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Accurate Two-TimeCorrelation from a Pseudomode-BasedVariational Approach with the Multiple Davydov D1 DensityOperator 基于多Davydov D1密度算子的伪模变分方法的精确两时间相关
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-16 DOI: 10.1021/acs.jctc.6c01283
Yiying Yan,Zhiguo Lü,Yuguo Su,JunYan Luo,Yang Zhao
Abstract The pseudomode framework provides an efficient description of open quantum systems in non-Markovian and nonperturbative coupling regimes by utilizing simple Markovian Lindblad master equations that incorporate a set of damped bosonic pseudomodes. Developing an efficient numerical scheme to solve these equations accurately is highly desirable. In this work, we propose a modified multiple Davydov D1 density operator ansatz and combine it with the Dirac–Frenkel time-dependent variational principle to simulate the dynamics governed by these master equations. We apply this variational method to the spin-boson model, both with and without a periodic external driving field, and compute both single- and two-time expectation values in non-Markovian, strong-coupling regimes. The accuracy of our variational approach is validated by comparing its predictions with results obtained from the small matrix path integral method. We demonstrate that the variational and path-integral approaches are in excellent agreement for both single- and two-time expectations across nondriven and driven cases, spanning both low- and high-temperature regimes. Our results establish the reliability and broad applicability of the pseudomode-based variational approach for calculating two-time correlation functions in open quantum systems.
伪模框架利用包含一组阻尼玻色子伪模的简单马尔可夫林德布莱德主方程,提供了对非马尔可夫和非微扰耦合下开放量子系统的有效描述。开发一种有效的数值格式来精确地求解这些方程是非常必要的。在这项工作中,我们提出了一个修正的多重Davydov D1密度算子ansatz,并将其与Dirac-Frenkel时相关变分原理相结合,以模拟由这些主方程控制的动力学。我们将这种变分方法应用于具有和不具有周期性外部驱动场的自旋玻色子模型,并计算了非马尔可夫强耦合状态下的单次和两次期望值。通过将变分方法的预测结果与小矩阵路径积分方法的预测结果进行比较,验证了变分方法的准确性。我们证明了变分和路径积分方法对于非驱动和驱动情况下的单次和两次期望都是非常一致的,跨越了低和高温制度。我们的结果建立了基于伪模的变分方法计算开放量子系统中两时间相关函数的可靠性和广泛适用性。
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引用次数: 0
Bulk Boundary Conditionfor Semi-Infinite Surfacesin Density Functional Theory 密度泛函理论中半无限曲面的体边界条件
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-16 DOI: 10.1021/acs.jctc.6c01550
Sayan Bhowmik,Andrew J. Medford,Phanish Suryanarayana
Abstract We present a bulk boundary condition formalism for semi-infinite surfaces in Kohn–Sham density functional theory. The approach exploits the nearsightedness of electronic interactions to confine the calculation to a localized surface region, where the electron density is evaluated via density matrix decay with bulk values of potential imposed in the interior, and the electrostatic potential is solved subject to bulk boundary conditions. We demonstrate the accuracy and efficiency of the formalism through representative calculations.
摘要给出了Kohn-Sham密度泛函理论中半无限曲面的体边界条件形式。该方法利用电子相互作用的近视性,将计算限制在局部表面区域,其中电子密度通过密度矩阵衰减来评估,内部施加体势值,并根据体边界条件求解静电势。我们通过代表性的计算证明了这种形式的准确性和有效性。
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引用次数: 0
Elucidating Lithium-IonDynamics in Highly ConcentratedElectrolytes with Markov State Models 用马尔可夫状态模型阐明高浓度电解质中的锂离子动力学
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-16 DOI: 10.1021/acs.jctc.6c01341
Tao Wang,Tianying Yan
Abstract Highly concentrated electrolytes (HCEs) have attracted considerable attention for lithium batteries owing to their wide electrochemical stability windows and favorable interfacial properties, which originate from their anion-rich solvation structures. The dynamics of lithium ions play a key role for HCEs performance; however, a clear mechanistic understanding of lithium-ion (Li+) transport within percolating ionic networks of HCEs remains elusive. Here, we performed a molecular dynamics simulation on a lithium bis(fluorosulfonyl)imide/1,2-dimethoxyethane (LiFSI/DME) HCE system and then constructed a Markov state model (MSM) using a graph convolutional neural network architecture named GDyNet to investigate the dynamics of lithium ions. The MSM classifies lithium ions into three distinct metastable states based on their local coordination environments: nonsolvated state (State 0), moderately solvated state (State 1), and highly solvated state (State 2), which are kinetically well separated and exhibit distinct dynamic behaviors. Li+ transport in LiFSI/DME HCE is dominated by the self-transitions within each state rather than interstate transitions. During the slow interconversion among the three metastable states, FSI– anions in the coordination shells undergo frequent exchange. The moderately solvated state exhibits the fastest diffusion, followed by the highly solvated state, and the nonsolvated state exhibits the slowest. By integrating the Green–Kubo relation and MSMs, we quantified the relative contributions of these state transitions to Li+ conduction. The transitions from the nonsolvated state contribute negligibly to Li+ conduction, and the dominant contributions originate from the moderately and highly solvated states. The insights obtained from the MSM provide an in-depth mechanistic understanding of Li+ dynamics in HCEs.
高浓度电解质(HCEs)由于其丰富的阴离子溶剂化结构而具有广泛的电化学稳定窗口和良好的界面性能,在锂电池领域引起了广泛的关注。锂离子动力学对HCEs性能起关键作用;然而,对hce渗透离子网络中锂离子(Li+)输运的清晰机制理解仍然难以捉摸。本文对锂二(氟磺酰基)亚胺/1,2-二甲氧基乙烷(LiFSI/DME) HCE体系进行了分子动力学模拟,并利用GDyNet图卷积神经网络架构构建了马尔可夫状态模型(MSM)来研究锂离子的动力学。根据锂离子的局部配位环境,MSM将锂离子分为3种不同的亚稳态:非溶剂化态(状态0)、中度溶剂化态(状态1)和高度溶剂化态(状态2),它们在动力学上分离良好,表现出不同的动力学行为。Li+在LiFSI/DME HCE中的输运主要由每个状态内的自跃迁而不是州际跃迁主导。在三个亚稳态之间的缓慢相互转换过程中,配位壳层中的FSI -阴离子发生频繁的交换。中等溶剂化状态的扩散速度最快,其次是高度溶剂化状态,非溶剂化状态的扩散速度最慢。通过整合Green-Kubo关系和mmsm,我们量化了这些状态转变对Li+传导的相对贡献。非溶剂化态的跃迁对Li+传导的贡献可以忽略不计,而中等和高度溶剂化态的跃迁对Li+传导的贡献占主导地位。从MSM中获得的见解提供了对hce中Li+动力学的深入机制理解。
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引用次数: 0
ReconstructingFinite-Temperature Velocity AutocorrelationFunctions from Short Molecular Dynamics Trajectories 从短分子动力学轨迹重构有限温度速度自相关函数
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-16 DOI: 10.1021/acs.jctc.6c01448
Joonmyung Choi
Abstract Finite-temperature velocity autocorrelation functions (VACFs) provide a direct connection between molecular dynamics trajectories and vibrational, anharmonic, and relaxation behavior, but their reliable evaluation can require substantial atomistic sampling. In this study, a physics-constrained reduced operator is developed from short stationary molecular dynamics trajectories. The formulation combines a temperature-specific quasiharmonic eigenspectrum with compact corrections for finite-temperature frequency shifts and the loss of modal coherence. A finite-memory extension preserves the equilibrium symmetry and short-time consistency of the correlation function without altering the identified long-time behavior. The method was validated using blind trajectories, repeated data partitions, bootstrap analysis, and independent spectral calculations. For crystalline Si over 300–700 K, the reduced operator reproduces the finite-temperature VACF with an error comparable to the variability among independent molecular dynamics realizations, while retaining physically interpretable spectral trends. The same operator hierarchy can be reidentified for the tested monatomic crystalline systems described by Tersoff, Stillinger-Weber, and embedded-atom potentials. Within this demonstrated scope, the framework converts short atomistic trajectories into a directly evaluable representation of finite-temperature correlation dynamics, providing a practical molecular simulation route for reconstructing VACFs across temperatures and interaction models.
有限温度速度自相关函数(vacf)提供了分子动力学轨迹与振动、非调和和弛豫行为之间的直接联系,但它们的可靠评估可能需要大量的原子采样。在本研究中,从短的固定分子动力学轨迹发展了一个物理约束的简化算子。该公式结合了特定温度的准谐波特征谱与有限温度频移和模态相干损失的紧凑校正。有限记忆扩展保留了平衡对称性和相关函数的短期一致性,而不会改变识别的长期行为。该方法通过盲轨迹、重复数据分割、自举分析和独立光谱计算进行了验证。对于超过300-700 K的晶体Si,简化算子再现了有限温度的VACF,其误差与独立分子动力学实现中的可变性相当,同时保留了物理上可解释的光谱趋势。对于由Tersoff、Stillinger-Weber和嵌入原子势描述的测试单原子晶体系统,可以重新确定相同的算子层次。在此演示范围内,该框架将短原子轨迹转换为有限温度相关动力学的直接可评估表示,为跨温度和相互作用模型重建vacf提供了实用的分子模拟途径。
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引用次数: 0
A New Family ofNonempirical Range-Separated Functionals:RSX-r2SCAN, RSX-r2SCAN0, and RSX-r2SCAN-QIDH 一类新的非经验范围分离泛函:RSX-r2SCAN、RSX-r2SCAN0和RSX-r2SCAN- qidh
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-15 DOI: 10.1021/acs.jctc.6c01471
P. Maiz-Pastor,E. Brémond,A. J. Pérez-Jiménez,C. Adamo,J. C. Sancho-García
Abstract We extend the restored-regularized Strongly Constrained and Appropriately Normed (r2SCAN) nonempirical exchange-correlation functional to the Range-Separation eXchange (RSX) scheme, RSX-r2SCAN, where the range-separation parameter (ω) is obtained by applying a first-principles constraint, thus not relying on any empirical fitting. The corresponding exchange-correlation hybrid (i.e., RSX-r2SCAN0) and double-hybrid (i.e., RSX-r2SCAN-QIDH) versions are also built following this procedure, concomitantly assessing all the models on relevant systems (e.g., increasingly larger clusters of noninteracting He atoms) and a large data set of ionization potentials (e.g., GW100). The assessment is also done using the GMTKN55 database for general main-group thermochemistry, kinetics, and noncovalent interactions, along with the WTMAD-2 error metric and a more recent one called WTMAD-4. The assessment is completed with a detailed analysis of some of the GMTKN55 subsets most affected by self-interaction errors. Finally, the models are coupled to the VV10 correlation energy functional (RSX-r2SCAN-NL, r2SCAN0-NL, and RSX-r2SCAN-QIDH-NL) for nonlocal and long-range electronic effects, to accurately address noncovalently bound systems as well.
摘要将恢复正则化强约束适当赋范(r2SCAN)非经验交换相关泛函扩展到距离分离交换(RSX)格式RSX-r2SCAN,其中距离分离参数(ω)是通过应用第一原理约束获得的,因此不依赖于任何经验拟合。相应的交换相关杂化(即RSX-r2SCAN0)和双杂化(即RSX-r2SCAN-QIDH)版本也按照此程序构建,同时评估相关系统(例如,越来越大的非相互作用He原子簇)和大型电离势数据集(例如,GW100)上的所有模型。评估还使用GMTKN55数据库进行一般主群热化学,动力学和非共价相互作用,以及WTMAD-2误差度量和最近的WTMAD-4。通过对一些受自交互误差影响最大的GMTKN55子集的详细分析,完成了评估。最后,将模型与VV10相关能函数(RSX-r2SCAN-NL, r2SCAN0-NL和RSX-r2SCAN-QIDH-NL)耦合,用于非局部和远程电子效应,以准确地解决非共价结合系统。
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引用次数: 0
Direct Samplingof Nuclear-Quantum Chemical Equilibriaby Path-Integral Reaction Ensemble Monte Carlo 核-量子化学平衡的直接采样路径-积分反应系综蒙特卡罗
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-15 DOI: 10.1021/acs.jctc.6c01815
Xuan Peng
Abstract Reaction ensemble Monte Carlo samples chemical composition directly but usually treats the explicit environment with classical nuclei, whereas path-integral methods represent nuclear quantum effects explicitly but generally infer reaction equilibria from partition-function or free-energy ratios between predefined states. We formulate path-integral reaction ensemble Monte Carlo (PI-RxMC), a reaction-constrained expanded ensemble that samples chemical sectors and nuclear paths jointly, and derive the Metropolis-Hastings rule for sector changes, including sector weights, normalization factors, proposal probabilities, coordinate transformations, and Jacobians; for fixed nuclei with changing bonding topology, the free-ring-polymer contribution cancels exactly. Independent finite-P analytical, bond-topology, and rovibrational benchmarks validate the method, and direct sector-population estimates for H2 + D2 ⇌ 2HD agree with independent quantum results from 200 to 700 K. A second benchmark, AB ⇌ A + B with Δν = +1, explicitly recovers the reaction-volume and 1 M standard-state factors and exhibits a nearly 3-fold nuclear-quantum enhancement of the equilibrium constant. A bead-level slit field further demonstrates coupling to an explicit environment.
反应系综蒙特卡罗方法直接对化学组成进行采样,但通常用经典原子核处理显式环境,而路径积分方法明确地表示核量子效应,但通常从预定义状态之间的配分函数或自由能比推断反应平衡。我们制定了路径积分反应系系蒙特卡罗(PI-RxMC),这是一个反应约束的扩展系系,可以联合采样化学区域和核路径,并推导了区域变化的Metropolis-Hastings规则,包括区域权重、归一化因子、建议概率、坐标变换和雅可比;对于改变成键拓扑的固定原子核,自由环聚合物的贡献完全抵消。独立的有限p分析,键拓扑和旋转振动基准验证了该方法,H2 + D2 + 2HD的直接扇形种群估计与200至700 K的独立量子结果一致。第二个基准AB + A + B (Δν = +1)明确恢复了反应体积和1 M标准态因子,并显示出平衡常数近3倍的核量子增强。头级狭缝场进一步展示了与显式环境的耦合。
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引用次数: 0
Why InterfacialElectric Fields May Appear Weaker:An Electron-Density-Based Study of the Flat Air–Water Interface 为什么界面电场可能会变得更弱:基于电子密度的扁平空气-水界面研究
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-14 DOI: 10.1021/acs.jctc.6c00811
Gabriele Amante,Giuseppe Cassone
Abstract The catalytic properties of water microdroplets are often attributed to strong interfacial electric fields, yet the nature of these fields remains debated. Here we combine quantum data-driven many-body molecular dynamics, ab initio resampling, and spatially resolved electric field evaluations to rigorously assess intermolecular electrostatics at the flat air–water interface. The calculated local intermolecular quantity may be viewed as a microsolvation electric-field descriptor of the environment experienced by a molecular species approaching or residing near the interface. By classifying molecules using two complementary interface definitions and going beyond classical partial-charge methods, we obtain field maps directly from the electronic charge density. Similarly to recent experimental findings, the bulk and interfacial field distributions overlap strongly, while their mean values exhibit a modest interfacial reduction of ∼10%. Correlations with the density profiles obtained from different reference frames indicate that density depletion near the surface contributes to this attenuation. Beyond offering an electron-density-based methodology for evaluating local electric fields, these findings suggest that exceptionally strong local fields alone may not fully account for the enhanced reactivity reported in microdroplets.
摘要水微滴的催化性能通常归因于强界面电场,但这些电场的性质仍然存在争议。在这里,我们结合了量子数据驱动的多体分子动力学,从头开始重采样和空间分辨电场评估来严格评估平坦空气-水界面的分子间静电。计算出的局部分子间量可以看作是接近或居住在界面附近的分子物种所经历的环境的微溶剂化电场描述符。通过使用两个互补的界面定义对分子进行分类,超越了经典的部分电荷方法,我们直接从电子电荷密度获得了场图。与最近的实验发现类似,体场和界面场分布重叠强烈,而它们的平均值显示出适度的界面减少约10%。与从不同参考系获得的密度曲线的相关性表明,地表附近的密度消耗有助于这种衰减。除了提供一种基于电子密度的评估局部电场的方法外,这些发现表明,单独的异常强的局部电场可能不能完全解释微液滴中报告的增强反应性。
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引用次数: 0
Recognition LoopDynamics Differentiates m6A-mRNA Reader Domainsof YTHDF Proteins 识别环动力学区分YTHDF蛋白的m6A-mRNA阅读器结构域
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-14 DOI: 10.1021/acs.jctc.6c01247
Yaozong Li,Rajiv Kumar Bedi,Pedro Ojeda-May,Amedeo Caflisch
Abstract The three human YTH-domain family proteins (YTHDF1, YTHDF2, and YTHDF3) are highly homologous and recognize the N6-methyladenosine (m6A) modification of mRNA with essentially identical binding modes and affinities. This homogeneity challenges the well-established view that different YTHDF proteins play distinct cellular functions (the specificity view), with an emerging argument that these proteins may instead play redundant roles. To study this apparent discrepancy, we investigated the mechanism of binding of m6A-containing RNA using mutagenesis, X-ray crystallography, isothermal titration calorimetry (ITC), and molecular dynamics simulations. Specifically, we compared different properties of YTHDF proteins, including their binding capacities to m6A-RNA, conformational changes, and homodimerization propensity. Our results show that the YTHDF proteins share an identical binding mode of m6A-RNA, which requires rare protonation of m6A for binding. Additionally, the three proteins share a similar open-closed switch for their recognition loop regulating the m6A binding. On the other hand, ITC data and crystal structures provide consistent evidence that the YTHDF proteins differ significantly in the flexibility of the recognition loop and its conformational preferences. Only YTHDF1 can homodimerize, which prevents binding to m6A-RNA. Furthermore, we integrate the available biophysical and biochemical evidence to define both the shared and distinct features of YTHDF1–3 in m6A-RNA recognition and propose a hybrid model that reconciles the redundancy-specificity debate. Finally, we discuss the limitations of the work and propose experiments for validating the presented model.
人类yth结构域家族的三个蛋白(YTHDF1、YTHDF2和YTHDF3)是高度同源的,它们识别mRNA的n6 -甲基腺苷(m6A)修饰,其结合方式和亲和力基本相同。这种同质性挑战了既定的观点,即不同的YTHDF蛋白具有不同的细胞功能(特异性观点),新出现的观点认为这些蛋白可能起着多余的作用。为了研究这种明显的差异,我们利用诱变、x射线晶体学、等温滴定量热法(ITC)和分子动力学模拟研究了含m6a RNA的结合机制。具体来说,我们比较了YTHDF蛋白的不同性质,包括它们与m6A-RNA的结合能力、构象变化和同二聚化倾向。我们的研究结果表明,YTHDF蛋白与m6A- rna具有相同的结合模式,这需要罕见的m6A质子化才能结合。此外,这三种蛋白在调节m6A结合的识别回路中具有相似的开闭开关。另一方面,ITC数据和晶体结构提供了一致的证据,表明YTHDF蛋白在识别回路的灵活性及其构象偏好方面存在显着差异。只有YTHDF1可以二聚,这阻止了与m6A-RNA的结合。此外,我们整合了现有的生物物理和生化证据,以定义YTHDF1-3在m6A-RNA识别中的共同和独特特征,并提出了一个调和冗余-特异性争论的混合模型。最后,我们讨论了工作的局限性,并提出了验证所提出的模型的实验。
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引用次数: 0
Quantifying theSpin–Optical Properties ofBent π-Carbene Molecular Qubits 弯曲π-碳分子量子比特的自旋光学性质的量化
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-14 DOI: 10.1021/acs.jctc.6c01277
Yong Rui Poh,Xiao Chen,Hai-Ping Cheng,Joel Yuen-Zhou
Abstract Through spin-selective intersystem crossings (ISCs) among photoexcited electronic states, organic π-diradicals can be spin-polarized by optical excitation, positioning them as long-lived, tunable, and scalable qubits. Recent advancements have utilized triplet π-carbenes of bent structures, which unlock an additional spin-selective ISC channel between the ground states, improving the qubit’s spin–optical properties. However, bent π-carbenes also lose spin selectivity in the excited-state ISC step and a compromise has yet to be found. In this work, we balance the two effects by developing a minimal Hamiltonian for bent π-carbenes, the first of its kind, and solving its spin–optical interactions analytically. Our approach is a valuable alternative to large-scale ab initio screenings, which are highly intensive given the costs of existing open-shell ab initio methods. We find the ideal π-carbene to have a high spin density on its central atom and excitations dominated by HOMO-to-SOMO transitions. These strategies minimize deleterious ISC steps through destructive interferences, which can be accentuated by populating the carbene nonbonding orbital. These chemically intuitive results not only inform qubit designs but also offer a minimal Hamiltonian framework for accelerating high-throughput discovery of optically addressable π-carbenes. As an illustration, we exemplified our design rules on a realistic molecular prototype, completed by a rigorous ab initio characterization over different carbene bond angles.
摘要通过光激发态间的自旋选择性系统交叉(ISCs),有机π-双基可以在光激发下实现自旋极化,使其成为长寿命、可调谐、可扩展的量子比特。最近的进展是利用弯曲结构的三重态π-碳烯,在基态之间解锁了一个额外的自旋选择性ISC通道,改善了量子比特的自旋光学特性。然而,弯曲的π-碳烯在激发态ISC步骤中也失去了自旋选择性,目前还没有找到妥协的办法。在这项工作中,我们通过建立弯曲π-碳烯的最小哈密顿量来平衡这两种效应,这是第一次,并解析求解其自旋光相互作用。考虑到现有开壳从头算方法的成本,我们的方法是大规模从头算筛选的一种有价值的替代方法。我们发现理想的π-碳烯在其中心原子上具有较高的自旋密度,并且激发以HOMO-to-SOMO跃迁为主。这些策略通过破坏性干扰将有害的ISC步骤最小化,破坏性干扰可以通过填充碳非键轨道来加强。这些化学上直观的结果不仅为量子比特的设计提供了信息,而且为加速高通量发现光学可寻址π-碳烯提供了最小哈密顿框架。作为说明,我们在一个现实的分子原型上举例说明了我们的设计规则,通过不同碳键角的严格从头算表征完成。
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引用次数: 0
Machine Learning the Nonradiative Decay Modes in PhotochemicalProcesses 机器学习在光化学过程中的非辐射衰变模式
IF 5.5 1区 化学 Q2 CHEMISTRY, PHYSICAL Pub Date : 2026-10-14 DOI: 10.1021/acs.jctc.6c00940
Debarshi Banerjee,Gonzalo Díaz Mirón,Alex Rodriguez,Ali Hassanali
Abstract Nonradiative decay in photoexcited molecular systems is driven by nuclear motion toward conical intersections (CIs), where electronic states become degenerate and nonadiabatic transitions occur. Identifying the nuclear degrees of freedom responsible for CI access from nonadiabatic molecular dynamics (NAMD) simulations remains challenging, because the underlying motions are high-dimensional and collective. Here, we introduce an unsupervised, information-theoretic framework based on differentiable information imbalance (DII) to identify the nuclear coordinates governing CI access directly from trajectory surface hopping (TSH) simulations. By quantifying correlations between structural descriptors and electronic observables, including energy gaps and oscillator strengths, the method ranks nuclear degrees of freedom by their predictive relevance. A multistep protocol then extracts low-dimensional, physically interpretable modes associated with nonradiative decay. We apply the framework to the methaniminium cation, furan, l-glutamine, l-pyroglutamine ammonium, and a photoactive molecular motor. Across all systems, the method recovers known mechanistic coordinates while revealing the relative importance of competing modes when multiple structural distortions contribute to the CI access. The analysis also reveals a systematic distinction between observables: energy gaps are typically governed by a small number of localized coordinates, whereas oscillator strengths depend on more-extended and distributed structural rearrangements. Overall, the DII-based framework combines predictive power with direct interpretability, providing a general and scalable route for extracting mechanistic insights from high-dimensional NAMD data and constructing reduced-dimensional models of excited-state dynamics.
摘要:光激发分子系统的非辐射衰变是由核向锥形交点运动驱动的,在锥形交点,电子态发生简并并发生非绝热跃迁。从非绝热分子动力学(NAMD)模拟中确定负责CI访问的核自由度仍然具有挑战性,因为潜在的运动是高维的和集体的。在这里,我们引入了一个基于可微信息不平衡(DII)的无监督信息理论框架,以确定直接从轨迹表面跳变(TSH)模拟中控制CI访问的核坐标。通过量化结构描述符和电子观测之间的相关性,包括能量间隙和振荡器强度,该方法根据它们的预测相关性对核自由度进行排序。然后,多步骤协议提取与非辐射衰变相关的低维,物理可解释的模式。我们将该框架应用于甲胺离子、呋喃、l-谷氨酰胺、l-焦氨酰胺铵和光活性分子马达。在所有系统中,该方法恢复已知的机械坐标,同时揭示了当多种结构扭曲导致CI访问时竞争模式的相对重要性。分析还揭示了可观测值之间的系统区别:能量间隙通常由少数局部坐标控制,而振子强度取决于更广泛和分布的结构重排。总体而言,基于dii的框架结合了预测能力和直接可解释性,为从高维NAMD数据中提取机制见解和构建激发态动力学的降维模型提供了通用和可扩展的途径。
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引用次数: 0
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