Macromolecular Theory and Simulations最新文献

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Predicting Multi-Component Phase Equilibria of Polymers using Approximations to Flory–Huggins Theory 用Flory-Huggins理论的近似值预测聚合物的多组分相平衡
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-02-24 DOI: 10.1002/mats.202300001
Stijn H. M. van Leuken, Rolf A. T. M. van Benthem, Remco Tuinier, Mark Vis
{"title":"Predicting Multi-Component Phase Equilibria of Polymers using Approximations to Flory–Huggins Theory","authors":"Stijn H. M. van Leuken,&nbsp;Rolf A. T. M. van Benthem,&nbsp;Remco Tuinier,&nbsp;Mark Vis","doi":"10.1002/mats.202300001","DOIUrl":"10.1002/mats.202300001","url":null,"abstract":"<p>The rational development of sustainable polymeric materials demands tunable properties using mixtures of polymers with chemical variations. At the same time, the sheer number of potential variations and combinations makes experimentally or numerically studying every new mixture impractical. A direct predictive tool quantifying how material properties change when molecular features change provides a less time- and resource-consuming route to optimization. Numerically solving Flory–Huggins theory provides such a tool for mono-disperse mixtures with a limited number of components, but for multi-component systems the large number of equations makes numerical computations challenging. Approximate solutions to Flory–Huggins theory relating miscibility and solubility to molecular features are presented. The set of approximate relations show a wider range of accuracy compared to existing approximations. The combination of the analytical, lower-order, and more accurate higher-order approximations together contribute to a broader applicability and extensibility of Flory–Huggins theory.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 4","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mats.202300001","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45001968","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Secondary Structure Formation in Hybrid Synthetic/Peptide Polymers: Insights from Molecular Dynamics Simulations 合成/肽杂化聚合物二级结构形成的分子动力学模拟研究
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-02-23 DOI: 10.1002/mats.202200070
Thomas Kunze, Christian Dreßler, Daniel Sebastiani
{"title":"Secondary Structure Formation in Hybrid Synthetic/Peptide Polymers: Insights from Molecular Dynamics Simulations","authors":"Thomas Kunze,&nbsp;Christian Dreßler,&nbsp;Daniel Sebastiani","doi":"10.1002/mats.202200070","DOIUrl":"10.1002/mats.202200070","url":null,"abstract":"<p>Proteins and peptides exhibit an immense variety of structures, which are generally classified according to simple structural motifs (mainly α helices and β sheets). Considerable efforts have been invested in understanding the relationship between chemical structure (primary structure) of peptides and their spatial motifs (secondary structure). However, little is known about the possibility to interfere intentionally in these structural driving forces, for example, by inserting (short) artificial polymer chains in the peptide backbone. Structure formation on such hybrid synthetic/biochemical polymers is still an emerging field of research. Here, molecular dynamics simulations are used to illustrate the influence of inserted polyethylene segments on the secondary structure of several peptide homopolymers. A loss of structure of ≈50% when the peptide chain length drops to ten amino acids and a practically complete absence for even shorter peptide segments.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 3","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mats.202200070","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44440334","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Emergence and Stability of Hierarchical Structures under Cylindrical Confinement 圆柱约束下层次结构的产生与稳定性
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-02-22 DOI: 10.1002/mats.202200076
Tiancheng Chen, Yuci Xu
{"title":"Emergence and Stability of Hierarchical Structures under Cylindrical Confinement","authors":"Tiancheng Chen,&nbsp;Yuci Xu","doi":"10.1002/mats.202200076","DOIUrl":"10.1002/mats.202200076","url":null,"abstract":"<p>Focusing on the formation of hierarchical structure under cylindrical confinement, the self-assembly of A(BC)<sub>2</sub>B multiblock copolymer of chain length <i>N</i> in a nanopore with size <i>R</i> is studied using the self-consistent field theory. The hierarchical concentric ring (HC<sub><i>k</i></sub>), hierarchical perforated cylinder (HP<sub><i>k</i></sub>), hierarchical helix (HH<sub><i>k</i></sub>), and even hierarchical disk (HD<sub><i>k</i></sub>) is obtained with different number of mid-thin layers <i>k</i> via a proposed design principle. The results show that large pore size and <i>χ</i><sub>AB</sub> favor the hierarchical structure with more <i>k</i>, while <i>χ</i><sub><i>BC</i></sub> prefers hierarchical structure with less <i>k</i>, consistent with the results of hierarchical structure in bulk. By investigating the effect of the volume fraction of the tail A block (<i>f</i><sub>A</sub>), the phase transition sequence, HC<sub><i>k</i></sub> → HP<sub><i>k</i></sub> → HH<sub><i>k</i></sub> → HD<sub><i>k</i></sub> is explored, which shares the same transition of multiblock copolymer in bulk with L<sub><i>k</i></sub> → G<sub><i>k</i></sub> → C<sub><i>k</i></sub> → S<sub><i>k</i></sub>. Finally, the phase diagram with respect to the <i>f</i><sub>A</sub> and <i>R</i> is explored, where the stability regime of these hierarchical structures is well understood. The results provide a compelling panacea for the fabrication of hierarchical 3D nanostructures under confinement.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 3","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-02-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42836221","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Masthead: Macromol. Theory Simul. 1/2023 刊头:Macromol。理论模拟。2023年1月
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-01-19 DOI: 10.1002/mats.202370002
{"title":"Masthead: Macromol. Theory Simul. 1/2023","authors":"","doi":"10.1002/mats.202370002","DOIUrl":"https://doi.org/10.1002/mats.202370002","url":null,"abstract":"","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mats.202370002","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50137776","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical Characterization of Mixing in a Kneading Element Channel of Dual-Speed Corotating Non-Twin Screws Using Lagrangian Statistics Method 用拉格朗日统计方法对双速旋转非双螺杆捏合元件通道内混合的数值表征
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-01-19 DOI: 10.1002/mats.202370001
Baiping Xu, Ruifeng Liang, Shuping Xiao, Lingcao Tan, Jian Song, Huiwen Yu
{"title":"Numerical Characterization of Mixing in a Kneading Element Channel of Dual-Speed Corotating Non-Twin Screws Using Lagrangian Statistics Method","authors":"Baiping Xu,&nbsp;Ruifeng Liang,&nbsp;Shuping Xiao,&nbsp;Lingcao Tan,&nbsp;Jian Song,&nbsp;Huiwen Yu","doi":"10.1002/mats.202370001","DOIUrl":"https://doi.org/10.1002/mats.202370001","url":null,"abstract":"<p><b>Front Cover</b>: Symmetry break is introduced by a novel non-twin kneading element. The self-cleaning still remains where one-tip rotor engaged with two-tip one replaces two identical two-tip rotors of conventional twin screws. The numerical simulation is performed using finite element method and mesh superposition technique. A Lagrangian statistics method reveals that the non-twin geometry offers equivalent distributive mixing and better dispersive mixing. This is reported by Baiping Xu, Ruifeng Liang, Shuping Xiao, Lingcao Tan, Jian Song, and Huiwen Yu in article number 2200052.\u0000\u0000 <figure>\u0000 <div><picture>\u0000 <source></source></picture><p></p>\u0000 </div>\u0000 </figure></p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 1","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/mats.202370001","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"50137775","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Combining 13C-NMR Triad Sequence Data with Joint Molecular Weight and Composition Data to Estimate Parameters in a Gas-Phase Polyethylene Reactor Model 结合13c‐NMR三重序列数据与联合分子量和组成数据来估计气相聚乙烯反应器模型的参数
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-01-12 DOI: 10.1002/mats.202200073
Jakob I. Straznicky, Jennifer P. Aiello, Lauren A. Gibson, Yan Jiang, Timothy Boller, Hsu Chiang, Kimberley B. McAuley
{"title":"Combining 13C-NMR Triad Sequence Data with Joint Molecular Weight and Composition Data to Estimate Parameters in a Gas-Phase Polyethylene Reactor Model","authors":"Jakob I. Straznicky,&nbsp;Jennifer P. Aiello,&nbsp;Lauren A. Gibson,&nbsp;Yan Jiang,&nbsp;Timothy Boller,&nbsp;Hsu Chiang,&nbsp;Kimberley B. McAuley","doi":"10.1002/mats.202200073","DOIUrl":"10.1002/mats.202200073","url":null,"abstract":"<p>A three-site metallocene catalyst is used in a gas-phase semi-batch reactor to produce ethylene/hexene copolymers. At the end of each batch, polyethylene (PE) is collected and analyzed to determine the carbon-13 nuclear magnetic resonance (<sup>13</sup>C-NMR) triad sequence distribution. Joint molecular weight (MW) and composition distribution data are obtained using gel permeation chromatography with an infrared detector (GPC-IR). Data from ten experimental runs are used for kinetic parameter estimation. Using a mean-squared error (MSE) selection methodology, 23 of the 36 model parameters are selected for estimation using the available polymerization rate and PE characterization data. The remaining parameters are held at initial guesses to avoid overfitting. Addition of the triad data to the parameter estimation problem allows for one additional parameter to be estimated and results in improved parameter estimates. Standard deviations of all but one of the estimated parameters decreased due to inclusion of triad data. The updated parameter estimates result in good fits for the triad data and for joint MW and composition data. The model accurately predicts four validation data sets not used for parameter estimation. The new model and its updated parameter estimates will be valuable for scaling up new polymer grades from laboratory-scale to commercial-scale.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 3","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42656307","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular Simulation and Experimental Study on the Damping and Aging Properties of 4010NA/Hydrogenated Nitrile Butadiene/Nitrile Butadiene Rubber Composites 4010NA/氢化丁腈橡胶/丁腈橡胶复合材料阻尼与老化性能的分子模拟与实验研究
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-01-06 DOI: 10.1002/mats.202200072
Meng Song, Meng Wang, Chaole Wang, Jihong Song, Yunan Li, Fengyi Cao, Guomin Yu, Qi Qin
{"title":"Molecular Simulation and Experimental Study on the Damping and Aging Properties of 4010NA/Hydrogenated Nitrile Butadiene/Nitrile Butadiene Rubber Composites","authors":"Meng Song,&nbsp;Meng Wang,&nbsp;Chaole Wang,&nbsp;Jihong Song,&nbsp;Yunan Li,&nbsp;Fengyi Cao,&nbsp;Guomin Yu,&nbsp;Qi Qin","doi":"10.1002/mats.202200072","DOIUrl":"10.1002/mats.202200072","url":null,"abstract":"<p>The effects of <i>N</i>-isopropyl-<i>N</i>′-phenyl-phenylenediamine (4010NA) content on the damping and aging properties of hydrogenated nitrile butadiene rubber (HNBR)/nitrile butadiene rubber (NBR) (abbreviated as H-NBR) matrix are studied via molecular simulation and experiments. The effects of 4010NA addition on the damping and aging properties of H-NBR are analyzed by molecular simulation using solubility parameters (<i>δ</i>), hydrogen bonds, free volume fraction (FFV), binding energy (<i>E</i><sub>binding</sub>), hydrogen bond dissociation energy (<i>ΔG</i>), and mean square displacement (MSD). The damping, mechanical, and thermo-oxygen aging properties of the 4010NA/H-NBR composites are studied experimentally using infrared (FTIR) spectroscopy, X-ray diffraction (XRD), differential scanning calorimetry (DSC), and dynamic mechanical analysis (DMA). The results indicate that 4010NA has good compatibility with HNBR and NBR, and the addition of 4010NA can effectively improve the damping properties of H-NBR. When 4010NA is added at 32 phr, the composite has better damping properties, mechanical properties, and aging resistance, which provides a new insight for the construction of high performance elastomer composites.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 2","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41316722","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Effect of Topology on the Collapse Transition and the Instantaneous Shape of a Model Heteropolymer 拓扑结构对模型异聚物塌缩跃迁和瞬时形状的影响
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2023-01-04 DOI: 10.1002/mats.202200074
Thoudam Vilip Singh, Lenin S. Shagolsem
{"title":"Effect of Topology on the Collapse Transition and the Instantaneous Shape of a Model Heteropolymer","authors":"Thoudam Vilip Singh,&nbsp;Lenin S. Shagolsem","doi":"10.1002/mats.202200074","DOIUrl":"10.1002/mats.202200074","url":null,"abstract":"<p>The effect of topology on the collapse transition and instantaneous shape of an energy polydisperse polymer (EPP), a model heteropolymer is studied by means of computer simulations. In particular, three different chain topologies, namely, linear (L), ring (R), and trefoil knot (T), are considered. The heteropolymer is modeled by assigning each monomer an interaction parameter, ε<sub><i>i</i></sub>, drawn randomly from a Gaussian distribution. Through chain size scaling, the transition temperature, θ, is located and compared among the chains of different topologies. The influence of topology is reflected in the value of θ and observed that θ(L) &gt; θ(R) &gt; θ(T) in a similar fashion to that of the homopolymer counterpart. Also studied chain size distributions, and the shape changes across the transition temperature characterized through shape parameters based on the eigenvalues of the gyration tensor. It is observed that, for the model heteropolymer, in addition to chain topology, the θ-temperature also depends on energy polydispersity.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 2","pages":""},"PeriodicalIF":1.4,"publicationDate":"2023-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46605765","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Random Branching and Cross-linking of Polymer Chains, Analytical Functions for the Bivariate Molecular Weight Distributions 聚合物链的随机分支和交联,二元分子量分布的分析函数
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2022-12-23 DOI: 10.1002/mats.202200062
Rolf Bachmann, Marcel Klinger, Jan Meyer
{"title":"Random Branching and Cross-linking of Polymer Chains, Analytical Functions for the Bivariate Molecular Weight Distributions","authors":"Rolf Bachmann,&nbsp;Marcel Klinger,&nbsp;Jan Meyer","doi":"10.1002/mats.202200062","DOIUrl":"10.1002/mats.202200062","url":null,"abstract":"<p>Cross-linking and branching of primary polymer molecules are investigated using the Galton–Watson (GW) process. Starting with the probability generating function (pgf) of the primary molecular weight distribution (MWD), analytical expressions are derived for the bivariate pgfs <i>g</i>(<i>n</i><sub>br</sub>, <i>s</i>) of branched polymers which depend also on the number of branch points <i>n</i><sub>br</sub>. The bivariate MWDs <i>n</i>(<i>n</i><sub>br</sub>, <i>i</i>) (<i>i</i>: number of molecular units) are then derived as Taylor expansions in s. All three cases of random branching: X-shaped (cross-linking), T-shaped (only one end takes part in the branching process), and H-shaped (both ends can take part in the branching process) are treated. An extension of the formalism does not require the construction of the pgf and allows the direct use of the MWD of the primary chains. However, using pgfs allows to go past the gel point and to determine the MWD and content of the sol. Explicit expressions are given for special distributions: the mono modal, the most probable, the Schulz-Zimm, the Poisson, and the Catalan distribution for the cases of X-shaped and T-shaped branching.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 3","pages":""},"PeriodicalIF":1.4,"publicationDate":"2022-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44506970","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polyimide/Silica Nanocomposites with Enhanced Tensile Strength: Size Effects and Covalently Bonded Interface 增强拉伸强度的聚酰亚胺/二氧化硅纳米复合材料:尺寸效应和共价键合界面
IF 1.4 4区 工程技术
Macromolecular Theory and Simulations Pub Date : 2022-12-07 DOI: 10.1002/mats.202200066
Yu Wang, Wenlong Yang, Jiaqi Lin, Xinmei Liu, Yuhang Zuo, Hongguo Sun, Ying Yang
{"title":"Polyimide/Silica Nanocomposites with Enhanced Tensile Strength: Size Effects and Covalently Bonded Interface","authors":"Yu Wang,&nbsp;Wenlong Yang,&nbsp;Jiaqi Lin,&nbsp;Xinmei Liu,&nbsp;Yuhang Zuo,&nbsp;Hongguo Sun,&nbsp;Ying Yang","doi":"10.1002/mats.202200066","DOIUrl":"10.1002/mats.202200066","url":null,"abstract":"<p>In this work, the tensile strength of polyimide/silica composites with the covalently bonded interface (bonded PI/SiO<sub>2</sub>) is investigated by molecular dynamic simulation. It is found that the nanofiller with smaller size can bring out a larger number of hydrogen bonds and interfacial non-bond energy in the composites, resulting in higher tensile strength. As the immobilization of the PI chains in the vicinity of SiO<sub>2</sub>, the covalently bonded interface is found to offer a greater reinforcing effect than the unbonded interface that is confirmed by the self-diffusion coefficient. The tensile strength of 9 wt.% bonded PI/SiO<sub>2</sub> composites is 11.34% higher than that of the unbounded composites. The tensile strength of PI/SiO<sub>2</sub> composites is enhanced with the increase of SiO<sub>2</sub> concentration up to critical mass percent (<i>X<sub>c</sub></i>), beyond which it will be decreased. To quantitatively predict <i>X<sub>c</sub></i> of PI/SiO<sub>2</sub> composites, an empirical equation based on the non-bond energy of the composites is proposed. The empirical equation showed that the <i>X<sub>c</sub></i> of PI/SiO<sub>2</sub> composites ranged from 8.03 to 10.36 wt.%, which is consistent with experimental values. These results provided the understanding of size-dependent covalently bonded interface structure, which would be beneficial to the design of nanocomposites with excellent mechanical performances.</p>","PeriodicalId":18157,"journal":{"name":"Macromolecular Theory and Simulations","volume":"32 2","pages":""},"PeriodicalIF":1.4,"publicationDate":"2022-12-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45908224","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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