DPD method with Markovian force laws possibly has a larger applicability than the continuum description of a Newtonian fluid. This is worth being explored further to represent gen- eralized hydrodynamics. 展开更多
关键词 dissipative particle dynamics (DPD) fluctuating hydrodynamics molec-ular dynamics (MD) COARSE-GRAINING mori-zwanzig projection
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