Jianyi Liu , Yujiang Ba , Shan Ge , Boyuan Wang , Yimin Wen , Hua Yuan , Zhibin Liu , Gongheng Pan , Minjian Gun
{"title":"基于OPLS-AA力场参数优化的真实石蜡熔点分子动力学模拟","authors":"Jianyi Liu , Yujiang Ba , Shan Ge , Boyuan Wang , Yimin Wen , Hua Yuan , Zhibin Liu , Gongheng Pan , Minjian Gun","doi":"10.1016/j.commatsci.2025.114013","DOIUrl":null,"url":null,"abstract":"<div><div>The molecular dynamics study on the mechanism of organic solid phase precipitation in crude oil has important guiding significance for ensuring oil and gas production. To address the notable inaccuracies of existing force fields in simulating wax-related properties in crude oil, this study optimizes the force field by integrating quantum chemistry methods with experimental data. Based on the OPLS-AA force field framework, we employed the quantum chemical M06-2X/def2-TZVP method to perform relaxed scanning of dihedral angles in straight-chain alkanes, obtaining all dihedral torsional parameters. The charge parameters were optimized using the measured melting points of C<sub>22</sub>, C<sub>26</sub>, and C<sub>30</sub> n-alkanes, leading to the development of an improved P-OPLS force field. Validation results demonstrate that this force field provides the most accurate calculations for the evaporation enthalpy and viscosity of n-alkanes. By simulating the melting points of real paraffin wax in actual crude oil from oilfields, the results show that the relative errors between the simulated melting points of paraffin wax in Well A-1 and Well A-2 using the P-OPLS force field and the experimental melting points are 0.56 % and 0.42 %, respectively. This further confirms the accuracy of the P-OPLS force field in simulating mixed-component alkane systems. Additionally, the visualization of orientation order parameters and molecular chains indicates that wax molecules are arranged in a linear order during the crystallization process. Paraffin molecules with similar chain lengths are more likely to match and align with each other when forming crystals, which helps to form stable structures. This study provides a reliable P-OPLS force field for simulating and studying straight chain alkane systems, and provides a potential basis for further investigating the mechanism of wax precipitation in crude oil.</div></div>","PeriodicalId":10650,"journal":{"name":"Computational Materials Science","volume":"257 ","pages":"Article 114013"},"PeriodicalIF":3.3000,"publicationDate":"2025-05-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Molecular dynamics simulation of real paraffin wax melting points based on OPLS-AA force field parameter optimization\",\"authors\":\"Jianyi Liu , Yujiang Ba , Shan Ge , Boyuan Wang , Yimin Wen , Hua Yuan , Zhibin Liu , Gongheng Pan , Minjian Gun\",\"doi\":\"10.1016/j.commatsci.2025.114013\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>The molecular dynamics study on the mechanism of organic solid phase precipitation in crude oil has important guiding significance for ensuring oil and gas production. To address the notable inaccuracies of existing force fields in simulating wax-related properties in crude oil, this study optimizes the force field by integrating quantum chemistry methods with experimental data. Based on the OPLS-AA force field framework, we employed the quantum chemical M06-2X/def2-TZVP method to perform relaxed scanning of dihedral angles in straight-chain alkanes, obtaining all dihedral torsional parameters. The charge parameters were optimized using the measured melting points of C<sub>22</sub>, C<sub>26</sub>, and C<sub>30</sub> n-alkanes, leading to the development of an improved P-OPLS force field. Validation results demonstrate that this force field provides the most accurate calculations for the evaporation enthalpy and viscosity of n-alkanes. By simulating the melting points of real paraffin wax in actual crude oil from oilfields, the results show that the relative errors between the simulated melting points of paraffin wax in Well A-1 and Well A-2 using the P-OPLS force field and the experimental melting points are 0.56 % and 0.42 %, respectively. This further confirms the accuracy of the P-OPLS force field in simulating mixed-component alkane systems. Additionally, the visualization of orientation order parameters and molecular chains indicates that wax molecules are arranged in a linear order during the crystallization process. Paraffin molecules with similar chain lengths are more likely to match and align with each other when forming crystals, which helps to form stable structures. This study provides a reliable P-OPLS force field for simulating and studying straight chain alkane systems, and provides a potential basis for further investigating the mechanism of wax precipitation in crude oil.</div></div>\",\"PeriodicalId\":10650,\"journal\":{\"name\":\"Computational Materials Science\",\"volume\":\"257 \",\"pages\":\"Article 114013\"},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2025-05-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational Materials Science\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0927025625003568\",\"RegionNum\":3,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Materials Science","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0927025625003568","RegionNum":3,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
Molecular dynamics simulation of real paraffin wax melting points based on OPLS-AA force field parameter optimization
The molecular dynamics study on the mechanism of organic solid phase precipitation in crude oil has important guiding significance for ensuring oil and gas production. To address the notable inaccuracies of existing force fields in simulating wax-related properties in crude oil, this study optimizes the force field by integrating quantum chemistry methods with experimental data. Based on the OPLS-AA force field framework, we employed the quantum chemical M06-2X/def2-TZVP method to perform relaxed scanning of dihedral angles in straight-chain alkanes, obtaining all dihedral torsional parameters. The charge parameters were optimized using the measured melting points of C22, C26, and C30 n-alkanes, leading to the development of an improved P-OPLS force field. Validation results demonstrate that this force field provides the most accurate calculations for the evaporation enthalpy and viscosity of n-alkanes. By simulating the melting points of real paraffin wax in actual crude oil from oilfields, the results show that the relative errors between the simulated melting points of paraffin wax in Well A-1 and Well A-2 using the P-OPLS force field and the experimental melting points are 0.56 % and 0.42 %, respectively. This further confirms the accuracy of the P-OPLS force field in simulating mixed-component alkane systems. Additionally, the visualization of orientation order parameters and molecular chains indicates that wax molecules are arranged in a linear order during the crystallization process. Paraffin molecules with similar chain lengths are more likely to match and align with each other when forming crystals, which helps to form stable structures. This study provides a reliable P-OPLS force field for simulating and studying straight chain alkane systems, and provides a potential basis for further investigating the mechanism of wax precipitation in crude oil.
期刊介绍:
The goal of Computational Materials Science is to report on results that provide new or unique insights into, or significantly expand our understanding of, the properties of materials or phenomena associated with their design, synthesis, processing, characterization, and utilization. To be relevant to the journal, the results should be applied or applicable to specific material systems that are discussed within the submission.