(637j) Development and Benchmarking of Small Molecule Force Fields in the Open Force Field Initiative
AIChE Annual Meeting
2021
2021 Annual Meeting
Engineering Sciences and Fundamentals
Development of Intermolecular Potential Models
Thursday, November 11, 2021 - 5:45pm to 6:00pm
The Open Force Field Initiative (OpenFF) is academic/industrial collaboration focused on the development of 1) extensible, open source toolkits for constructing, applying, and evaluating force fields; 2) the curation of public datasets necessary to build high-accuracy biomolecular force fields; and 3) the generation of improved molecular force fields for biomolecular and other soft matter applications. In this talk, I will discuss recent efforts by OpenFF to provide automated optimization and benchmarking of small molecule force fields using both extensive quantum mechanical data and substantial condensed phase properties. I will describe the recent generations of general organic molecule force fields developed by OpenFF and their performance on large-scale benchmarks developed in cooperation with pharmaceutical industrial partners, including protein-ligand binding free energies. I will also talk about current efforts to capture greater physical detail including new charging schemes, data-based choices of interaction types, and incorporation of Wiberg bond order information to capture conjugated bond behavior without expansion of duplicative atom types. I will also discuss the tools we have developed for easily parameterizing molecules with Open FF tools and using them across a range of simulation platforms as well as how the framework is being applied in a fully transferable way to biopolymers.