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A Basis for Standardization: Optimizing Sampling Methods and Quantities for Accurate Microplastic Assessment in a Marine Environment. 标准化的基础:优化采样方法和数量,以准确评估海洋环境中的微塑料。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-12 DOI: 10.1021/acs.jpcb.5c08566
Jiancheng Zhu, Zhengye Xiong, Zhenqing Dai, Ruikun Sun, Chengyong Li

The presence and persistence of microplastics (MPs) in the marine environment pose increasing threats to marine organisms and ecosystem health. Environmental monitoring of MPs facilitates assessment of their potential impacts on ecosystems and biota. Although numerous studies have confirmed the widespread presence of MPs pollution in the marine environment, there are still significant differences in the sampling methods and sample quantities used for MPs monitoring. To address these issues, this study investigated the influence of different sampling methods and quantities on the survey results of MPs in the marine environment. The impact of different sample mass on the detection of MPs abundance in sandy and muddy beach sediments of the supratidal, intertidal, and subtidal zones was examined. And the effects of different seawater MPs collection methods (trawl sampling, water collector sampling, and pump sampling) and quantities on MPs abundance detection in seawater were also explored. Results show that the most suitable sample mass for detecting MPs in beach sediments is at least 30 g. Additionally, comprehensive sampling and monitoring of the supratidal, intertidal, and subtidal zones should be conducted to ensure accurate assessment of MPs abundance. Seawater samples were collected via trawl, water collector sampling, and pump sampling to evaluate effects of methods, sample quantities, filter aperture, and sampling depth on the monitoring abundance of MPs. Results show that the optimal sampling parameters are trawl durations at least 10 min and water collector sampling volumes at least 10 L. In the water collector sampling method, the total abundances of MPs after filtration through 48 and 330 μm filters are at the same order of magnitude, indicating that the filtration pore size has no significant effect on the total abundance of MPs. However, the size ranges of retained MPs differ significantly between the two pore sizes. Furthermore, while no significant difference is observed in MPs abundance among different water layers in Leizhou Bay, variations are found in polymer composition and MPs size distribution. This research is helpful in improving the accurate monitoring of MPs in the marine environment.

海洋环境中微塑料的存在和持续存在对海洋生物和生态系统健康构成越来越大的威胁。对MPs进行环境监测有助于评估其对生态系统和生物群的潜在影响。尽管大量研究已经证实海洋环境中广泛存在MPs污染,但用于MPs监测的采样方法和样本量仍然存在显着差异。为了解决这些问题,本研究探讨了不同采样方法和数量对海洋环境中MPs调查结果的影响。研究了不同样品质量对潮上、潮间带和潮下带砂质和泥质海滩沉积物中MPs丰度检测的影响。并探讨了不同海水MPs采集方法(拖网采样、集水机采样和泵采样)和采样量对海水MPs丰度检测的影响。结果表明,检测海滩沉积物中MPs最合适的样品质量至少为30 g。此外,应对潮上、潮间带和潮下带进行全面的采样和监测,以确保对MPs丰度的准确评估。通过拖网、集水器和水泵采集海水样本,评估不同方法、采样数量、过滤器孔径和采样深度对MPs丰度监测的影响。结果表明,最佳采样参数为拖网时间至少10 min,集水器采样体积至少10 l。在集水器采样方法中,通过48 μm和330 μm过滤器过滤后的MPs总丰度在同一数量级,表明过滤孔径对MPs总丰度没有显著影响。然而,在两种孔径之间,保留MPs的大小范围存在显著差异。此外,雷州湾不同水层的MPs丰度无显著差异,但聚合物组成和MPs大小分布存在差异。本研究有助于提高对海洋环境中MPs的准确监测。
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引用次数: 0
Classical Density Functional Theory Study on Liquid-Liquid Interfacial Properties of Methanol-n-Alkane (n-Hexane, n-Heptane, and n-Octane) Mixtures. 甲醇-正构烷烃(正己烷、正庚烷和正辛烷)混合物液-液界面性质的经典密度泛函理论研究。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-12 DOI: 10.1021/acs.jpcb.5c07843
Jiarong Sang, Guangxia Jin, Feng Wei, Junsu Jin

Liquid-liquid interfacial tension (LL-IFT) and the associated nanoscale interfacial structure are key to an extraction-based separation process. Here, we apply the perturbed-chain statistical associating fluid theory (PC-SAFT)-based classical density functional theory (cDFT) to predict the LL-IFT, interfacial density, and hydrogen-bonding profiles of methanol-n-alkane (n-hexane, n-heptane, and n-octane) mixtures under atmospheric pressure. Each mixture is modeled by using a single temperature-independent binary interaction parameter. To determine the optimal modeling strategy, we systematically assess six combinations derived from four published PC-SAFT parameter sets for methanol and three nonlocal association functionals (i.e., aFMT, aWDA, and iSAFT). The first three parameter sets incorporated the vapor pressure, saturated liquid density, and vapor-liquid interfacial tension (VL-IFT) into the fitting process, with VL-IFT calculated by aFMT, aWDA, and iSAFT for sets 1, 2, and 3, respectively. Parameter set 4 was optimized exclusively to the bulk phase equilibrium data. Notably, despite their superior accuracy in predicting binary VL-IFT, parameter sets 1-3 do not outperform set 4 in predicting binary LL-IFT. Furthermore, both iSAFT and aWDA show good agreement with experimental LL-IFT data, whereas aFMT consistently overestimates the values across all systems and temperatures, irrespective of the methanol parameters used. Although the optimal combination varies by system, the overall performance of the current cDFT framework demonstrates remarkable precision in reproducing LL-IFT. From a structural perspective, monotonic density and hydrogen-bonding profiles with intersection points have been identified: two for density profiles (one per component) and one for hydrogen-bonding profiles.

液液界面张力(LL-IFT)及其相关的纳米级界面结构是基于萃取的分离过程的关键。在这里,我们应用基于微扰链统计关联流体理论(PC-SAFT)的经典密度泛函理论(cDFT)来预测常压下甲醇-正构烷烃(正己烷、正庚烷和正辛烷)混合物的l- ift、界面密度和氢键分布。每一种混合物都是通过使用一个与温度无关的二元相互作用参数来建模的。为了确定最佳的建模策略,我们系统地评估了甲醇的四种已发表的PC-SAFT参数集和三种非局部关联功能(即aFMT, aWDA和iSAFT)的六种组合。前三个参数集将蒸汽压、饱和液体密度和气液界面张力(VL-IFT)纳入拟合过程,分别使用aFMT、aWDA和iSAFT计算集1、2和3的VL-IFT。参数集4专门针对体相平衡数据进行了优化。值得注意的是,尽管参数集1-3在预测二进制VL-IFT方面具有更高的准确性,但在预测二进制LL-IFT方面,参数集4的表现并不优于参数集4。此外,iSAFT和aWDA都显示出与实验LL-IFT数据的良好一致性,而aFMT始终高估了所有系统和温度下的值,而不管使用的甲醇参数如何。虽然最佳组合因系统而异,但当前cDFT框架的总体性能在再现LL-IFT方面表现出显著的精度。从结构的角度来看,已经确定了具有交点的单调密度和氢键分布:密度分布有两个(每个组分一个),氢键分布有一个。
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引用次数: 0
Pentameric Architecture of the SARS-CoV-2 Envelope Protein Revealed by SEC-MALS, Cryo-EM, and Molecular Dynamics. 基于SEC-MALS、Cryo-EM和分子动力学的SARS-CoV-2包膜蛋白五聚体结构
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-12 DOI: 10.1021/acs.jpcb.5c08730
Zi-Wen Weng, Danny Farhat, Jyh-Yeuan Lee, Shang-Te Danny Hsu

The SARS-CoV-2 envelope (E) protein is a small viroporin that drives viral assembly, budding, and host interactions, yet its structural organization has remained elusive. Earlier nuclear magnetic resonance spectroscopy studies hint at oligomerization without direct evidence, and the construct lacks the flexible C-terminal region. To bridge this gap, we synthesized the full-length E protein to investigate its oligomeric state. Using size-exclusion chromatography coupled with multiangle light scattering, we demonstrated that the E protein assembles as a stable pentamer in solution. We then reconstituted the E protein into membrane scaffold protein nanodiscs to mimic the lipid bilayer environment for structural analyses by negative-stain electron microscopy and cryo-electron microscopy, which revealed pentamer-like features. Molecular dynamics simulations of the E protein in a nanodisc and a membrane bilayer setting further corroborated the structural flexibility of the C-terminal domain. Collectively, these data present direct evidence that the SARS-CoV-2 E protein assembles as a pentamer in both solution and membrane-mimetic environments. Our results provide a structural foundation for future investigations into the E protein's roles in ion channel activity, membrane remodeling, and virus-host interactions.

SARS-CoV-2包膜(E)蛋白是一种小型病毒蛋白,可驱动病毒组装、出芽和宿主相互作用,但其结构组织仍然难以捉摸。早期的核磁共振波谱研究在没有直接证据的情况下暗示了寡聚化,并且该结构缺乏柔性的c端区。为了弥补这一空白,我们合成了全长E蛋白来研究其低聚状态。利用尺寸排除色谱和多角度光散射,我们证明了E蛋白在溶液中作为稳定的五聚体组装。然后,我们将E蛋白重组成膜支架蛋白纳米盘,以模拟脂质双分子层环境,并通过负染色电镜和低温电镜进行结构分析,发现其具有五聚体样特征。纳米圆盘和膜双分子层设置中的E蛋白分子动力学模拟进一步证实了c端结构域的结构灵活性。总的来说,这些数据提供了直接证据,表明sars - cov - 2e蛋白在溶液和膜模拟环境中都以五聚体的形式组装。我们的研究结果为进一步研究E蛋白在离子通道活性、膜重塑和病毒-宿主相互作用中的作用提供了结构基础。
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引用次数: 0
Martini 3 as a Transferable Force Field for Lipopolysaccharide Parametrization. 马提尼3作为脂多糖参数化的可转移力场。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-12 DOI: 10.1021/acs.jpcb.6c00050
Gvantsa Gutishvili, Diane L Lynch, James C Gumbart

Lipopolysaccharides (LPS), as critical components of the outer membrane (OM) of Gram-negative bacteria, play essential roles in maintaining bacterial integrity and mediating environmental interactions. All-atom molecular dynamics (AA-MD) simulations provide detailed insights into LPS behavior at atomic resolution, but they remain computationally limited in accessing biologically relevant time scales. Coarse-grained (CG) models, such as Martini 3, offer a computationally efficient alternative while retaining sufficient accuracy for key biophysical properties. Although Martini 3 has been widely applied to proteins and phospholipids, only a few LPS models have been developed within this framework, limiting its utility for bacterial OM studies. To address this gap, we developed and validated CG parameters for LPS from multiple medically relevant pathogens, including Escherichia coli and Salmonella enterica, as well as two ESKAPE pathogens, Klebsiella pneumoniae and Pseudomonas aeruginosa. Our approach leverages the transferability of Martini parameters: we parametrized 57 unique disaccharide units using the Bartender tool, which automates CG-to-AA mapping and parametrization. These parameters were then combined and manually refined to accurately reproduce the complex dynamics of complete LPS molecules. We conducted extensive AA and CG simulations of asymmetric bilayers composed of phospholipids in the inner leaflet and LPS in the outer leaflet allowing detailed comparisons between the two for key structural and dynamic properties. The close agreement between the CG and AA simulations demonstrates the accuracy and robustness of our transferable parameter set, providing a valuable tool for simulating Gram-negative bacterial OMs at larger scales and longer time scales.

脂多糖(LPS)作为革兰氏阴性菌外膜(OM)的重要组成部分,在维持细菌完整性和介导环境相互作用方面发挥着重要作用。全原子分子动力学(AA-MD)模拟在原子分辨率上提供了LPS行为的详细见解,但它们在获得生物学相关时间尺度方面仍然受到计算限制。粗粒度(CG)模型,如Martini 3,提供了一种计算效率高的替代方案,同时保留了关键生物物理特性的足够准确性。尽管Martini 3已广泛应用于蛋白质和磷脂,但在此框架内仅建立了少数LPS模型,限制了其在细菌OM研究中的应用。为了解决这一差距,我们开发并验证了来自多种医学相关病原体的LPS的CG参数,包括大肠杆菌和肠炎沙门氏菌,以及两种ESKAPE病原体,肺炎克雷伯菌和铜绿假单胞菌。我们的方法利用了马提尼参数的可转移性:我们使用Bartender工具对57个独特的双糖单元进行了参数化,该工具可以自动实现cg到aa的映射和参数化。然后将这些参数组合并人工精炼,以准确再现完整LPS分子的复杂动力学。我们对由内小叶磷脂和外小叶LPS组成的不对称双分子层进行了广泛的AA和CG模拟,从而详细比较了两者的关键结构和动态特性。CG和AA模拟之间的密切一致性证明了我们的可转移参数集的准确性和鲁棒性,为在更大尺度和更长的时间尺度上模拟革兰氏阴性细菌OMs提供了有价值的工具。
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引用次数: 0
Abnormal Reverse Osmosis Phenomenon in Dipalmitoylphosphatidylcholine Bilayers Enabled by Terahertz Waves. 太赫兹波激活双棕榈酰磷脂酰胆碱双分子层异常反渗透现象。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acs.jpcb.6c00982
Tao Zhang, Zi Wang, Jiaye Su

Developing new technology in membrane desalination is crucial for addressing the global water crisis. Reverse osmosis (RO) membranes exhibit numerous advantages, such as high efficiency, cost-effectiveness, environmental sustainability, etc. In this work, we observe an abnormal RO phenomenon for the first time in dipalmitoylphosphatidylcholine (DPPC) bilayers under the stimuli of terahertz (THz) waves. Our RO model contains two DPPC bilayers that divide the saline and aqueous solutions. Surprisingly, under specific field strength and frequency, we observe considerable net water flow from the saline solution chamber, crossing the bilayers, to the aqueous solution chamber, which suggests a new RO phenomenon in a highly controllable fashion. The mechanism for this abnormal RO process is that in THz waves, some ions can strip off their hydration shells and directly adsorb onto the lipid heads, resulting in local aggregation of head groups. This creates large gaps between some lipids and loose membrane structures in the saline solution region, breaking the structural symmetry in bilayers that facilitates the RO permeation. The reduced potential of mean force (PMF) barriers, ion hydration number, ion density behavior, and membrane structure strongly support our explanation of the RO mechanism. Our findings shed light on a complete new mechanism of RO for biological membranes, and breaking the membrane structural symmetry provides a potential new pathway for the design of RO membranes.

开发膜脱盐新技术是解决全球水危机的关键。反渗透(RO)膜具有效率高、成本效益好、环境可持续性等诸多优点。本文首次在太赫兹(THz)波刺激下,观察到双棕榈酰磷脂酰胆碱(DPPC)双分子层中出现了异常反渗透现象。我们的RO模型包含两个DPPC双分子层,将盐水和水溶液分开。令人惊讶的是,在特定场强和频率下,我们观察到大量的净水流从盐水溶液室穿过双层进入水溶液室,这表明一种高度可控的新型反渗透现象。这种异常反渗透过程的机制是,在太赫兹波中,一些离子可以剥离水合外壳,直接吸附在脂质头部上,导致头部基团局部聚集。这在一些脂质和盐溶液区域松散的膜结构之间产生了很大的间隙,打破了促进反渗透的双层结构对称性。降低的平均力势(PMF)屏障、离子水化数、离子密度行为和膜结构有力地支持了我们对反渗透机理的解释。我们的发现揭示了生物膜反渗透的全新机制,打破膜结构的对称性为反渗透膜的设计提供了一条潜在的新途径。
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引用次数: 0
The Properties of Star-Modified Boron Nitride Reinforced Composites and Molecular Dynamics Simulation. 星改性氮化硼增强复合材料的性能及分子动力学模拟。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acs.jpcb.5c07869
Xinfeng Lin, Linquan Wang, Zhengying Qin, Lifeng Huang, Long Zheng, Ziwei Li, Shaorong Lu

With the development of contemporary electronic devices toward miniaturization and integration, polymer composites with efficient heat dissipation are in increasing demand for thermal management. In this study, a star-shaped castor-oil-based modifier (CO-IPMSA) was synthesized and grafted onto boron nitride (BN) to obtain modified BN (ICBN). The resulting ICBN/natural rubber (NR) composites exhibit a tensile strength of 20.44 MPa, an elongation at break of 1451.99%, and a thermal conductivity of 0.933 W·m-1·K-1, corresponding to increases of 19.18%, 76.74%, and 55.76%, respectively, compared with the BN/NR composite (17.15 MPa, 821.53%, and 0.599 W·m-1·K-1). Molecular dynamics (MD) simulations were conducted to quantify interfacial interactions and microstructural characteristics (e.g., binding energy and fractional free volume), thereby providing mechanistic insight into the improved compatibility after modification.

随着现代电子器件向小型化、集成化方向发展,对高效散热的聚合物复合材料的热管理要求越来越高。本研究合成了一种星形蓖麻油基改性剂(CO-IPMSA),并将其接枝到氮化硼(BN)上,得到了改性BN (ICBN)。与BN/NR复合材料(17.15 MPa, 821.53%, 0.599 W·m-1·K-1)相比,ICBN/ NR复合材料的抗拉强度为20.44 MPa,断裂伸长率为1451.99%,导热系数为0.933 W·m-1·K-1,分别提高了19.18%,76.74%和55.76%。通过分子动力学(MD)模拟来量化界面相互作用和微观结构特征(如结合能和分数自由体积),从而为改性后相容性的改善提供机理见解。
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引用次数: 0
Kinetics of Cycloaddition of CO2 to Ethylene Oxide in Ionic Liquids: A Conceptual Density Functional Theory Approach. 离子液体中CO2与环氧乙烷的环加成动力学:密度泛函理论的概念方法。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acs.jpcb.6c00064
José Muñoz-Espinoza, Renato Contreras

We briefly discuss herein the molecular mechanism for the cycloaddition of CO2 to ethylene oxide in a wide variety of ionic liquids (ILs) that include classical ILs based on ammonium, imidazolium, and pyridinium cations and combinations that incorporate (poly)-nuclear ILs as well as ILs based on inorganic complexes. We show that even with strong structural differences, all five cases examined share a common activation step characterized by the formation of a precursor complex followed by its activation toward a common rate-determining-step transition state structure. We additionally show that all these cases can nicely be described within a common quantum mechanical model based on the conceptual density functional theory. It is found that the dominating effect of the activation hardness, Δη, drives the intrinsic reaction barrier in all five cases examined, a result that seems to be governed by the maximum hardness principle, an empirical rule that appears to still remain valid for its application in the chemistry in complex liquids: a promising and stimulating result.

本文简要讨论了在多种离子液体(包括基于铵、咪唑和吡啶阳离子的经典离子液体和包含(多)核离子液体的组合以及基于无机配合物的离子液体)中,二氧化碳与环氧乙烷的环加成的分子机制。我们发现,即使具有强烈的结构差异,所有五种情况都具有共同的激活步骤,其特征是前体复合物的形成,然后向共同的速率决定步骤过渡态结构激活。我们还表明,所有这些情况都可以在基于概念密度泛函理论的共同量子力学模型中很好地描述。研究发现,活化硬度(Δη‡)的主导作用驱动了所有五种情况下的固有反应屏障,这一结果似乎受到最大硬度原理的支配,这是一种经验法则,似乎仍然适用于复杂液体的化学应用:一个有希望和刺激的结果。
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引用次数: 0
Dichotomous Initial Exciton Conversion at a DPP2Py2T-PCBM Interface: Insights from Embedded GW-Bethe-Salpeter Equation Calculations. DPP2Py2T-PCBM界面上的二分类初始激子转换:来自嵌入式GW-Bethe-Salpeter方程计算的见解。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acs.jpcb.5c08651
Vivek Sundaram, Björn Baumeier

Depending on the initial photoexcitation of the donor or acceptor phase, different efficiencies of charge generation can be observed in organic solar cells. We investigate the origin of this dichotomy by simulations based on quantum-quantum-classical embedded GW-Bethe-Salpeter equation of conversion dynamics from localized to charge-transfer (CT) excitations at the interface of a diketopyrrolopyrrole (DPP) polymer and fullerene. Specifically, we determine the excitonic energy levels, their electronic couplings, and the reorganization energies for the respective conversion processes within Marcus theory. Our calculations yield a variety of CT-type excitations of different characters with the lowest integer CT excitations of relevance for charge generation separated by 0.30 eV. Further analysis reveals that the activation barrier for conversion to the lowest CT state is significantly higher (0.25 eV) for the polymer LE than for the fullerene LE (0.05 eV), leading to a preferred population of the higher, less strongly bound CT state from the photoexcited donor. From a population dynamics model, we find that, indeed, on the time scale of one picosecond after the respective excitation, the donor excitation leads to the formation of a CT excitation with on average 0.16-0.27 eV lower electron-hole binding energy, providing a pathway to faster charge separation.

根据供体或受体相的初始光激发,在有机太阳能电池中可以观察到不同的电荷产生效率。我们基于量子-量子-经典嵌入GW-Bethe-Salpeter方程模拟了二酮吡咯(DPP)聚合物和富勒烯界面从局域激发到电荷转移(CT)的转换动力学。具体来说,我们确定了激子能级,它们的电子耦合,以及在马库斯理论中各自转换过程的重组能。我们的计算得到了各种不同特征的CT型激发,与电荷产生相关的最低整数CT激发相隔0.30 eV。进一步的分析表明,聚合物LE转化为最低CT态的激活势垒(0.25 eV)明显高于富勒烯LE (0.05 eV),导致光激发供体倾向于更高、更弱结合的CT态。从种群动力学模型中,我们发现,在各自激发后1皮秒的时间尺度上,供体激发确实导致形成电子-空穴结合能平均降低0.16-0.27 eV的CT激发,为更快的电荷分离提供了途径。
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引用次数: 0
Coarse-Grained Molecular Dynamics Simulations of the Aggregation Mechanism of Hydrophobic Nanoparticles and Cationic Surfactants in Aqueous Phase. 疏水纳米粒子与阳离子表面活性剂在水相中聚集机理的粗粒度分子动力学模拟。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-11 DOI: 10.1021/acs.jpcb.5c08301
Xiaoping Li, Yu Zhou, Heqi Yang, Zilong Zeng, Dengwei Jing

This study employs coarse-grained molecular dynamics (CGMD) simulations to investigate the dynamic interaction mechanisms between hydrophobic silica nanoparticles (H-SiO2 NPs) and the cationic surfactant cetyltrimethylammonium chloride (CTAC) in an aqueous environment. A coarse-grained model based on the MARTINI 2.2 force field was constructed, and simulations were performed for 250 ns at 298 K in a 20 × 20 × 20 nm3 system containing one H-SiO2 NP, 1200 CTAC molecules, 1200 Cl- counterions, and 64,428 water beads. Key findings reveal that CTAC molecules assemble onto the nanoparticle surface via a stepwise mechanism of "monomer adsorption-micelle migration-cluster attachment," ultimately forming a core-shell structure: an H-SiO2 NP core surrounded sequentially by CTAC hydrophobic tails and hydrophilic headgroups. Radial distribution function (RDF) analysis demonstrates spatial segregation between CTAC tails (peak at 0.5-2 nm) and headgroups (peak at 4 nm), confirming their oriented alignment. The adsorption quantity progressively increased, exhibiting a stepwise transition at 205 ns due to micellar cluster attachment, culminating in approximately 350 CTAC molecules covering a surface area of 110 nm2 (20% coverage). A continuous decrease in system potential energy verifies the spontaneity of the adsorption process. The resulting H-SiO2 NP/CTAC aggregate attained a hydrated diameter of 5.5 nm, with partial exposure of hydrophobic C2 beads indicating incomplete surface coverage. By elucidating the dynamic adsorption pathway and core-shell formation mechanism of CTAC on hydrophobic nanoparticles, this CGMD study provides a theoretical foundation for optimizing nanofluid stability in petroleum extraction, designing high-efficiency heat-transfer working fluids, and enabling pollutant adsorption remediation.

本研究采用粗粒度分子动力学(CGMD)模拟研究了疏水二氧化硅纳米颗粒(H-SiO2 NPs)与阳离子表面活性剂十六烷基三甲基氯化铵(CTAC)在水环境中的动态相互作用机制。建立了一个基于MARTINI 2.2力场的粗粒度模型,并在一个包含1个H-SiO2 NP、1200个CTAC分子、1200个Cl-反离子和64,428个水珠的20 × 20 × 20 nm3体系中,在298 K下进行了250 ns的模拟。关键发现表明,CTAC分子通过“单体吸附-胶束迁移-簇附着”的逐步机制聚集在纳米颗粒表面,最终形成核-壳结构:由CTAC疏水尾部和亲水头基依次包围的H-SiO2 NP核。径向分布函数(RDF)分析表明,CTAC尾部(峰值在0.5-2 nm)和头群(峰值在4 nm)之间存在空间分离,证实了它们的定向排列。吸附量逐渐增加,由于胶束簇的附着,在205 ns处呈现逐步过渡,最终达到约350个CTAC分子覆盖110 nm2的表面积(覆盖率为20%)。系统势能的持续下降证实了吸附过程的自发性。所得的H-SiO2 NP/CTAC聚集体水合直径为5.5 nm,疏水性C2珠的部分暴露表明表面覆盖不完全。通过阐明CTAC在疏水纳米颗粒上的动态吸附途径和核壳形成机理,为优化石油开采纳米流体稳定性、设计高效传热工质、实现污染物吸附修复提供理论基础。
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引用次数: 0
Predicting Electrolyte Stability in Lithium and Post-Lithium Metal Batteries: The Failure of Linear Single Descriptor-Based Models. 预测锂和后锂金属电池的电解质稳定性:基于线性单一描述符模型的失效。
IF 2.9 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-03-09 DOI: 10.1021/acs.jpcb.5c08140
Sudhin Rathnakumaran, Madhurja Buragohain, Soumya U Kuzhupullimadom, Amiya Paul, Nikitha Srinivasan, Stuti Gupta, Sooraj Kunnikuruvan

A stable solid electrolyte interphase (SEI), formed by the reductive decomposition of electrolytes at the anode surface, is crucial for ensuring the safety and long-term performance of lithium metal and post-lithium metal batteries. Conventionally, the lowest unoccupied molecular orbital (LUMO) energy of an ion-solvent complex has been used as the primary descriptor for predicting reductive decomposition kinetics and electrolyte stability. In this work, we critically evaluate this assumption and show that LUMO energies do not exhibit a direct linear correlation with reductive decomposition kinetics. Instead, the relationship between LUMO levels and reductive stability is inherently nonlinear across diverse electrolyte chemistries, limiting the general applicability of LUMO-based screening. To address this limitation, we developed machine learning (ML) models that use multiple structural and electronic structure parameters as input features and free energy barriers as the target quantity. The models are trained on free energy barriers obtained from density functional theory (DFT) calculations for 200 ion-solvent complexes spanning a wide range of lithium metal battery (LMB) and post-LMB electrolytes. These nonlinear models were found to significantly outperform traditional linear approaches based solely on the LUMO energy, yielding more accurate predictions of the reductive stability of electrolytes. Our findings highlight the need for multifeature, nonlinear models to capture the complexity of electrolyte reactivity and offer a computational framework to accelerate the rational design of stable electrolytes for next-generation battery technologies.

稳定的固体电解质界面相(SEI)是由阳极表面电解质的还原性分解形成的,对于确保锂金属和后锂金属电池的安全和长期性能至关重要。传统上,离子-溶剂配合物的最低未占据分子轨道(LUMO)能量被用作预测还原分解动力学和电解质稳定性的主要描述符。在这项工作中,我们批判性地评估了这一假设,并表明LUMO能量与还原分解动力学不表现出直接的线性相关。相反,在不同的电解质化学中,LUMO水平与还原稳定性之间的关系本质上是非线性的,这限制了基于LUMO筛选的一般适用性。为了解决这一限制,我们开发了机器学习(ML)模型,该模型使用多个结构和电子结构参数作为输入特征,并将自由能势垒作为目标数量。这些模型是根据密度泛函理论(DFT)计算得到的200种离子溶剂配合物的自由能垒进行训练的,这些配合物跨越了广泛的锂金属电池(LMB)和后LMB电解质。研究发现,这些非线性模型明显优于仅基于LUMO能量的传统线性方法,可以更准确地预测电解质的还原稳定性。我们的研究结果强调了对多特征、非线性模型的需求,以捕捉电解质反应性的复杂性,并提供一个计算框架,以加速下一代电池技术稳定电解质的合理设计。
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The Journal of Physical Chemistry B
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