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Faradaic and capacitive charging of an electrolyte-filled pore in response to a small applied potential. 对一个小的外加电位作出反应的充满电解质的孔的法拉第充电和电容充电。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0309483
Timur Aslyamov, Massimiliano Esposito, Mathijs Janssen

Electrochemical devices often charge both through Faradaic reactions and electric double layer formation. Here, we study these coupled processes in a model system of a long electrolyte-filled pore subject to a small suddenly applied potential, close to the equilibrium potential Ψeq at which there is no net Faradaic charge transfer. Specifically, we solve the coupled Poisson-Nernst-Planck and Frumkin-Butler-Volmer equations by asymptotic approximations, using the pore's small inverse aspect ratio as the small parameter. In the early time limit, the reaction-diffusion equations yield an extended Faradaic transmission line model that includes a voltage source, Ψeq, biasing the Faradaic reactions, captured by the resistance RF. In the long-time limit, the pore exhibits a nontrivial potential of zero total charge, Ψpztc=Ψeq1-Ẑ(0)/RF, where Ẑ(0) is the experimentally accessible zero-frequency impedance of the system. This expression provides a new means to measure the Faradaic contribution to Ψpztc experimentally.

电化学装置通常通过法拉第反应和双电层形成来充电。在这里,我们研究了这些耦合过程在一个长电解质填充孔的模型系统中受到一个小的突然施加电位,接近平衡电位Ψeq,在这个平衡电位下没有净法拉第电荷转移。具体地说,我们用孔隙的小逆宽高比作为小参数,用渐近逼近方法求解耦合泊松-能斯特-普朗克和弗鲁姆金-巴特勒-沃尔默方程。在早期的时间限制中,反应-扩散方程产生了一个扩展的法拉第传输线模型,该模型包括一个电压源Ψeq,使法拉第反应偏置,由电阻RF捕获。在长时间极限下,孔隙表现出零总电荷的非平凡电位,Ψpztc=Ψeq1-Ẑ(0)/RF,其中Ẑ(0)为系统实验可得的零频率阻抗。这个表达式提供了一种新的方法来测量法拉第对Ψpztc的贡献。
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引用次数: 0
Accurate learning of long-range interatomic potentials by coupling Cartesian atomic cluster expansion and sum-of-Gaussians neural networks. 基于笛卡尔原子簇展开和高斯和神经网络的远程原子间势精确学习。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0303312
Yajie Ji, Jiuyang Liang, Zhenli Xu

Accurately capturing long-range interactions is critical for molecular dynamics simulations based on machine learning interatomic potentials. We recently proposed the sum-of-Gaussians neural network (SOG-Net), which learns long-range energy contributions directly from energy and force data such that the long-range tail of different decay rates can be well fitted. In this work, we incorporate the SOG-Net with a short-range descriptor of the Cartesian atomic cluster expansion, resulting in the CACE-SOG model, to show that the SOG-Net is a general module that can be coupled with different short-range descriptors. We also study new technical developments in the SOG-Net, including improved extrapolation accuracy, handling of different charge states, and faster convergence. We evaluated the CACE-SOG model across a diverse set of systems, including molecular dimers, aqueous salt solutions, charged ionic clusters, and liquid-vapor and Pt(111) interfacial water systems, and compared it with the CACE-based latent Ewald summation and the CACE-only methods. These results demonstrate that the SOG-Net is promising for accurately learning long-range interatomic interactions.

准确捕获远程相互作用对于基于机器学习原子间势的分子动力学模拟至关重要。我们最近提出了高斯和神经网络(SOG-Net),它直接从能量和力数据中学习远程能量贡献,从而可以很好地拟合不同衰变率的远程尾巴。在这项工作中,我们将SOG-Net与笛卡尔原子簇展开的短程描述符结合起来,形成CACE-SOG模型,以表明SOG-Net是一个可以与不同的短程描述符耦合的通用模块。我们还研究了SOG-Net的新技术发展,包括提高外推精度、处理不同电荷状态和更快的收敛速度。我们在不同的系统中评估了CACE-SOG模型,包括分子二聚体、含水盐溶液、带电离子团簇、液体-蒸汽和Pt(111)界面水系统,并将其与基于cace的潜在埃瓦尔德求和方法和仅使用cace的方法进行了比较。这些结果表明,SOG-Net有望准确地学习远程原子间相互作用。
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引用次数: 0
Definitions of atoms in molecules with the modified Dirac equations. 用修正狄拉克方程定义分子中的原子。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0312045
Andy D Zapata-Escobar, Alejandro F Maldonado

In this work, we present calculations of the basins and electronic population at the relativistic level, with expressions derived from a total Lagrangian density associated with the modified Dirac Hamiltonian [Zapata-Escobar and Maldonado, J. Chem. Phys. 163, 024310 (2025)]. Calculations were carried out using a local implementation for the numerical construction of the basins and the corresponding integrations of the electronic population. The basins' evaluation and electronic population calculations were obtained on both relativistic and nonrelativistic expressions, reproducing 99.9% of the total charge in the HX (X = F, Cl, Br, I, At) and SnH4 molecules. We found that the relativistic effects cause a contraction of the electron density around the nuclei of the heavy atoms, while for the hydrogen atom, the electronic population decreases, leading to a decrease in the dipole moment. In addition, we present the continuity equation from the modified Dirac Hamiltonian in order to interpret the scalar field used to obtain the basin with this scheme of calculation. Finally, we propose a new Lagrangian density associated with the Dirac Hamiltonian, from which it is possible to obtain an expression for the zero-flux condition, thereby recovering the nonrelativistic basin expression within the quantum theory of atoms in molecules approach directly from the relativistic formulation without adding a heuristic term.

在这项工作中,我们提出了相对论水平上的盆地和电子居群的计算,其表达式来自与修正狄拉克哈密顿量相关的总拉格朗日密度[Zapata-Escobar和Maldonado, J. Chem]。[j].物理学报,2016,33(5):1181 - 1181。使用局部实现对流域的数值构建和相应的电子种群积分进行了计算。在相对论和非相对论表达式下得到了盆的评价和电子居群计算,再现了HX (X = F, Cl, Br, I, At)和SnH4分子中99.9%的总电荷。我们发现相对论效应导致重原子原子核周围的电子密度收缩,而对于氢原子,电子居数减少,导致偶极矩减小。此外,我们还提出了由修正狄拉克哈密顿量推导出的连续性方程,以解释用这种计算格式求得盆地所用的标量场。最后,我们提出了一个与狄拉克哈密顿量相关的新的拉格朗日密度,由此可以得到零通量条件的表达式,从而直接从相对论公式中恢复分子原子量子理论中的非相对论盆地表达式,而无需添加启发式项。
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引用次数: 0
Open quantum-classical systems: A hybrid MASH master equation. 开放量子经典系统:混合MASH主方程。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0311156
Kasra Asnaashari, Jeremy O Richardson

We propose a method that combines the quantum-classical mapping approach to surface hopping with the dissipative quantum dynamics of the Lindblad master equation. Like conventional surface-hopping methods, our approach is based on classical trajectories coupled to the dynamics of a quantum subsystem. However, instead of evolving the subsystem wavefunction according to the time-dependent Schrödinger equation, we use stochastic quantum trajectories derived from secular Redfield theory. This approach enables the simulation of open quantum systems coupled simultaneously to Markovian quantum baths and anharmonic, non-Markovian classical degrees of freedom. Applications to the spin-boson model and to the cavity-enhanced fluorescence of an electronically nonadiabatic molecule show excellent agreement with fully quantum-mechanical benchmarks.

我们提出了一种将表面跳变的量子经典映射方法与Lindblad主方程的耗散量子动力学相结合的方法。与传统的表面跳跃方法一样,我们的方法基于与量子子系统动力学耦合的经典轨迹。然而,我们没有根据时间相关的Schrödinger方程来演化子系统波函数,而是使用了从长期Redfield理论推导出来的随机量子轨迹。这种方法使开放量子系统的模拟能够同时耦合到马尔可夫量子浴和非调和,非马尔可夫经典自由度。应用于自旋玻色子模型和电子非绝热分子的腔增强荧光显示出与完全量子力学基准的极好一致性。
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引用次数: 0
Polymorph selection in charged colloids in the second nucleation step. 第二成核步骤中带电胶体的多晶选择。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0305089
C Patrick Royall

We study polymorph selection in a model of charged colloids, with a focus on the higher-order structure prior to and during nucleation. Specifically, we carry out molecular dynamics simulations of a repulsive Yukawa system with a slightly softened (Weeks-Chandler-Andersen) core. We consider the case where the interaction is long-ranged and the BCC crystal is stable, and also intermediate- and short-ranged cases where the FCC crystal is stable. We use two methods for structure identification, the topological cluster classification (TCC) [A. Malins et al., J. Chem. Phys. 139, 234506 (2013)] and the bond orientational order parameter analysis of Lechner and Dellago [J. Chem. Phys. 129, 114707 (2008)]. Under conditions of high supersaturation appropriate to experiments with colloids, we find that the system forms a precursor state in which the particles are hexagonally ordered. That is to say, the precursors are indistinguishable from an HCP crystal using the bond orientational order parameters. This ordering occurs at state points when the body-centered cubic crystal is the stable phase and also when the face-centered cubic crystal is stable. In all cases, the stable polymorph forms from the precursor phase in a second stage. Although at freezing the fluid is much more ordered when the interactions are short-ranged (when FCC is stable), at the supersaturations where nucleation occurs in our simulations, the higher-order structure of the metastable fluids is almost identical for the long-, short-, and intermediate-ranged systems when measured with the TCC.

我们在带电胶体模型中研究多晶选择,重点关注成核前和成核过程中的高阶结构。具体来说,我们进行了一个具有轻微软化(Weeks-Chandler-Andersen)核的排斥性汤川系统的分子动力学模拟。我们考虑了BCC晶体稳定的远距离相互作用情况,以及FCC晶体稳定的中程和短程相互作用情况。我们使用两种方法进行结构识别:拓扑聚类分类(TCC) [A];Malins et al., J. Chem。[J] .化学工程学报,2014,35(6):1107 - 1107。化学。物理学报,2009,33(4):444 - 444。在适宜于胶体实验的高过饱和条件下,我们发现该体系形成了一个粒子呈六边形有序的前驱态。也就是说,使用键取向顺序参数,前驱体与HCP晶体无法区分。当体心立方晶体是稳定相和面心立方晶体是稳定相时,这种顺序发生在状态点上。在所有情况下,稳定的多晶在第二阶段从前体相形成。虽然在冷冻时,当相互作用是短程的(当FCC是稳定的),流体更加有序,在我们的模拟中,在成核发生的过饱和时,当用TCC测量时,亚稳流体的高阶结构对于长、短和中程系统几乎是相同的。
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引用次数: 0
A Haldane-Anderson Hamiltonian model for hyperthermal hydrogen scattering from a semiconductor surface. 半导体表面高温氢散射的Haldane-Anderson hamilton模型。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0297254
Xuexun Lu, Nils Hertl, Sara Oregioni, Riley Preston, Samuel L Rudge, Michael Thoss, Rocco Martinazzo, Reinhard J Maurer

Collisions of atoms and molecules with metal surfaces create electronic excitations in the metal, leading to nonadiabatic energy dissipation, inelastic scattering, and sticking. Mixed quantum-classical molecular dynamics simulation methods, such as molecular dynamics with electronic friction, are able to capture nonadiabatic energy loss during dynamics at metal surfaces. Hydrogen atom scattering from semiconductors, on the other hand, exhibits strong adsorbate-surface energy transfer only when the projectile kinetic energy exceeds the bandgap of the substrate. Electronic friction fails to describe this effect. Here, we report a first-principles parameterization of a simple Haldane-Anderson Hamiltonian model of hydrogen atom gas-surface scattering on Ge(111)c(2 × 8), for which hyperthermal scattering experiments have been reported. We subsequently perform independent-electron surface hopping and Ehrenfest dynamics simulations on this model and validate these results through numerically exact quantum-dynamical simulations using the hierarchical equation of motion approach. While mean-field dynamics yield weak nonadiabatic energy loss that is independent of the initial kinetic energy, independent electron surface hopping simulations qualitatively agree with the experimental observation that nonadiabatic energy dissipation only occurs if the initial kinetic energy exceeds the bandgap of the surface.

原子和分子与金属表面的碰撞在金属中产生电子激发,导致非绝热能量耗散、非弹性散射和粘着。混合量子-经典分子动力学模拟方法,如带电子摩擦的分子动力学,能够捕获金属表面动力学过程中的非绝热能量损失。另一方面,来自半导体的氢原子散射,只有当弹丸动能超过衬底的带隙时,才表现出强烈的吸附表面能量传递。电子摩擦无法描述这种效应。在这里,我们报告了Ge(111)c(2 × 8)上氢原子气体表面散射的简单Haldane-Anderson hamilton模型的第一性原理参数化,该模型已经报道了过热散射实验。随后,我们对该模型进行了独立电子表面跳变和Ehrenfest动力学模拟,并使用层次运动方程方法通过数值精确的量子动力学模拟验证了这些结果。虽然平均场动力学产生与初始动能无关的弱非绝热能量损失,但独立电子表面跳变模拟定性地与实验观察一致,即只有初始动能超过表面带隙时才会发生非绝热能量耗散。
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引用次数: 0
The weakly bound CO molecule adsorbed on the low-index CeO2 surfaces: A case for a CCSD(T) benchmark study using an embedded-cluster model. 弱结合的CO分子吸附在低指数的CeO2表面:一个使用嵌入式簇模型的CCSD(T)基准研究案例。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0292423
Juana Vázquez Quesada

The binding energy and the vibrational stretching frequency of the probe molecule CO adsorbed on the low-index CeO2 surfaces [(100), (110), and (111)] were benchmarked using the coupled-cluster singles, doubles, perturbative triples [CCSD(T)] method, employing an embedded cluster approach. Using the same methodology as for the top configuration of CO on the (111) surface [J. Vázquez Quesada et al., J. Chem. Phys. 161, 224707 (2024)], the best theoretical estimate for the CO frequency on the CeO2(100) surface (CO bridge configuration) obtained at the CCSD(T)/def2-TZ/QZVPP level of theory and under low-coverage conditions (2193 cm-1) is 17 cm-1 larger than the experimental value (1 ML coverage saturation), which is in agreement with previous estimates for the CO adsorption on the CeO2(111) surface (12 cm-1). For the (110) surface, theoretical and experimental data compare differently. The CCSD(T)/def2-TZ/QZVPP values are -7 cm-1 (top configuration) and -21 cm-1 (tilt-x configuration) lower than the two experimental features measured at 2170 cm-1 (negative feature) and 2160 cm-1 (positive feature). MP2 predictions suggest the existence of a case of multiple-configuration dynamics with various almost isoenergetic configurations in a low-coverage situation. The CO harmonic vibrational frequencies were not semi-empirically scaled but explicitly corrected for anharmonic effects, which amount to 25-26 cm-1 with all tested methods. CO adsorption energies of -0.40 ± 0.07 eV, -0.17 ± 0.07 eV, and -0.20 ± 0.07 eV for the (100), (110) (top), and (110) (tilt-x) adsorption sites, respectively, are obtained at the CCSD(T)/def2-TZ/QZVPP level of theory. These results agree well with those proposed for the (111) surface (-0.22 ± 0.07 eV) [J. Vázquez Quesada et al., J. Chem. Phys. 161, 224707 (2024)] and confirm the physisorption character of the adsorption of CO on the three low-index surfaces of CeO2.

采用嵌入式簇方法,采用耦合簇单、双、微扰三重[CCSD(T)]方法,对吸附在低指数CeO2表面的探针分子CO的结合能和振动拉伸频率进行了基准测试[(100)、(110)和(111)]。采用与(111)表面CO顶部构型相同的方法[J]。Vázquez Quesada et al., J. Chem。在CCSD(T)/def2-TZ/QZVPP理论水平和低覆盖条件(2193 cm-1)下获得的CeO2(100)表面(CO桥构型)CO频率的最佳理论估计比实验值(1 ML覆盖饱和)大17 cm-1,这与先前CeO2(111)表面CO吸附的估计(12 cm-1)一致。对于(110)表面,理论和实验数据比较不同。CCSD(T)/def2-TZ/QZVPP值比在2170 cm-1(负特征)和2160 cm-1(正特征)处测量的两个实验特征低-7 cm-1(顶部配置)和-21 cm-1(倾斜x配置)。MP2预测表明,在低覆盖情况下存在多种几乎等能构型的多构型动力学。CO谐波振动频率不是半经验尺度的,而是明确地校正了非谐波效应,在所有测试方法中达到25-26 cm-1。在CCSD(T)/def2-TZ/QZVPP理论水平上,(100)、(110)(顶部)和(110)(倾斜x)吸附位的CO吸附能分别为-0.40±0.07 eV、-0.17±0.07 eV和-0.20±0.07 eV。这些结果与(111)表面(-0.22±0.07 eV)的结果一致[J]。Vázquez Quesada et al., J. Chem。研究了CO在CeO2的三个低指数表面上的物理吸附特性。物理学报,161,224707(2024)]。
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引用次数: 0
The application of a fluctuating charge model for boron nitride networks. 波动电荷模型在氮化硼网络中的应用。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0311291
Angus Heafield, Mark Wilson

A fluctuating charge model (FCM) is developed to consider two-dimensional networks of boron nitride. In the FCM, the charge on each atom site is controlled by parameters linked to the atom's electronegativity and the interactions with other atoms (the coordination environment). The charge held on each atom site is a strong function of the local (first shell) coordination environment. The site charges are shown to be in excellent agreement with those extracted from independent density-functional theory-based calculations. The behavior of the site charges is investigated as a function of the network topology and site disorder. In the first case, specific defects (both site and topological) are introduced, and the spatial "decay" of the local charge to bulk values is assessed. In the second, highly disordered (amorphous) networks are generated, and the distribution of site charges is studied as a function of the degree of topological and site disorder (characterized by the fraction of six-membered rings and mean boron-nitrogen coordination numbers, respectively). Domains of high and low charges are observed to form across a wide range of topological disorder.

建立了考虑氮化硼二维网络的波动电荷模型。在FCM中,每个原子位置上的电荷由与原子的电负性和与其他原子的相互作用(配位环境)相关的参数控制。每个原子位置上的电荷是局部(第一壳层)配位环境的一个强函数。结果表明,该点位电荷与从基于密度泛函理论的独立计算中提取的点位电荷非常一致。研究了站点电荷作为网络拓扑和站点无序的函数的行为。在第一种情况下,引入了特定的缺陷(包括位置和拓扑),并评估了局部电荷对体积值的空间“衰减”。在第二步中,生成了高度无序(非晶)网络,并研究了位点电荷的分布作为拓扑和位点无序程度的函数(分别以六元环的分数和平均硼氮配位数为特征)。观察到在广泛的拓扑无序中形成高电荷和低电荷域。
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引用次数: 0
Observation of terahertz transitions in iron-molybdenum cofactor from nitrogenase via multiple spectroscopies. 多光谱法观察氮氧化铁钼辅因子的太赫兹跃迁。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-14 DOI: 10.1063/5.0304267
Hongxin Wang, Simon J George, Aubrey Scott, Satoshi Tsutsui, Alfred Q R Baron, Zhao-Hui Zhou, Zhao Hao, Yoshitaka Yoda

Inelastic x-ray scattering spectroscopy (IXS) is a modern synchrotron based vibrational spectroscopy, which measures transitions in the terahertz vibrations. This paper presents the first IXS on a metallo-enzyme derived sample, namely, the iron-molybdenum cofactor (FeMoco) of nitrogenase. We have also measured the corresponding far infrared absorption spectrum (far IR spectrum) of FeMoco and compared these data to previously published nuclear resonant vibrational spectra (NRVS) of FeMoco and far infrared spectra of the model Mo-dioxo-homocitrate complex K2[MoO2(R,S-H2homocitrate)2]·2H2O. Although NRVS offers several clear advantages, IXS can probe vibrations not involving iron motion and is still sensitive to heavier elements. This provides a useful method to study molybdenum vibrations, such as the ν(Mo-O) mode at 530 cm-1 in FeMoco, which is observable by IXS but not by NRVS. The comparison of the vibrational frequencies of FeMoco with those of the Mo-complex supports an earlier proposal that the homocitrate ligand in FeMoco is protonated. This work, which introduces IXS to bioinorganic chemistry, concludes by examining both the opportunities and the challenges of applying IXS to other biologically relevant systems.

非弹性x射线散射光谱学(IXS)是一种基于同步加速器的现代振动光谱学,用于测量太赫兹振动中的跃迁。本文首次对金属酶衍生样品,即氮酶的铁钼辅因子(FeMoco)进行了IXS分析。我们还测量了FeMoco的远红外吸收光谱(far IR spectrum),并将这些数据与之前发表的FeMoco的核共振振动光谱(NRVS)和模型Mo-dioxo-homocitrate配合物K2[MoO2(R,S-H2homocitrate)2]·2H2O的远红外光谱进行了比较。尽管NRVS有几个明显的优势,但IXS可以探测不涉及铁运动的振动,并且对较重的元素仍然敏感。这为研究钼的振动提供了一种有用的方法,例如在FeMoco中530 cm-1处的ν(Mo-O)模式,它可以被IXS观测到,但不能被NRVS观测到。FeMoco的振动频率与mo -配合物的振动频率的比较支持了FeMoco中均柠檬酸盐配体被质子化的先前建议。这项工作,将IXS引入生物无机化学,通过检查将IXS应用于其他生物相关系统的机遇和挑战来结束。
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引用次数: 0
Modeling the behavior of concentrated aqueous HNO3 using machine learning interatomic potentials. 用机器学习原子间电位模拟浓HNO3水溶液的行为。
IF 3.1 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-07 DOI: 10.1063/5.0303907
Mohammadhasan Dinpajooh, Michael D Lacount, Scott E Muller, Neil J Henson, Daniel Mejia-Rodriguez, Axel Gomez, Christopher J Mundy, Andrew M Ritzmann

We develop two multi-defect machine learning interatomic potentials (MLIPs) trained at the BLYP-D2 and PBE-D3 density functional theories using the DeepMD-kit, allowing for the investigation of structural and thermodynamic properties of nitric acid over a wide range of concentrations via molecular dynamics (MD) simulations. We directly compute the degree of dissociation, α, and pKa from MD simulations, revealing that HNO3 behaves as a weaker acid at higher concentrations, noting that our standard-state pKa value is in excellent agreement with the experimental one. In general, good agreement is observed with experimental results such as α and density outside the training dataset, with only modest deviations at low-to-medium concentrations. We benchmark our custom multi-defect DeepMD MLIPs against foundational models MACE-MP0 and MACE-OFF23. The foundation models capture some aspects of HNO3/NO3- solvation in concentrated nitric acid but show noticeable density errors and miss subtle structural features relevant to spectroscopy, whereas the bespoke DeepMD MLIPs yield more compact solvation shells, reproduce density-concentration trends, and run ∼12-15× faster than MACE-MP0. Although classical FFs are still more efficient and match experimental densities better, they lack chemical reactivity and thus cannot predict α or pKa, underscoring the need for system-specific reactive MLIPs beyond universal MLIPs.

我们使用DeepMD-kit开发了两个在BLYP-D2和PBE-D3密度泛函数理论下训练的多缺陷机器学习原子间势(mlip),允许通过分子动力学(MD)模拟研究大范围浓度下硝酸的结构和热力学性质。我们直接从MD模拟中计算解离度、α和pKa,发现HNO3在较高浓度下表现为弱酸,并注意到我们的标准状态pKa值与实验值非常吻合。一般来说,与实验结果(如训练数据集外的α和密度)的一致性很好,在中低浓度下只有适度的偏差。我们将定制的多缺陷DeepMD mlip与基础模型MACE-MP0和MACE-OFF23进行基准测试。基础模型捕获了浓硝酸中HNO3/NO3-溶剂化的某些方面,但显示出明显的密度误差,并且错过了与光谱相关的微妙结构特征,而定制的DeepMD MLIPs产生更紧凑的溶剂化壳,重现密度-浓度趋势,运行速度比MACE-MP0快~ 12-15倍。尽管经典的FFs仍然更有效,更符合实验密度,但它们缺乏化学反应性,因此不能预测α或pKa,这强调了除了通用MLIPs之外,对系统特异性反应性MLIPs的需求。
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引用次数: 0
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