Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization

Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization

Optical matter consisting of nanoparticle constituents in solution is of key interest due to the exhibited self-assembling mechanisms. The authors propose a principal components analysis based data-driven approach to determine the collective modes of colloidal clusters mimicking optical binding used...

Full description

Bibliographic Details
Main Authors: Shiqi Chen, Curtis W. Peterson, John A. Parker, Stuart A. Rice, Andrew L. Ferguson, Norbert F. Scherer
Format: Article
Language:English
Published: Nature Publishing Group 2021-05-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-021-22794-w
id doaj-fa8ff8ea7a6e4814a90ca6d167119e53
record_format Article
spelling doaj-fa8ff8ea7a6e4814a90ca6d167119e532021-05-09T11:12:32ZengNature Publishing GroupNature Communications2041-17232021-05-0112111110.1038/s41467-021-22794-wData-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerizationShiqi Chen0Curtis W. Peterson1John A. Parker2Stuart A. Rice3Andrew L. Ferguson4Norbert F. Scherer5Department of Chemistry, University of ChicagoDepartment of Chemistry, University of ChicagoJames Franck Institute, University of ChicagoDepartment of Chemistry, University of ChicagoPritzker School of Molecular Engineering, University of ChicagoDepartment of Chemistry, University of ChicagoOptical matter consisting of nanoparticle constituents in solution is of key interest due to the exhibited self-assembling mechanisms. The authors propose a principal components analysis based data-driven approach to determine the collective modes of colloidal clusters mimicking optical binding used in colloidal self-assembly.https://doi.org/10.1038/s41467-021-22794-w
collection DOAJ
language English
format Article
sources DOAJ
author Shiqi Chen
Curtis W. Peterson
John A. Parker
Stuart A. Rice
Andrew L. Ferguson
Norbert F. Scherer
spellingShingle Shiqi Chen
Curtis W. Peterson
John A. Parker
Stuart A. Rice
Andrew L. Ferguson
Norbert F. Scherer
Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
Nature Communications
author_facet Shiqi Chen
Curtis W. Peterson
John A. Parker
Stuart A. Rice
Andrew L. Ferguson
Norbert F. Scherer
author_sort Shiqi Chen
title Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
title_short Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
title_full Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
title_fullStr Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
title_full_unstemmed Data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
title_sort data-driven reaction coordinate discovery in overdamped and non-conservative systems: application to optical matter structural isomerization
publisher Nature Publishing Group
series Nature Communications
issn 2041-1723
publishDate 2021-05-01
description Optical matter consisting of nanoparticle constituents in solution is of key interest due to the exhibited self-assembling mechanisms. The authors propose a principal components analysis based data-driven approach to determine the collective modes of colloidal clusters mimicking optical binding used in colloidal self-assembly.
url https://doi.org/10.1038/s41467-021-22794-w
work_keys_str_mv AT shiqichen datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
AT curtiswpeterson datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
AT johnaparker datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
AT stuartarice datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
AT andrewlferguson datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
AT norbertfscherer datadrivenreactioncoordinatediscoveryinoverdampedandnonconservativesystemsapplicationtoopticalmatterstructuralisomerization
_version_ 1721454663253884928

Similar Items