Development of ReaxFFSFOH Force Field for SF6‐H2O/O2 Hybrid System Based on Synergetic Optimization by CMA‐ES and MC Methodology. Issue 19 (6th May 2021)
- Record Type:
- Journal Article
- Title:
- Development of ReaxFFSFOH Force Field for SF6‐H2O/O2 Hybrid System Based on Synergetic Optimization by CMA‐ES and MC Methodology. Issue 19 (6th May 2021)
- Main Title:
- Development of ReaxFFSFOH Force Field for SF6‐H2O/O2 Hybrid System Based on Synergetic Optimization by CMA‐ES and MC Methodology
- Authors:
- Liu, Heng
Wang, Jingrui
Li, Qingmin
Haddad, A. Manu - Abstract:
- Abstract: The reactive force field (ReaxFF) based molecular dynamic (MD) simulation provides a new perspective for studying the microscopic decomposition mechanism of sulfur hexafluoride (SF6 ) under fault conditions. Since none of the published ReaxFF force fields contains proper interaction relationship between S, F, O and H elements, the development of ReaxFF parameters for SF6 ‐H2 O/O2 hybrid system is urgently needed. In this work, a universal and efficient covariance matrix adaptation evolutionary strategy (CMA‐ES) and Monte‐Carlo FF (MCFF) synergetic (CMS) optimization strategy for ReaxFF parameter is proposed. The optimization results for two representative force fields (disulfide and silica) from literature show that under the same number of evaluations, the CMS optimization strategy significantly reduces the optimization error by 22.08 % (disulfide) and 10.3 % (silica) respectively. By applying CMS strategy, the ReaxFFSFOH force field for SF6 ‐H2 O/O2 hybrid system is efficiently obtained. Through multi‐dimensional force field performance verification, we find that the bond length calculation error between ReaxFF and density functional theory (DFT) calculation results is mainly concentrated within ±0.05 Å, and the bond angle error is mostly within ±5°. In addition, the trends of relative energy changes during chemical reaction processes calculated by ReaxFF are basically consistent with the DFT results. This work lays a solid foundation for the in‐depth study ofAbstract: The reactive force field (ReaxFF) based molecular dynamic (MD) simulation provides a new perspective for studying the microscopic decomposition mechanism of sulfur hexafluoride (SF6 ) under fault conditions. Since none of the published ReaxFF force fields contains proper interaction relationship between S, F, O and H elements, the development of ReaxFF parameters for SF6 ‐H2 O/O2 hybrid system is urgently needed. In this work, a universal and efficient covariance matrix adaptation evolutionary strategy (CMA‐ES) and Monte‐Carlo FF (MCFF) synergetic (CMS) optimization strategy for ReaxFF parameter is proposed. The optimization results for two representative force fields (disulfide and silica) from literature show that under the same number of evaluations, the CMS optimization strategy significantly reduces the optimization error by 22.08 % (disulfide) and 10.3 % (silica) respectively. By applying CMS strategy, the ReaxFFSFOH force field for SF6 ‐H2 O/O2 hybrid system is efficiently obtained. Through multi‐dimensional force field performance verification, we find that the bond length calculation error between ReaxFF and density functional theory (DFT) calculation results is mainly concentrated within ±0.05 Å, and the bond angle error is mostly within ±5°. In addition, the trends of relative energy changes during chemical reaction processes calculated by ReaxFF are basically consistent with the DFT results. This work lays a solid foundation for the in‐depth study of the microscopic influence mechanism of trace H2 O and trace O2 in the decomposition process of SF6 . Abstract : A novel synergetic optimization strategy (CMS) for ReaxFF parameter optimization is proposed, which can effectively overcome the premature convergence defect of the existing optimization algorithms and significantly improve the optimization effect. By applying this optimization strategy, the ReaxFFSFOH force field of SF6 ‐H2 O/O2 system is obtained, which lays the foundation for studying the decomposition mechanism of SF6 under the fault conditions. … (more)
- Is Part Of:
- ChemistrySelect. Volume 6:Issue 19(2021)
- Journal:
- ChemistrySelect
- Issue:
- Volume 6:Issue 19(2021)
- Issue Display:
- Volume 6, Issue 19 (2021)
- Year:
- 2021
- Volume:
- 6
- Issue:
- 19
- Issue Sort Value:
- 2021-0006-0019-0000
- Page Start:
- 4622
- Page End:
- 4632
- Publication Date:
- 2021-05-06
- Subjects:
- Molecular dynamics -- Reaction mechanism -- SF6 decomposition -- Synergetic optimization -- Trace water/oxygen
Chemistry -- Periodicals
540.5 - Journal URLs:
- http://onlinelibrary.wiley.com/ ↗
http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)2365-6549 ↗ - DOI:
- 10.1002/slct.202101174 ↗
- Languages:
- English
- ISSNs:
- 2365-6549
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3172.241000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 17222.xml