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Machine Learning Meets Spin–Orbit Coupling: Reconstruction of Spin–Orbit-Mixed Potential Energy Curves in MgCa 机器学习与自旋轨道耦合:MgCa中自旋轨道混合势能曲线的重建
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-16 DOI: 10.1021/acs.jctc.6c01257
Giovanna C. Rizkallah, Samir N. Tohme

Spin–orbit coupling (SOC) induces state mixingand distortionsin potential energy curves (PECs), complicating their constructionand interpretation for diatomic molecules. We introduce a fully automatedmachine-learning framework for reconstructing physically consistentSOC-resolved PECs across independent electronic-structure calculationswith different basis-set representations. The approach combines generativedata augmentation using a conditional Wasserstein Generative AdversarialNetwork with gradient penalty (cWGAN-GP) with supervised regressionmodels (Ridge Regression, Gradient Boosting, and Extremely RandomizedTrees) to learn the relationship between raw SOC-affected PECs, spin–orbitcomposition tables, and their physically corrected counterparts. UsingMgCa as a demonstration system, SOC-resolved PECs and spectroscopicconstants were computed at the MRCI level for the ground and 26 low-lyingexcited states. Models trained on a single manually corrected referencebasis accurately predict physically corrected PEC energies for independentbasis sets, achieving sub-percent deviations in dissociation energieswhile preserving asymptotic limits, equilibrium geometries, and fine-structuresplittings without explicit constraints. This framework eliminatesmanual postprocessing of SOC-mixed PECs and provides a scalable strategyfor consistent spin–orbit treatment in high-level electronic-structureworkflows.

自旋轨道耦合(SOC)引起了双原子分子势能曲线(PECs)的态混合和畸变,使其构造和解释复杂化。我们引入了一个全自动机器学习框架,用于跨独立电子结构计算和不同基集表示重建物理上一致的soc解析PECs。该方法结合了使用带有梯度惩罚的条件Wasserstein生成对抗网络(cWGAN-GP)的生成数据增强和监督回归模型(Ridge回归、梯度增强和极端随机树),以学习受原始soc影响的PECs、自旋转轨道组成表和物理校正的PECs之间的关系。以MgCa为示范体系,在MRCI水平上计算了基态和26个低空激发态的soc分辨PECs和光谱常数。在单个手动校正的参考基础上训练的模型准确地预测了独立基础集的物理校正PEC能量,在保持渐近极限、平衡几何形状和精细结构分裂的同时,实现了解离能的低于百分比的偏差,而没有明确的约束。该框架消除了soc混合PECs的人工后处理,并为高级电子结构工作流程中一致的自旋轨道处理提供了可扩展的策略。
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引用次数: 0
Developing the Atom-Bond Electronegativity Equalization Method Polarizable Force Field for Zinc Metalloproteins and Their Simulations 锌金属蛋白的原子-键电负性均衡方法及其极化力场模拟
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-14 DOI: 10.1021/acs.jctc.6c01082
Zhan-Qing Yu, Zuo-Peng Liang, Wan-Qing Wang, Qing-Yan Sun, Hong Huang, Cui Liu, Dong-Xia Zhao, Zhong-Zhi Yang

Zinc(Zn), the second most abundant transition metalin biologicalsystems, plays essential roles in numerous metalloproteins presentin diverse organisms including humans, plants, and bacteria. Currently,Zn-based proteins have attracted research interest owing to theirinvolvement in a series of vital physiological processes, such asenzymatic reactions, deoxyribonucleic acid and ribonucleic acid binding,and the stability of biological structures. Although experimentalmethods can reveal macroscopic processes, they cannot efficientlycapture the detailed behavior of these compounds. Therefore, theoreticalexploration of Zn-binding conformations is significant. Herein, afluctuating charge force field for Zn-containing metalloproteins isreported based on the atom-bond electronegativity equalization method(ABEEM). We designed our model molecules based on the Protein DataBank (PDB) database, focusing primarily on tetracoordinated Zn proteins.The ABEEM polarizable force field parameters were determined and optimizedusing the quantum mechanical method, which were in good agreementwith computed charge distributions, potential energy surfaces, andgeometric structures. Molecular dynamics simulations were subsequentlyperformed on 10 different protein segments. The developed ABEEM modelreproduces the first Zn–Ow peak position and maintainsthe structural stability of the systems throughout the simulations.Compared with the crystal structures from the PDB database, the ABEEMmodel shows lower root mean square deviation values for heavy atomsin these domains. All protein domains can dynamically capture thechange in charge distributions. This process can be further appliedto simulate the detailed behavior of the molecules and investigatetheir properties. The identified force field for Zn metalloproteinsby the ABEEM provides a promising approach for simulating Zn-relatedbiological systems while simplifying several complex and time-consumingprocesses.

锌(Zn)是生物系统中第二丰富的过渡金属,在包括人类、植物和细菌在内的各种生物中存在的许多金属蛋白中起着至关重要的作用。目前,锌基蛋白因其参与一系列重要的生理过程,如酶促反应、脱氧核糖核酸和核糖核酸结合,以及生物结构的稳定性而引起了人们的研究兴趣。虽然实验方法可以揭示宏观过程,但它们不能有效地捕捉这些化合物的详细行为。因此,对锌结合构象的理论探索具有重要意义。本文报道了基于原子键电负性均衡方法(ABEEM)的含锌金属蛋白的波动电荷力场。我们基于蛋白质数据库(PDB)数据库设计了我们的模型分子,主要关注四配位锌蛋白。利用量子力学方法确定并优化了ABEEM极化力场参数,结果与计算得到的电荷分布、势能面和几何结构基本一致。随后对10个不同的蛋白质片段进行了分子动力学模拟。建立的ABEEM模型再现了第一个Zn-Ow峰位置,并在整个模拟过程中保持了系统的结构稳定性。与PDB数据库中的晶体结构相比,ABEEM模型在这些区域中显示出较低的重原子均方根偏差值。所有蛋白质结构域都能动态捕捉电荷分布的变化。这一过程可以进一步应用于模拟分子的详细行为和研究它们的性质。通过ABEEM识别Zn金属蛋白的力场为模拟Zn相关生物系统提供了一种有前途的方法,同时简化了几个复杂和耗时的过程。
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引用次数: 0
Implementation of the Multigrid Gaussian-Plane-Wave Algorithm with GPU Acceleration in PySCF 基于GPU加速的多网格高斯平面波算法在PySCF中的实现
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-17 DOI: 10.1021/acs.jctc.6c00947
Rui Li, Xing Zhang, Qiming Sun, Yuanheng Wang, Junjie Yang, Garnet Kin-Lic Chan

We introduce a GPU-accelerated multigrid Gaussian-Plane-Wavedensityfitting (FFTDF) approach for efficient Fock builds and nuclear gradientevaluations within Kohn–Sham density functional theory, asimplemented in the GPU4PySCF module of PySCF. OurCUDA kernels employ a grid-based parallelization strategy for contractingGaussian basis function pairs and achieve 50% to 80% of the FP64 peakperformance on NVIDIA GPUs, with no loss of efficiency for high angularmomentum (up to f-shell) functions. Benchmark calculationson molecules and solids with up to 1536 atoms and 20480 basis functionsshow up to 25 × speedup on an H100 GPU relative to the CPU implementationon a 28-core shared-memory node. For a 256-water cluster, the ground-stateenergy and nuclear gradients can be computed in ∼30 secondson a single H100 GPU. This implementation serves as an open-sourcefoundation for many applications, such as ab initio molecular dynamics and high-throughput calculations.

我们介绍了一种gpu加速的多网格高斯平面波密度拟合(FFTDF)方法,用于在Kohn-Sham密度泛函理论中进行有效的Fock构建和核梯度评估,并在PySCF的GPU4PySCF模块中实现。我们的CUDA内核采用基于网格的并行化策略来收缩高斯基函数对,在NVIDIA gpu上实现了FP64峰值性能的50%到80%,并且在高角动量(高达f-shell)函数上没有效率损失。在具有多达1536个原子和20480个基函数的分子和固体上进行基准计算,相对于在28核共享内存节点上的CPU实现,H100 GPU的速度提高了25倍。对于256水的团簇,基态能量和核梯度可以在单个H100 GPU上在~ 30秒内计算出来。这个实现可以作为许多应用程序的开源基础,例如从头算分子动力学和高通量计算。
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引用次数: 0
A Physics-Constrained Synergetic Active- and Transfer-Learning Framework for Constructing a Spectroscopically Accurate Full-Dimensional Potential Energy Surface of H2O–N2 Complex 构建光谱精确的H2O-N2配合物全维势能面的物理约束协同主动和迁移学习框架
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-18 DOI: 10.1021/acs.jctc.6c01295
Jia Nie, You Li, Zhixia Wang, Xiaolong Zhang, Hui Li

High-resolution spectroscopy of weaklybound molecularcomplexesrequires theoretical predictions with uncertainties below 0.1 cm–1. Achieving this level of accuracy places stringentdemands on the underlying full-dimensional potential energy surfaces(PESs). However, constructing such PESs remains challenging becauseflexible configuration space requires dense sampling and the ab initio energies used for fitting must meet spectroscopicaccuracy requirements. Here, we develop a physics-constrained synergeticactive- and transfer-learning framework (SynATL) that combines uncertainty-drivenactive learning, high-level refinement via transfer learning, andan explicit long-range representation to construct spectroscopicallyaccurate full-dimensional PESs. SynATL was used to construct a full-dimensionalPES of the H2O–N2 complex at the post-CCSD(T)level, achieving a weighted root-mean-square error (RMSE) of 0.815cm–1 on the test set and sub-cm–1 RMSEs in the spectroscopically relevant low-energy and attractiveregions. Applied to rovibrational calculations of H2O–N2 and D2O–N2, the resulting PESreproduces microwave transitions with a root-mean-square deviation(RMSD) of 1.6 × 10–4 cm–1, about 80% lower than previous theoretical values, and gives 10–3 cm–1 level band-specific RMSDsfor 235 assigned infrared lines across the H2O–N2 bending/overtone and D2O–N2 stretching/bendingbands. SynATL therefore provides an efficient and transferable frameworkfor full-dimensional PESs for quantitative spectroscopy of weaklybound complexes.

弱结合分子复合物的高分辨率光谱要求理论预测的不确定性低于0.1 cm-1。达到这种精度水平对底层的全维势能面(PESs)提出了严格的要求。然而,构建这样的PESs仍然具有挑战性,因为灵活的构型空间需要密集的采样,并且用于拟合的从头算能量必须满足光谱精度要求。在这里,我们开发了一个物理约束的协同主动和迁移学习框架(SynATL),该框架结合了不确定性驱动的主动学习、通过迁移学习进行的高级细化和明确的远程表示,以构建光谱精确的全维PESs。利用SynATL在ccsd后(T)水平上构建H2O-N2配合物的全维PES,测试集的加权均方根误差(RMSE)为0.815 cm-1,在光谱相关的低能区和吸引区RMSE为亚cm-1。应用于H2O-N2和d20 - n2的振动计算,所得的PES再现的微波跃迁的均方根偏差(RMSD)为1.6 × 10-4 cm-1,比先前的理论值低约80%,并给出了H2O-N2弯曲/泛音和d20 - n2拉伸/弯曲波段235条指定红外谱线的10-3 cm-1级波段特异性RMSD。因此,SynATL为弱结合配合物的定量光谱的全维PESs提供了一个有效和可转移的框架。
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引用次数: 0
Primary Role of Semi-Local and Exact-Exchange Difference in the Description of Correlation Effects in Hybrid Functionals 半局部和精确交换差在混合泛函中相关效应描述中的主要作用
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-21 DOI: 10.1021/acs.jctc.6c00843
Vignesh Balaji Kumar, Szymon Śmiga, Rodrigo Araújo Mendes, Bogumiła Jezierska, Rodney Bartlett, Ireneusz Grabowski

Hybrid density functionalapproximations are among themost widelyused electronic-structure methods, yet the physical origin of theirrepresentation of correlation effects remains incompletely understood.In this work, we analyze correlation in hybrid functionals from theperspectives of Kohn–Sham exchange–correlation potentials,correlated densities, and energy-related observables. We show thatthe dominant qualitative features of correlation in hybrid DFAs donot arise primarily from the semilocal correlation functional itself,but instead from the difference between the semilocal exchange andexact-exchange contributions. This exchange-difference term is essentialfor restoring the physically correct structure of the correlationcomponent of the exchange–correlation potential and the correspondingcorrelated density, whereas the semilocal correlation part acts mainlyas a compensating contribution in the core and valence regions. Basedon this analysis, we propose an interpretable construction principlefor hybrid functionals in which the semilocal/exact-exchange differenceis scaled in a controlled way. As a proof of concept, this methodologyyields the simple global hybrid UMK26 functional. Despite its uncomplicatedglobal-hybrid form, the functional produces correlation potentialsand correlated densities in good agreement with CCSD(T) references,delivers accurate ionization potentials from orbital energies, andyields very good charge-transfer excitation energies, performing ona comparable footing with several recently proposed range-separatedhybrids. Although UMK26 is not uniformly optimal across all thermochemicalbenchmarks, it performs particularly well for self-interaction-sensitivesystems and provides a physically transparent route for the rationaldesign of future hybrid density functionals.

混合密度泛函近似是应用最广泛的电子结构方法之一,但其表示相关效应的物理起源仍然不完全清楚。在这项工作中,我们从Kohn-Sham交换相关势、相关密度和能量相关观测值的角度分析了混合泛函中的相关性。我们发现,杂交dfa中相关性的主要定性特征不是来自半局部相关函数本身,而是来自半局部交换和精确交换贡献之间的差异。该交换差项对于恢复交换相关势的相关分量和相应的相关密度的物理正确结构至关重要,而半局部相关部分主要在核心和价区起补偿作用。在此基础上,我们提出了一种可解释的混合泛函构造原则,其中半局部/精确交换差以可控的方式缩放。作为概念证明,该方法产生了简单的全局混合UMK26函数。尽管它的整体杂化形式并不复杂,但该函数产生的相关势和相关密度与CCSD(T)参考文献非常吻合,从轨道能量中提供精确的电离势,并产生非常好的电荷转移激发能,与最近提出的几种范围分离杂化具有相当的基础。尽管UMK26在所有热化学基准测试中并不是统一的最佳选择,但它在自相互作用敏感系统中表现特别好,并为未来混合密度泛函的合理设计提供了物理透明的途径。
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引用次数: 0
Many-Body Expansion of the MP2 Correlation Contribution to the Binding Energies of Water Clusters: A Localized Excitation Analysis MP2相关对水团簇结合能贡献的多体扩展:一个局部激发分析
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-22 DOI: 10.1021/acs.jctc.6c01287
Long H. Nguyen, Sotiris S. Xantheas

Themany-body expansions of Hartree–Fock (HF)and correlationcontributions to water cluster MP2 binding energies converge differently:the HF contribution (one-body (1B) repulsive, two-body (2B) and three-body(3B) attractive) converges at the 3B term, whereas the MP2 correlationcontribution (1B and 2B attractive) converges at the 2B term, with99.7% arising from localized double excitations spanning one and twomonomers. Two orbital excitation truncation approximations, MP2-1B2B(geometry based) and localized LMP2-1M2M (excitation space based),recover ≥99.2% of the canonical MP2 binding energies.

多体Hartree-Fock (HF)和相关贡献对水簇MP2结合能的收敛方式不同:HF贡献(单体(1B)排斥、二体(2B)和三体(3B)吸引)收敛于3B项,而MP2相关贡献(1B和2B吸引)收敛于2B项,其中99.7%来自于跨越一个和两个单体的局部双激发。两种轨道激发截断近似MP2- 1b2b(基于几何)和局域化LMP2-1M2M(基于激发空间)恢复了≥99.2%的典型MP2结合能。
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引用次数: 0
A Near-FCI Framework for Vibrationally Resolved X-ray Absorption Spectra 振动分辨x射线吸收光谱的近fci框架
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-26 DOI: 10.1021/acs.jctc.6c01279
Yang Guo, Ning Zhang, Minrui Wei, Lu Zhang, Weijie Hua

Wepresent a near-full configuration interaction frameworkbasedon iterative configuration interaction with selection and second-orderperturbation theory (iCIPT2) for simulating vibrationally resolvedX-ray absorption spectra. By combining high-fidelity potential energycurves with quantum wavepacket dynamics, our approach captures strongcorrelation and nuclear dynamics. Benchmarking on six diatomic systemsyields sub-0.1 eV accuracy and quantitative agreement with high-resolutionexperiments. This work demonstrates a promising approach for interpretingvibrationally resolved core-level spectroscopy, established here fordiatomic systems as an initial step, and lays a theoretical foundationfor applications in more-complex ultrafast experiments at large-scaleX-ray facilities.

摘要提出了一种基于迭代组态相互作用与选择和二阶摄动理论(iCIPT2)的近全组态相互作用框架,用于模拟振动分辨x射线吸收光谱。通过将高保真势能曲线与量子波包动力学相结合,我们的方法捕获了强相关性和核动力学。对六个双原子系统进行基准测试,精度低于0.1 eV,与高分辨率实验的定量一致。这项工作展示了一种很有前途的方法来解释振动分辨核能级光谱,作为双原子系统的第一步,并为在大型x射线设施中更复杂的超快实验中的应用奠定了理论基础。
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引用次数: 0
Benchmarking Hierarchical Double-Ended Transition-State Search Methods for Metal-Catalyzed Reactions 金属催化反应的基准层次双端过渡态研究方法
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-25 DOI: 10.1021/acs.jctc.6c00992
Shoubhik R. Maiti, David Buttar, Fernanda Duarte

Efficient and reliable identification of transition states(TS)is critical for reaction modeling. Among the available approaches,the combination of double-ended TS search with eigenvector-following,referred to as hierarchical TS search, is an effective tool for locatingTSs starting from reactant and product geometries. However, systematicbenchmarking of these methods on transition metal-catalyzed reactionsremains limited. Here, we benchmark eight pipelined hierarchical methodsusing out-of-the-box settings on a diverse set of 30 single-step,closed-shell metal-catalyzed reactions, evaluating their success rateand computational efficiency. Most workflows achieve high successrates across the data set, indicating that modern double-ended methodsare generally robust for locating TSs in elementary organometallicreactions, and the main differences between methods lie in their computationalefficiency. The benchmark also reveals several key trends: (i) thefinal eigenvector-following step requires an accurate Hessian matrixor explicitly calculated min-mode for a high successrate, (ii) TS searches from interpolation-only paths (e.g., image-dependentpair potential, IDPP) and bracket methods (e.g., Dewar-Healy-Stewart,DHS) are often more efficient than popular methods, such as climbingimage nudged elastic band (CI-NEB), (iii) different hierarchical workflowscan converge to different TSs even when starting from the same twominima, (iv) larger structural changes between reactants and productsare associated with lower success rates and higher computational costs.We also show that further parameter tuning can reduce computationalexpense without reducing the success rate on our data set. These conclusionsare further supported by two case studies involving industrially relevantorganometallic reactions.

高效、可靠的过渡态识别是建立反应模型的关键。在现有的方法中,双端TS搜索与特征向量跟踪相结合,称为分层TS搜索,是一种从反应物和产物几何形状开始定位TS的有效工具。然而,这些方法在过渡金属催化反应上的系统基准测试仍然有限。在这里,我们对8种流水线分层方法进行了基准测试,使用开箱即用的设置,对30种不同的单步封闭壳金属催化反应进行了测试,评估了它们的成功率和计算效率。大多数工作流程在整个数据集中实现了很高的成功率,这表明现代双端方法对于定位基本有机金属反应中的TSs通常是稳健的,并且方法之间的主要区别在于它们的计算效率。该基准还揭示了几个关键趋势:(i)最后的特征向量跟踪步骤需要精确的Hessian矩阵或明确计算的最小模式以获得高成功率;(ii)仅从插值路径(例如,图像相关对势,IDPP)和括号方法(例如,Dewar-Healy-Stewart, DHS)进行TS搜索通常比流行的方法(例如攀登图像微推弹性带(CI-NEB))更有效;(iii)不同的分层工作流程即使从相同的两个最小值开始也可以收敛到不同的TS;(iv)反应物和产物之间较大的结构变化与较低的成功率和较高的计算成本相关。我们还表明,进一步的参数调优可以在不降低数据集成功率的情况下减少计算费用。涉及工业相关有机金属反应的两个案例研究进一步支持了这些结论。
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引用次数: 0
Efficient Nonadiabatic Molecular Dynamics for Exploring Excitation Energy Transfer in Thermally Fluctuating Molecular Aggregates 探索热波动分子聚集体中激发能传递的高效非绝热分子动力学。
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-06-16 DOI: 10.1021/acs.jctc.6c00422
Shunsuke Yabu, Hirofumi Sato, Masahiro Higashi

Excitationenergy transfer (EET) in molecular aggregates is a fundamentalprocess in a wide range of condensed-phase systems, including photosyntheticcomplexes and organic semiconductors. Among the key factors influencingEET efficiency, thermal fluctuations play a critical role; however,accurately capturing their impact at the atomistic level remains computationallychallenging. To address this, we developed an efficient simulationframework that combines the Frenkel exciton model, the nonadiabaticmolecular dynamics (NAMD) simulation, and the molecular mechanicswith Shepard interpolation correction (MMSIC) method. The MMSIC significantlyaccelerates the evaluation of excitation energies during the NAMDsimulation, enabling atomistic treatment of thermal fluctuations.We applied this framework to two representative systems: exciton diffusionin crystalline anthracene and EET in the Fenna–Matthews–Olsonlight-harvesting complex. In both cases, the calculated results arein good agreement with previous studies, demonstrating the capabilityof the proposed approach to explore the interplay between thermalfluctuations and EET dynamics in complex molecular systems.

分子聚集体中的激发能转移(EET)是广泛的凝聚相体系中的一个基本过程,包括光合配合物和有机半导体。在影响EET效率的关键因素中,热波动起着至关重要的作用;然而,在原子水平上准确捕捉它们的影响在计算上仍然具有挑战性。为了解决这个问题,我们开发了一个有效的模拟框架,该框架结合了Frenkel激子模型、非绝热分子动力学(NAMD)模拟和带有Shepard插值校正(MMSIC)方法的分子力学。在NAMD模拟过程中,MMSIC显著加快了激发能的评估,使热波动的原子处理成为可能。我们将这一框架应用于两个具有代表性的系统:晶体蒽中的激子扩散和芬纳-马修斯-奥尔森光捕获复合物中的EET。在这两种情况下,计算结果与先前的研究结果很好地吻合,证明了所提出的方法能够探索复杂分子体系中热波动与EET动力学之间的相互作用。
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引用次数: 0
Designing Coulombic Contact Interactions between Polarizable Particles through Asymmetry 通过不对称设计极化粒子间的库仑接触相互作用
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-08-24 DOI: 10.1021/acs.jctc.6c00946
Yanyu Duan, Zecheng Gan

Polarizable particle systems, including charged colloids,polarizableions, biomolecular assemblies, and soft nanomaterials, can exhibitcontact electrostatic interactions that depart strongly from Coulombbehavior when the dielectric mismatch and geometric singularitiesamplify polarization effects. Here, we use charged dielectric spheresas a model system and show that these polarization contributions canbe canceled by jointly tuning size, charge, and dielectric asymmetries.By extending a recently developed image-charge formula to contactingdielectric spheres, at the two-body level, we derive analytical conditionsunder which the two-body contact interaction reduces to the bare Coulombform. At the selected design points, accurate two-sphere calculationsgive root-mean-square (RMS) contact force deviations below 3% fromthe Coulomb target. Separately, many-body molecular dynamics simulationsthat retain nonadditive polarization show that under the tested assemblyconditions, the structural correlations of six systems satisfyingthese two-body rules closely match those of their pure Coulomb references.These results establish asymmetry as a route for turning electrostaticcomplexity into Coulombic simplicity at contact, with implicationsfor predictable and controlled self-assembly and material design.

极化粒子系统,包括带电胶体、极化离子、生物分子组件和软纳米材料,当介电失配和几何奇点放大极化效应时,可以表现出强烈偏离库仑行为的接触静电相互作用。在这里,我们使用带电的介电球作为模型系统,并表明这些极化贡献可以通过共同调整尺寸,电荷和介电不对称性来抵消。通过将最近发展的像电荷公式推广到接触介质球,在两体水平上,我们推导了两体接触相互作用简化为裸库仑形式的解析条件。在选定的设计点上,精确的双球计算使接触力的均方根(RMS)与库仑目标的偏差低于3%。另外,保留非加性极化的多体分子动力学模拟表明,在测试的装配条件下,满足这些两体规则的六个体系的结构相关性与其纯库仑参考的结构相关性非常接近。这些结果确立了不对称是将静电复杂性转化为接触时的库仑简单性的途径,这对可预测和可控的自组装和材料设计具有重要意义。
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引用次数: 0
期刊
Journal of Chemical Theory and Computation
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