论文标题

使用多个热水浴场对液态水的分子间和分子内模式进行建模:机器学习方法

Modeling intermolecular and intramolecular modes of liquid water using multiple heat baths: Machine learning approach

论文作者

Ueno, Seiji, Tanimura, Yoshitaka

论文摘要

分子在耗散环境(例如溶剂化和蛋白质分子)中的振动运动由分子间和分子内模式的贡献组成。这些集体模式的存在将难度引入化学和生物过程的量子模拟中。为了以简单的方式描述环境的复杂分子运动,我们引入了一个系统托架模型,在该模型中,具有Anharmonic Mode模式耦合的分子内模式由Hamiltonian系统描述,而其他自由度则由环境分子引起的其他自由度。采用基于机器学习的方法,我们不仅确定分子内模式的系统参数,还确定系统浴耦合的光谱分布,以使用从分子动力学(MD)模拟的原子轨迹来描述分子间模式。使用根据SPC/E模型计算出的MD轨迹和可极化的水模型来证明目前方法的能力,用于分子内和分子间振动光谱(poli2vs),通过确定系统参数来确定系统参数,以描述与对称性的分布和弯曲模式相互作用,并分配了浴模模式,并进行了浴模模式,并进行了浴模模式。与分子内模式的相互作用。从这些结果中,我们能够以非直觉的方式阐明分子内模式和分子间模式之间的能量弛豫途径。

The vibrational motion of molecules in dissipative environments, such as solvation and protein molecules, is composed of contributions from both intermolecular and intramolecular modes. The existence of these collective modes introduces difficulty into quantum simulations of chemical and biological processes. In order to describe the complex molecular motion of the environment in a simple manner, we introduce a system-bath model in which the intramolecular modes with anharmonic mode-mode couplings are described by a system Hamiltonian, while the other degrees of freedom, arising from the environmental molecules, are described by heat bath. Employing a machine-learning based approach, we determine not only the system parameters of the intramolecular modes but also the spectral distribution of the system-bath coupling to describe the intermolecular modes, using the atomic trajectories obtained from molecular dynamics (MD) simulations. The capabilities of the present approach are demonstrated for liquid water using MD trajectories calculated from the SPC/E model and the polarizable water model for intramolecular and intermolecular vibrational spectroscopies (POLI2VS) by determining the system parameters describing the symmetric-stretch, asymmetric-stretch and bend modes with intramolecular interactions and the bath spectral distribution functions for each intramolecular mode representing the interaction with the intra-molecular modes. From these results, we were able to elucidate the energy relaxation pathway between the intramolecular modes and the intermolecular modes in a non-intuitive manner.

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