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An Open Implementation of MSEVB for Reactive Force Field Simulation with Simple Energy-Based Coupling 基于简单能量耦合的MSEVB响应力场仿真的开放实现
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.6c01182
Blake I. Armstrong, Peter R. Spackman, Luc M. LeBlanc, Paolo Raiteri, Julian D. Gale

Chemical reactivitymodeling in large systems over extendedtimescales is computationally and theoretically challenging; ab initio methods are too expensive, while classical force fieldscannot handle bond breaking/formation. Existing solutions like reactiveforce fields require extensive expertise to develop, and machine-learnedapproaches often need prohibitively large, high-quality data setsfor training. These barriers have hindered the modeling of reactivechemical processes. Multistate empirical valence bond (MSEVB) theoryoffers an alternative by enabling conventional unreactive force fieldsto be mixed in a controlled manner to selectively describe chemicalreactions. However, existing MSEVB implementations are often field-specific,have license-restricted distribution, or rely on complex parametrizationschemes. This work presents a new open-source, general MSEVB implementation,designed to make reactive modeling more accessible to nonexperts.Specifically, the implementation here focused on simple energy-basedcoupling, thereby eliminating the need for complex geometry-basedcoupling approaches, significantly lowering the barrier to entry forreactive force field development. This generalized approach is demonstratedto reproduce proton transfer behavior in Y-doped and undoped BaZrO3, bulk water and liquid imidazole, as well as other formsof reactivity, such as electron migration in LiCoO2. Wedemonstrate that only two fitted parameters are needed to accuratelymodel symmetric transfer across the three chemically diverse proton-conductingsystems studied.

大系统的化学反应性建模在计算上和理论上都具有挑战性;从头算方法太昂贵,而经典力场无法处理键断裂/形成。现有的解决方案,如反作用力场,需要大量的专业知识来开发,而机器学习方法通常需要大量的高质量数据集来进行训练。这些障碍阻碍了反应化学过程的建模。多态经验价键(MSEVB)理论提供了另一种选择,它使常规的非反应性力场能够以可控的方式混合,从而有选择地描述化学反应。然而,现有的MSEVB实现通常是特定于领域的,有许可证限制的分发,或者依赖于复杂的参数化方案。这项工作提出了一个新的开源、通用的MSEVB实现,旨在使非专家更容易访问响应式建模。具体来说,这里的实现侧重于简单的基于能量的耦合,从而消除了基于复杂几何的耦合方法的需要,大大降低了反作用力场开发的进入门槛。这种广义的方法被证明可以再现y掺杂和未掺杂的BaZrO3、散装水和液态咪唑中的质子转移行为,以及其他形式的反应性,如LiCoO2中的电子迁移。我们证明,只需要两个拟合参数就可以准确地模拟所研究的三种化学上不同的质子传导系统的对称转移。
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引用次数: 0
Mechanical Tuning of Singlet–Triplet Resonance for Efficient Triplet–Triplet Annihilation Upconversion 单重态-三重态共振的机械调谐以实现高效的三重态-三重态湮没上转换
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.6c01488
Edgard Miranda-Sáenz, Pedro B. Coto, Luis Manuel Frutos

Triplet–triplet annihilation upconversion dependson a near-resonantenergetic balance between the relevant singlet and triplet excitedstates. Here we introduce a computational framework for mechanicallytuning this balance by applying an external force that permits tolocate the molecular geometry reaching the singlet–tripletresonance condition, i.e., ES1 – ES0 = 2(ET1 – ES0). Our approach formulates this problem as a constrainedoptimization in which the force magnitude is minimized while enforcingthe target energetic resonance condition. Using a local quadraticmodel for the triplet-state potential energy surface together witha linearized description of the relevant energy gaps, we derive aminimum-force update procedure to obtain the optimal displacementand the associated external force. The resulting algorithm providesthe mechanically controlled geometry and the optimal force vectorrequired to reach it. The method offers a practical computationalroute to identify mechanically accessible structures with improvedupconversion characteristics, paving the way for the design of mechanoresponsivechromophores and materials with stress-tunable optical behavior.

摘要三重态-三重态湮灭上转换依赖于相关的单重态和三重态激发态之间的近共振能量平衡。在这里,我们引入了一个计算框架,通过施加外力来机械地调整这种平衡,从而可以定位达到单重态-三重态共振条件的分子几何形状,即ES1 - ES0 = 2(ET1 - ES0)。我们的方法将此问题表述为约束优化,其中力大小最小化,同时强制执行目标能量共振条件。利用三态势能面局部二次模型,结合相关能隙的线性化描述,推导出最小力更新方法,以获得最优位移和相关外力。由此产生的算法提供了机械控制的几何形状和达到它所需的最佳力向量。该方法为识别具有改进上转换特性的机械可接近结构提供了实用的计算途径,为设计具有应力可调光学行为的机械响应发色团和材料铺平了道路。
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引用次数: 0
How Accurately Can We Describe Spin Crossover? 我们如何准确地描述旋转交叉?
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-28 DOI: 10.1021/acs.jctc.6c01104
Angel Albavera-Mata, Daniel Mejía-Rodríguez, Niranjan Govind, Ajay Panyala, Richard G. Hennig, S. B. Trickey

The complicated physicochemical properties of metal complexesthatexhibit thermal spin crossover make it difficult for routine electronicstructure calculations to yield an accurate transition temperatureprediction, T1/2. The difficulty liesin the intricate connection between the spin-crossover energy, whichis a molecular spectroscopic property, and T1/2, a condensed-phase property. Here we show how to obtainspin-crossover energies systematically by reverse engineering of experimental T1/2 data. The protocol is based upon fittingthe range separation parameter, ω, in the hybrid LC-ωPBEdensity functional to reproduce the experimental T1/2 values for a series of metal complexes. We provideinsights into the sources of variations of at least ±15 kJ mol–1 found from common exchange and correlation functionalsby comparing their performance against our reference data. By analysisof the sensitivity of transition temperatures to ±1% shifts inthe range separation parameter, we determined a typical uncertaintyof ±50 K for them, and a ±2 kJ mol–1 uncertaintyin the extracted spin-crossover energies due to ±1% variationsof T1/2. Lastly, we present results fromthe high-level, all-electron coupled cluster method for eight of thesmaller molecules in the reference data set, and discuss the influenceof the truncation of the excitation series upon the spin state energies.

具有热自旋交叉的金属配合物具有复杂的物理化学性质,这使得常规的电子结构计算难以准确地预测其转变温度T1/2。难点在于自旋交叉能(分子光谱性质)和T1/2(凝聚相性质)之间的复杂联系。在这里,我们展示了如何通过对实验T1/2数据的逆向工程系统地获得自旋交叉能量。该方案基于拟合混合LC-ωPBE密度泛函中的范围分离参数ω,以重现一系列金属配合物的实验T1/2值。我们通过比较普通交换函数和相关函数的性能与我们的参考数据,深入了解了至少±15 kJ mol-1的变化来源。通过分析转变温度对范围分离参数±1%变化的敏感性,我们确定了它们的典型不确定度为±50 K,由于T1/2的±1%变化,提取的自旋交叉能的不确定度为±2 kJ mol-1。最后,我们给出了参考数据集中8个小分子的高能级全电子耦合簇方法的结果,并讨论了激发序列截断对自旋态能的影响。
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引用次数: 0
Analytical and Separable Representation of Coulomb-like Potentials 类库仑势的解析和可分离表示
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-30 DOI: 10.1021/acs.jctc.6c00636
Subhra K. Das, Annika Bande, Daniel Peláez

In this article, low-rank separable analytical representationsof Coulomb-like potentials are presented. Cartesian coordinates areemployed for the sake of generality. The original potential is regularizedto avoid the numerical divergence associated with the coalescenceregion. Furthermore, a range-separation approach is adopted. The long-rangepart, being smooth and well-behaved, can be directly expressed inour functional sparse Tucker Finite Basis Representation (sparse TuckerFBR). On the other hand, the short-range part, which contains thetamed singularity, is expressed using a sparse spectral representation.The quality and accuracy of the full sparse Tucker expression is demonstratedby comparison to the two-interacting-electron-in-a-box model.

摘要本文给出了类库仑势的低秩可分解析表示。为了通用性,使用笛卡尔坐标。对原始势进行了正则化处理,避免了与聚结区相关的数值发散。此外,还采用了距离分离方法。远程部分平滑且性能良好,可以直接表示为函数稀疏塔克有限基表示(sparse Tucker FBR)。另一方面,包含驯服奇点的近距离部分使用稀疏谱表示。通过与双电子盒模型的比较,证明了全稀疏Tucker表达式的质量和准确性。
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引用次数: 0
Covariant Local Matrix Density Approximation through Spectral Reconstruction in Multistate Density Functional Theory 多态密度泛函理论中通过谱重构的协变局域矩阵密度逼近
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.6c01081
Alexander Humeniuk, Yangyi Lu, Jiali Gao

A covariant local matrix density approximation (LMDA)is introducedwithin multistate density functional theory based on subspace invarianceand the spectral decomposition of the matrix containing state andtransition densities. The exchange-correlation matrix functional isconstructed through spectral reconstruction of this matrix density,whereby local exchange-correlation functionals are incorporated asspectral-channel functionals within a covariant matrix-functionalformalism. The resulting formulation preserves exact normalizationof the exchange-correlation matrix hole, recovers ground-state densityfunctional theory in the single-state limit, and preserves spin-multipletdegeneracy through covariance of the spin matrix functional underspin rotations. Combined with multistate self-consistent-field (MSSCF)optimization, the present framework enables fully variational calculationsof interacting ground and excited states. Applications to atomic excitations,H2 dissociation, ethylene torsion, and cyclobutadiene automerizationreveal that the resulting MSDFT/LMDA approach captures essential multistateand strong-correlation physics, including static correlation and spinsymmetry. The key insight is that the central obstacle in extendingdensity functional theory to coupled electronic states is not necessarilythe lack of appropriate scalar exchange-correlation approximations,but the lack of a covariant matrix-functional formalism in which suchfunctionals can operate. The present MSDFT/LMDA provides a directrealization of this matrix-functional formalism.

摘要在多态密度泛函理论中引入了一种基于子空间不变性和包含态密度和跃迁密度的矩阵谱分解的协变局部矩阵密度近似(LMDA)。交换相关矩阵泛函通过该矩阵密度的谱重建来构建,其中局部交换相关泛函被合并为协变矩阵泛函形式中的频谱通道泛函。所得公式保留了交换相关矩阵空穴的精确归一化,恢复了单态极限下的基态密度泛函理论,并通过自旋旋转下自旋矩阵泛函的协方差保持了自旋多重简并。结合多态自一致场(MSSCF)优化,该框架可以实现基态和激发态相互作用的完全变分计算。应用于原子激发、H2解离、乙烯扭转和环丁二烯自动机表明,由此产生的MSDFT/LMDA方法捕获了基本的多态和强相关物理,包括静态相关和自旋对称。关键的见解是,将密度泛函理论扩展到耦合电子态的中心障碍不一定是缺乏适当的标量交换相关近似,而是缺乏协变矩阵泛函形式体系,这些泛函可以在其中运行。目前的MSDFT/LMDA提供了这种矩阵-函数形式主义的直接实现。
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引用次数: 0
Predicting the Radical Character of Open-Shell Nanographenes with the GVB-Based Block-Correlated Coupled Cluster Theory 用基于gvb的块相关耦合团簇理论预测开壳纳米片的热性质
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-10-02 DOI: 10.1021/acs.jctc.6c01707
Xiaochuan Ren, Jingxiang Zou, Jun Lin, Cong Sun, Wei Li, Shuhua Li

Open-shell nanographenes (NGs) possessunique electronicpropertiesthat hold promise for next-generation carbon-based materials, yettheir rational design is hampered by the lack of quantitative toolsto predict their radical character. Empirical rules such as Clar’saromatic sextet rule and the Fries rule provide useful qualitativeguides for closed-shell systems but inherently fail for open-shellNGs, where the ground state is better described as a resonance hybridof closed-shell and open-shell structures. Here, we present a furtherdevelopment of the generalized valence-bond-based block-correlatedcoupled cluster (GVB-BCCC) theory and demonstrate its applicationin qualitative and quantitative predictions of the radical characterin open-shell NGs. Four methodological advances are reported: (1)a systematic search procedure of multiple GVB solutions that enablesthe computational identification of distinct resonance structures(closed-shell, diradical, and tetraradical forms) through tailoredinitial orbital guesses; (2) the first implementation of GVB-BCCC4for triplet ground states, extending the framework to systems withtriplet ground states; (3) the first implementation of the unrelaxedone-particle density matrix for singlet GVB-BCCC4, enabling the extractionof natural orbital occupation numbers (NOONs) as a rigorous, quantitativemeasure of radical character directly from the GVB-BCCC4 wavefunction;and (4) the introduction of a relative local correlation energy (RLCE)index for evaluating local aromaticity in individual benzene-likerings. By exploiting the fact that distinct GVB solutions map to chemicallyintuitive resonance forms, our approach is able to identify the dominantresonance structure through accurate GVB-BCCC4 calculations on topof the respective GVB references. Critically, by comparing the uncorrelatedGVB solutions with the fully correlated GVB-BCCC4 results, we canunambiguously determine whether the radical character of a given systemoriginates from the π-skeleton topology (a resonance-driveneffect) or from interpair electron correlation─a distinctionthat remains inaccessible to empirical rules or conventional methods.Our approach is then applied to 11 representative NGs, including systemswith up to 66 π orbitals. The radical character indices fromGVB-BCCC4 show excellent agreement with DMRG-CASCI reference data,while broken-symmetry DFT is found to be unreliable for systems withpronounced polyradical character. The singlet–triplet energygaps calculated at the GVB-BCCC4 level also agree well with availableexperimental values. This work establishes GVB-BCCC as a predictivetool for understanding the structure–property relationshipsof open-shell systems and for guiding the rational design of carbon-basedfunctional materials.

开壳纳米石墨烯(NGs)具有独特的电子特性,有望成为下一代碳基材料,但其合理设计受到缺乏定量工具来预测其自由基特征的阻碍。Clar的芳六元规则和Fries规则等经验规则为闭壳体系提供了有用的定性指导,但对于开壳ngg来说,这些规则本质上是无效的,因为在开壳ngg中,基态被更好地描述为闭壳和开壳结构的共振杂化。在这里,我们进一步发展了基于价键的广义嵌段相关耦合簇(GVB-BCCC)理论,并证明了它在开壳天然气中自由基特征的定性和定量预测中的应用。本文报道了四项方法上的进展:(1)对多个GVB解的系统搜索过程,通过定制初始轨道猜测可以计算出不同的共振结构(闭壳、双基和四基形式);(2)首次实现了三重基态的GVB-BCCC4,将框架扩展到具有三重基态的系统;(3)首次实现了单线态GVB-BCCC4的非松弛单粒子密度矩阵,使得直接从GVB-BCCC4波函数中提取自然轨道占用数(NOONs)作为自由基特征的严格定量度量成为可能;(4)引入相对局部相关能(RLCE)指数来评价单个类苯环的局部芳构性。通过利用不同的GVB溶液映射到化学上直观的共振形式的事实,我们的方法能够通过在各自的GVB参考之上精确的GVB- bccc4计算来识别主要的共振结构。关键的是,通过比较不相关的GVB解与完全相关的GVB- bccc4结果,我们可以明确地确定给定系统的自由基特征是来自π骨架拓扑(共振驱动效应)还是来自对间电子相关──经验规则或传统方法仍然无法获得的区别。然后将我们的方法应用于11个具有代表性的NGs,包括具有多达66个π轨道的系统。gbb - bccc4的自由基特征指标与DMRG-CASCI的参考数据具有很好的一致性,而破对称DFT对于具有明显多自由基特征的体系是不可靠的。在GVB-BCCC4能级上计算的单重态-三重态能隙也与现有的实验值吻合较好。这项工作建立了GVB-BCCC作为理解开壳体系结构-性能关系的预测工具,并指导碳基功能材料的合理设计。
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引用次数: 0
Impurity-Preserved Density Matrix Embedding Theory for Local Electronic Excitations 局部电子激发的保留杂质密度矩阵嵌入理论
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.6c01251
Teng Zhang, Ze-Wei Li, Zhebin Guan, Hong Jiang

Densitymatrix embedding theory (DMET), which is usuallybasedon a Schmidt decomposition of Slater determinants by partitioningthe full system into impurity and environment in terms of local orthogonalorbitals (LOs), has demonstrated considerable promise in electronicstructure studies because it enables the extraction of local propertiesusing a high-level solver within an embedded impurity subsystem withgreatly reduced degrees of freedom, thereby achieving a balance betweenaccuracy and computational cost. However, its application to excitedstates of strongly correlated systems, such as lanthanide complexes,remains challenging because the errors relative to all-electron resultscan still be significant. Motivated by the success of the previouslydeveloped atomic orbitals (AOs) based DMET framework (Ai, Li, andJiang, Phys. Rev. Lett. 2025, 135, 026502.), termed AO-DMET, whichattains improved accuracy by constructing the embedded subspace basedon a non-orthogonal decomposition of the Slater determinant in termsof AOs, we propose a new LO-based partitioning scheme that fully preservesthe impurity space spanned by corresponding AOs and can achieve accuracyclosely matching that of AO-DMET while retaining the orthogonal partitionand its associated computational efficiency. The performance of theproposed method is demonstrated through excitation energy calculationsfor several representative lanthanide complexes. These results establishan efficient and accurate partitioning scheme for describing excitedstates in strongly correlated systems within the DMET framework.

密度矩阵嵌入理论(DMET),通常基于斯莱特行列式的施密特分解,通过局部正交轨道(LOs)将整个系统划分为杂质和环境,在电子结构研究中表现出相当大的前景,因为它可以在自由度大大降低的嵌入式杂质子系统中使用高级求解器提取局部性质。从而达到精度和计算成本之间的平衡。然而,将其应用于强相关系统的激发态,如镧系配合物,仍然具有挑战性,因为相对于全电子结果的误差仍然很大。由于先前开发的基于原子轨道(AOs)的DMET框架的成功(Ai, Li, and Jiang, Phys;Rev. Lett. 2025, 135, 026502.),称为AO-DMET,通过基于AOs的Slater行列式的非正交分解构建嵌入子空间来提高精度,我们提出了一种新的基于lo的划分方案,该方案充分保留了相应AOs所跨越的杂质空间,并且可以在保持正交划分及其相关计算效率的同时获得与AO-DMET非常接近的精度。通过对几种具有代表性的镧系配合物的激发能计算,证明了该方法的有效性。这些结果为在DMET框架内描述强相关系统的激发态建立了一种高效、准确的划分方案。
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引用次数: 0
Coupling Quantum Mechanical Modeling and Molecular Dynamics on Heterogeneous Supercomputers for Studying Distal Mutation Effects on Drug Binding in HIV-1 在异构超级计算机上耦合量子力学建模和分子动力学研究HIV-1远端突变对药物结合的影响
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.6c01377
William Dawson, Louis Beal, Marco Zaccaria, Luigi Genovese

Predicting how proteinmutations affect drug bindingremains amajor challenge, particularly when the mutations are distal from thebinding site. In this study, we introduce a coupled simulation workflowthat combines classical molecular dynamics (MD) with high-throughputquantum mechanical (QM) analysis to reveal the electronic structuresignatures of mutation-induced drug resistance in the HIV-1 protease.Our workflow leverages GPU-accelerated MD to generate conformationalensembles, and performs in operando linear-scaling density functionaltheory (DFT) calculations on selected frames parallelized on a coupledpartition of CPU nodes. This design enables efficient, massively parallelquantum analysis of protein–ligand complexes at atomic resolution.Using this approach, we investigate resistance to the antiviral Darunavirin a multimutant HIV-1 protease variant. By mapping the network ofelectronic interactions across the binding interface, our resultshighlight the critical role of conformational sampling and quantuminsight in understanding distal mutation effects, and demonstratea scalable computational strategy for studying complex biophysicalmechanisms of drug resistance. We argue that this type of analysismay pave the way for designing inhibitors that maintain binding stabilityagainst systemic, mutation-induced destabilization.

预测蛋白质突变如何影响药物结合仍然是一个主要的挑战,特别是当突变远离结合位点时。在这项研究中,我们引入了一个耦合模拟工作流,结合经典分子动力学(MD)和高通量量子力学(QM)分析来揭示突变诱导的HIV-1蛋白酶耐药的电子结构特征。我们的工作流程利用gpu加速的MD来生成构象集成,并在CPU节点耦合分区上并行化的选定帧上执行线性缩放密度泛函理论(DFT)计算。这种设计能够在原子分辨率上对蛋白质配体复合物进行高效、大规模并行的量子分析。使用这种方法,我们研究了多突变HIV-1蛋白酶变体对抗病毒药物Darunavir的耐药性。通过绘制跨结合界面的电子相互作用网络,我们的研究结果突出了构象采样和量子洞察在理解远端突变效应中的关键作用,并展示了一种可扩展的计算策略,用于研究耐药性的复杂生物物理机制。我们认为,这种类型的分析可能为设计抑制剂铺平道路,以保持结合稳定性,对抗系统性突变引起的不稳定。
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引用次数: 0
Accounting for Nanofilm Contributions in Interfacial Free Energy Calculations Using Classical Density Functional Theory 利用经典密度泛函理论计算界面自由能中纳米膜的贡献
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-24 DOI: 10.1021/acs.jctc.6c01465
Yafan Yang, Zufeng Zuo, Xingyu Zhao, Shuyu Sun, Denvid Lau

Fluidnanofilms play a fundamental role in nanoscale interfacialthermodynamics, yet their interfacial behavior and treatment withinclassical density functional theory (cDFT) warrant further investigation.We investigate nanofilm interfacial properties using a cDFT frameworkbuilt upon the perturbed-chain statistical associating fluid theory(PC-SAFT) for both fluid–fluid and fluid–solid interfacialsystems. Comparison with molecular simulations shows that the long-standingnumerical discrepancies regarding free-standing nanofilms persistin the PC-SAFT functional predictions, supporting the view that theystem from thermal capillary-wave fluctuations rather than deficienciesof the density functional itself, as such fluctuations are inherentlyneglected in the mean-field approximation adopted by standard cDFT.Importantly, we establish a thermodynamically consistent frameworkfor interfacial free energy (IFE) calculation, which explicitly incorporatesnanofilm thermodynamic contributions and redefines the effective fluidvolume by excluding the solid-phase region. The proposed method exhibitsexcellent consistency with another method based on the relationshipbetween IFE and disjoining pressure for fluid systems, while bothfluid–fluid and fluid–solid IFEs differ substantiallyfrom those predicted by the conventional method. We find that neglectingnanofilm contributions induces prominent size-dependent variationsin the IFE and contact angle of hemicylindrical droplets, which isinconsistent with the extensive literature. Different methods alsolead to opposite signs of the line tension for a hemispherical argonnanodroplet on a strongly lyophobic surface. The proposed frameworkprovides a unified molecular-level basis for understanding interfacialprocesses involving nanofilms, including wetting, nucleation, adsorption,and other phenomena that rely on the accurate evaluation of IFEs.

流体纳米膜在纳米级界面热力学中起着重要的作用,但在经典密度泛函理论(cDFT)中,其界面行为和处理有待进一步研究。我们使用基于微扰链统计关联流体理论(PC-SAFT)的cDFT框架研究了纳米膜界面特性,用于流体-流体和流体-固体界面系统。与分子模拟的比较表明,PC-SAFT功能预测中长期存在的关于独立纳米膜的数值差异,支持了它们源于热毛细管波波动而不是密度泛函本身缺陷的观点,因为这种波动在标准cDFT采用的平均场近似中本质上被忽略了。重要的是,我们建立了一个热力学一致的界面自由能(IFE)计算框架,该框架明确地纳入了纳米膜的热力学贡献,并通过排除固相区域重新定义了有效流体体积。该方法与基于流体系统分离压力关系的另一种方法具有良好的一致性,而流体-流体和流体-固体寿命与传统方法的预测结果存在很大差异。我们发现,忽略纳米膜的贡献会导致半圆柱形液滴的IFE和接触角发生明显的尺寸依赖性变化,这与广泛的文献不一致。不同的方法也会导致半球形氩纳米液滴在强疏水表面上的线张力的相反迹象。所提出的框架为理解涉及纳米膜的界面过程提供了统一的分子水平基础,包括润湿、成核、吸附和其他依赖于fe准确评估的现象。
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引用次数: 0
Flexible On-the-Fly Active Learning for Molecular Infrared Spectra 分子红外光谱灵活的动态主动学习
IF 5.8 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-13 Epub Date: 2026-09-28 DOI: 10.1021/acs.jctc.6c00756
Giulio Benedini, Matti Hellström, Lucas Visscher

Infrared spectroscopyserves as an indispensable analytical toolacross materials science, pharmaceutical development, and the lifesciences. Computational insights derived from first-principles methodsenhance the interpretation of vibrational spectra, yet their applicationremains hindered by high computational cost. Machine-learned interatomicpotentials offer a route to accelerate these predictions by multipleorders of magnitude without sacrificing ab initio accuracy. Here,we present an on-the-fly active learning framework for the automatedtraining of such potentials specifically tailored to infrared spectralprediction. Our approach employs a multitask acquisition strategy,in which model performance is evaluated iteratively on designatedobjectives, avoiding the dependence on fixed training sets. We demonstratethat this multitask scheme creates interatomic potentials that exhibitrobustness and fidelity in complex workflows for calculating infraredspectra.

红外光谱是材料科学、药物开发和生命科学领域不可或缺的分析工具。从第一性原理方法得到的计算见解增强了对振动谱的解释,但其应用仍然受到高计算成本的阻碍。机器学习原子间势提供了一条途径,可以在不牺牲从头计算精度的情况下,将这些预测速度提高多个数量级。在这里,我们提出了一个实时主动学习框架,用于专门针对红外光谱预测的这种电位的自动训练。我们的方法采用多任务获取策略,其中模型性能在指定目标上进行迭代评估,避免了对固定训练集的依赖。我们证明了这种多任务方案创造了原子间势,在计算红外光谱的复杂工作流程中表现出鲁棒性和保真度。
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Journal of Chemical Theory and Computation
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