Development of effective stochastic potential method using random matrix theory for efficient conformational sampling of semiconductor nanoparticles at non-zero temperatures

TL;DR

This paper introduces an effective stochastic potential (ESP) method based on random matrix theory to enable efficient conformational sampling of molecules at non-zero temperatures, reducing computational costs.

Contribution

The work develops a novel ESP method using random matrix theory and deformation potential concepts for efficient conformational sampling at finite temperatures.

Findings

Successfully applied to water and CdSe clusters at 300K.

Demonstrated the method's efficiency with 10^5 ESP calculations.

Validated the ESP approach for statistical sampling of molecular conformations.

Abstract

In this work, the development and implementation of the effective stochastic potential (ESP) method is presented to perform efficient conformational sampling of molecules. The overarching goal of this work is to alleviate the computational bottleneck associated with performing a large number of electronic structure calculations required for conformational sampling. We introduce the concept of a deformation potential and demonstrate its existence by the proof-by-construction approach. A statistical description of the fluctuations in the deformation potential due to non-zero temperature was obtained using infinite-order moment expansion of the distribution. The formal mathematical definition of the ESP was derived using functional minimization approach to match the infinite-order moment expansion for the deformation potential. Practical implementation of the ESP was obtained using the random-matrix theory method. The developed method was applied to two proof-of-concept calculations of the distribution of HOMO-LUMO gap in the water molecule and solvated CdSe clusters at 300K. The need for large sample size to obtain statistically meaningful results was demonstrated by performing $10^5 $ ESP calculations. The results from these prototype calculations demonstrated the efficacy of the ESP method for performing efficient conformational sampling. We envision that the fundamental nature of this work will not only extend our knowledge of chemical systems at non-zero temperatures but will also generate new insights for innovative technological applications.