{"title":"利用元动力学和机器学习分子动力学模拟 CaCl2 水电解质的溶解结构和离子动力学","authors":"Zhou Yu , Lei Cheng","doi":"10.1016/j.cplett.2025.141985","DOIUrl":null,"url":null,"abstract":"<div><div>This study uses <em>ab initio</em> and machine learning-based molecular dynamics simulations to explore solvation structures and ion dynamics in CaCl<sub>2</sub> aqueous electrolytes. We identify multiple solvation structures around Ca<sup>2+</sup> ions, influencing water molecule orientation extending to second hydration shell and residence times of water molecules in first hydration shell. The self-diffusivities of ions and water molecules, as calculated in machine learning-based molecular dynamics simulations, closely align with experimental measurements. Additionally, we analyze Ca<sup>2+</sup> ion transitions across ballistic, subdiffusive, and diffusive regimes by analyzing angle distribution histograms and van Hove correlation function, providing a comprehensive understanding of the underlying molecular interactions.</div></div>","PeriodicalId":273,"journal":{"name":"Chemical Physics Letters","volume":"867 ","pages":"Article 141985"},"PeriodicalIF":2.8000,"publicationDate":"2025-02-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Solvation structures and ion dynamics of CaCl2 aqueous electrolytes using metadynamics and machine learning molecular dynamics simulations\",\"authors\":\"Zhou Yu , Lei Cheng\",\"doi\":\"10.1016/j.cplett.2025.141985\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>This study uses <em>ab initio</em> and machine learning-based molecular dynamics simulations to explore solvation structures and ion dynamics in CaCl<sub>2</sub> aqueous electrolytes. We identify multiple solvation structures around Ca<sup>2+</sup> ions, influencing water molecule orientation extending to second hydration shell and residence times of water molecules in first hydration shell. The self-diffusivities of ions and water molecules, as calculated in machine learning-based molecular dynamics simulations, closely align with experimental measurements. Additionally, we analyze Ca<sup>2+</sup> ion transitions across ballistic, subdiffusive, and diffusive regimes by analyzing angle distribution histograms and van Hove correlation function, providing a comprehensive understanding of the underlying molecular interactions.</div></div>\",\"PeriodicalId\":273,\"journal\":{\"name\":\"Chemical Physics Letters\",\"volume\":\"867 \",\"pages\":\"Article 141985\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2025-02-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chemical Physics Letters\",\"FirstCategoryId\":\"92\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0009261425001253\",\"RegionNum\":3,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"CHEMISTRY, PHYSICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chemical Physics Letters","FirstCategoryId":"92","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0009261425001253","RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CHEMISTRY, PHYSICAL","Score":null,"Total":0}
Solvation structures and ion dynamics of CaCl2 aqueous electrolytes using metadynamics and machine learning molecular dynamics simulations
This study uses ab initio and machine learning-based molecular dynamics simulations to explore solvation structures and ion dynamics in CaCl2 aqueous electrolytes. We identify multiple solvation structures around Ca2+ ions, influencing water molecule orientation extending to second hydration shell and residence times of water molecules in first hydration shell. The self-diffusivities of ions and water molecules, as calculated in machine learning-based molecular dynamics simulations, closely align with experimental measurements. Additionally, we analyze Ca2+ ion transitions across ballistic, subdiffusive, and diffusive regimes by analyzing angle distribution histograms and van Hove correlation function, providing a comprehensive understanding of the underlying molecular interactions.
期刊介绍:
Chemical Physics Letters has an open access mirror journal, Chemical Physics Letters: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review.
Chemical Physics Letters publishes brief reports on molecules, interfaces, condensed phases, nanomaterials and nanostructures, polymers, biomolecular systems, and energy conversion and storage.
Criteria for publication are quality, urgency and impact. Further, experimental results reported in the journal have direct relevance for theory, and theoretical developments or non-routine computations relate directly to experiment. Manuscripts must satisfy these criteria and should not be minor extensions of previous work.