GiFE: A Molecular-Size Agnostic and Understandable Gibbs Free Energy Function

10 May 2023, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

A fully defined and molecular-size agnostic Gibb’s free energy function that uses strictly structural parameters as input would permit real-time energetics determination and optimization of molecules heretofore intractable at ab initio levels. Here we present, the first part of a linear function for Gibbs free energy (GiFE Function) that covers the elements {H,N,O,C,F} and is molecular-size agnostic, using only atomic structure to generate the input variables. Critically, the GiFE function is capable not only of producing the value of Gibbs free energy for a given complex in constant time, but also may serve as a function over which molecules may be optimized in O(sqrt{n}) time. The prediction of individual and reaction free energies are demonstrated, as well as explanations of chemical understanding generated from the function and an outlining of how the rest of this function may be constructed, with examples covering {H,B,C,N,O,F,S,Si,Cl,Br,I}.

Keywords

Free Energy
Linear Function
Size Agnostic
Understandable ML
Machine Learning

Supplementary weblinks

Comments

Comments are not moderated before they are posted, but they can be removed by the site moderators if they are found to be in contravention of our Commenting Policy [opens in a new tab] - please read this policy before you post. Comments should be used for scholarly discussion of the content in question. You can find more information about how to use the commenting feature here [opens in a new tab] .
This site is protected by reCAPTCHA and the Google Privacy Policy [opens in a new tab] and Terms of Service [opens in a new tab] apply.