论文标题

部分可观测时空混沌系统的无模型预测

The conformational phase diagram of neutral polymers in the presence of attractive crowders

论文作者

Garg, Hitesh, Rajesh, R, Vemparala, Satyavani

论文摘要

储层计算是预测湍流的有力工具,其简单的架构具有处理大型系统的计算效率。然而,其实现通常需要完整的状态向量测量和系统非线性知识。我们使用非线性投影函数将系统测量扩展到高维空间,然后将其输入到储层中以获得预测。我们展示了这种储层计算网络在时空混沌系统上的应用,该系统模拟了湍流的若干特征。我们表明,使用径向基函数作为非线性投影器,即使只有部分观测并且不知道控制方程,也能稳健地捕捉复杂的系统非线性。最后,我们表明,当测量稀疏、不完整且带有噪声,甚至控制方程变得不准确时,我们的网络仍然可以产生相当准确的预测,从而为实际湍流系统的无模型预测铺平了道路。

Extensive coarse grained molecular dynamics simulations are performed to investigate the conformational phase diagram of a neutral polymer in the presence of attractive crowders. We show that, for low crowded densities, the polymer predominantly shows three phases as a function of both intra polymer and polymer-crowder interactions: (1) weak intra polymer and weak polymer-crowder attractive interactions induce extended or coil polymer conformations (phase E) (2) strong intra polymer and relatively weak polymer-crowder attractive interactions induce collapsed or globular conformations (phase CI) and (3) strong polymer-crowder attractive interactions, regardless of intra polymer interactions, induce a second collapsed or globular conformation that encloses bridging crowders (phase CB). The detailed phase diagram is obtained by determining the phase boundaries delineating the different phases based on an analysis of the radius of gyration as well as bridging crowders. The dependence of the phase diagram on strength of crowder-crowder attractive interactions and crowder density is clarified. We also show that when the crowder density is increased, a third collapsed phase of the polymer emerges for weak intra polymer attractive interactions. This crowder density induced compaction is shown to be enhanced by stronger crowder-crowder attraction and is different from the depletion induced collapse mechanism which is primarily driven by repulsive interactions. We also provide a unified explanation of the observed reentrant swollen/extended conformations of earlier simulations of weak and strongly self interacting polymers in terms of crowder-crowder attractive interactions.

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