Interactive exploration of atomic trajectories through relative-angle distribution and associated uncertainties

H. Bhatia, A. Gyulassy, Valerio Pascucci, Martina Bremer, M. Ong, V. Lordi, E. Draeger, J. Pask, P. Bremer
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引用次数: 1

Abstract

Exploration of atomic trajectories is fundamental to understanding and characterizing complex chemical systems important in many applications. For instance, any new insight into the mechanisms of ionic migration in catalytic materials could lead to a substantial increase in battery performance. A new statistical measure, called the relative-angle distribution, has been proposed to understand complex motion - whether Brownian, ballistic, or diffusive. The relative-angle distribution can be represented as a collection of 1D histograms, but is currently created in a slow, offline process, making any parameter exploration a tedious and time-consuming task. Furthermore, the resulting plot can hide uncertainty in both the data and the visualization. As a result, once rastered or printed at a fixed resolution, these histograms can be misleading. We present a new analysis tool for the exploration of atomic trajectories that combines an interactive histogram visualization with uncertainty information for both data and plotting errors, and is also linked to an interactive 3D display of trajectories. Our tool enables a holistic exploration of trajectories previously not feasible, with the potential for significant scientific impact. In collaboration with domain experts, we have deployed our tool ta analyze molecular dynamics simulations of lithium-ion diffusion. Users have found that the tool significantly accelerates the exploration process and have used it to validate a number of previously unconfirmed hypotheses.
通过相对角度分布和相关不确定性的原子轨迹的交互探索
原子轨迹的探索是理解和表征复杂化学系统的基础,在许多应用中都很重要。例如,对催化材料中离子迁移机制的任何新见解都可能导致电池性能的大幅提高。一种被称为相对角度分布的新统计度量被提出来理解复杂的运动——无论是布朗运动、弹道运动还是扩散运动。相对角度分布可以表示为1D直方图的集合,但目前是在一个缓慢的离线过程中创建的,这使得任何参数探索都是一项繁琐且耗时的任务。此外,生成的图可以隐藏数据和可视化中的不确定性。因此,一旦光栅化或以固定分辨率打印,这些直方图就会产生误导。我们提出了一种新的分析工具,用于探索原子轨迹,该工具将交互式直方图可视化与数据和绘图误差的不确定性信息相结合,并且还与轨迹的交互式3D显示相关联。我们的工具能够全面探索以前不可行的轨迹,具有重大科学影响的潜力。通过与领域专家的合作,我们已经部署了我们的工具来分析锂离子扩散的分子动力学模拟。用户发现该工具大大加快了勘探过程,并使用它验证了许多以前未经证实的假设。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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