Document Type

Article

Publication Date

11-19-2025

Department

Department of Mechanical and Aerospace Engineering; Department of Mechanical Engineering-Engineering Mechanics

Abstract

Predicting the physical and mechanical properties of organic materials from purely chemical understandings remains a significant challenge due to the limitations of conventional force fields in molecular dynamics (MD). In this work, we present a novel reformulation of Class II force fields that integrates Morse bond potentials with newly derived cross-term interactions, explicitly capturing complete bond dissociation while maintaining computational efficiency. This reformulated functional form combines the stability of fixed-bond models with the reactive capabilities of bond-breaking force fields, achieving accurate and robust MD predictions across crystalline, semi-crystalline, and amorphous organic systems. Extensive benchmarking confirms its predictive accuracy and speed, enabling high-throughput structure–property mapping for integrated computational materials engineering. Reparameterization methods have been implemented in the LUNAR software, which provides a user-friendly interface for rapid MD model development and accelerates materials discovery for composite applications.

Publisher's Statement

Publisher's version of record:

https://doi.org/10.1038/s41524-025-01838-5

Publication Title

Npj Computational Materials

Share

COinS
 
 

To view the content in your browser, please download Adobe Reader or, alternately,
you may Download the file to your hard drive.

NOTE: The latest versions of Adobe Reader do not support viewing PDF files within Firefox on Mac OS and if you are using a modern (Intel) Mac, there is no official plugin for viewing PDF files within the browser window.