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DFT and Model Hamiltonian Study of Optoelectronic Properties of Some Low-Symmetry Graphene Quantum Dots. 一些低对称性石墨烯量子点光电特性的 DFT 和模型哈密顿研究。
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpca.4c03439
Samayita Das, Alok Shukla

We have studied the electronic and optical properties of three low-symmetry graphene quantum dots (GQDs), with point-group symmetries C2v and C2h. For the calculations of linear optical absorption spectra, we employed both first-principles time-dependent density-functional theory (TDDFT) and the electron-correlated Pariser-Parr-Pople (PPP) model coupled with the configuration-interaction (CI) approach. In the PPP-CI approach, calculations were performed using both screened and standard parameters, along with efficiently incorporating electron correlation effects using multireference singles-doubles CI for both ground and excited states. We assume that the GQDs are saturated by hydrogen atoms at the edges, making them effectively polycyclic aromatic hydrocarbons (PAHs) dibenzo[bc,ef]coronene (also known as benzo(1,14)bisanthene, C30H14) and two isomeric compounds, dinaphtho[8,1,2abc;2',1',8'klm]coronene and dinaphtho[8,1,2abc;2',1',8'jkl]coronene with the chemical formula C36H16. The two isomers have different point group symmetries; therefore, this study will also help us understand the influence of symmetry on the optical properties. A common feature of the absorption spectra of the three GQDs is that the first peak representing the optical gap is of low to moderate intensity, while the intense peaks appear at higher energies. For each GQD, PPP model calculations performed with the screened parameters agree well with the experimental results of the corresponding PAH and also with the TDDFT calculations. To further quantify the influence of electron-correlation effects, we also computed the singlet-triplet gap (spin gap) of the three GQDs, and we found them to be significant.

我们研究了三种低对称性石墨烯量子点(GQDs)的电子和光学特性,它们具有点群对称性 C2v 和 C2h。在计算线性光学吸收光谱时,我们采用了第一原理时变密度函数理论(TDDFT)和电子相关帕里斯-帕尔-波普尔(PPP)模型与构型相互作用(CI)方法。在 PPP-CI 方法中,计算同时使用了筛选参数和标准参数,并在基态和激发态使用多参考单双 CI 有效地结合了电子相关效应。我们假定 GQD 边缘的氢原子饱和,因此它们实际上是多环芳烃(PAHs)二苯并[bc,ef]冕烯(也称为苯并(1,14)双蒽,C30H14)和两种异构体化合物,即二萘并[8,1,2abc;2',1',8'klm]冠烯和化学式为 C36H16 的二萘并[8,1,2abc;2',1',8'jkl]冠烯。这两种异构体具有不同的点群对称性;因此,这项研究也有助于我们了解对称性对光学性质的影响。三种 GQD 吸收光谱的一个共同特点是,代表光隙的第一个峰的强度较低至中等,而高能量时会出现较强的峰。对于每种 GQD,使用筛选参数进行的 PPP 模型计算与相应 PAH 的实验结果以及 TDDFT 计算结果都非常吻合。为了进一步量化电子相关效应的影响,我们还计算了这三种 GQD 的单电子-三电子间隙(自旋间隙),结果发现它们都很显著。
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引用次数: 0
Force-Assisted Orbital Crossing in Mechanochemical Oxirane Ring Opening. 机械化学环氧乙烷开环过程中的力辅助轨道交叉
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpca.4c06204
Anne Germann, Jan Meisner

Polymer mechanochemistry induces chemical reactivity by applying a directed force, which can lead to unexpected reaction mechanisms. Strained cyclic molecules are often used in force-sensitive motifs because of the strong force coupling of ring-opening reactions. In this computational study, the force dependence of the ring-opening reactions of oxirane will be investigated. Density functional theory and multireference methods were used to investigate the electronic character of both symmetry-allowed and symmetry-forbidden reactions. In the latter case, an orbital crossing occurs during the reaction course, forcing the Woodward-Hoffmann-forbidden reaction to proceed via a diradical pathway. The performance of broken-symmetry density functional theory is evaluated and compares well to high-accuracy CASPT2, MRCI, and ic-MRCC computations. Due to the high ring strain, the barrier heights of both ring-opening reactions are steeply reduced by the application of an external force. Furthermore, the use of unsaturated linkers was shown to yield a significant reduction of the barrier heights, explaining previous experimental findings. Finally, we show through analysis of the PES topology how the external force transforms characteristic points such as saddle points and bifurcations, providing insights into force-dependent mechanism changes.

聚合物机械化学可通过施加定向力诱导化学反应,从而产生意想不到的反应机制。由于开环反应具有很强的力耦合性,因此受约束的环状分子经常被用于力敏感图案。本计算研究将探讨环氧乙烷开环反应的力依赖性。我们采用密度泛函理论和多参量方法研究了对称允许反应和对称禁止反应的电子特性。在后一种情况下,反应过程中会发生轨道交叉,从而迫使伍德沃德-霍夫曼禁用反应通过二叉途径进行。我们对打破对称密度泛函理论的性能进行了评估,并将其与高精度 CASPT2、MRCI 和 ic-MRCC 计算结果进行了比较。由于环应变较大,施加外力后,两种开环反应的势垒高度都会陡然降低。此外,不饱和连接体的使用也显著降低了障碍高度,这也解释了之前的实验结果。最后,我们通过对 PES 拓扑的分析,展示了外力是如何改变鞍点和分叉等特征点的,从而深入了解了随外力变化的机理。
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引用次数: 0
Ordering Effect of Charge-Charge Repulsion in Doped Antiferromagnetic Lattices: A Coupled Cluster Study. 掺杂反铁磁晶格中电荷-电荷斥力的有序效应:耦合簇研究
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpca.4c04277
Léo Gaspard, Cyril Martins, Jean-Paul Malrieu

In quantum chemistry, single-reference Coupled Cluster theory, and its refinements introduced by Bartlett, has become a "gold-standard" predictive method for taking into account electronic correlations in molecules. In this article, we introduce a new formalism based on a Coupled Cluster expansion of the wave function that is suited to describe model periodic systems and apply this methodology to the case of hole-doped antiferromagnetic two-dimensional (2D)-square spin-lattices as a proof of concept. More precisely, we focus our study on 1/5 and 1/7 doping ratios and discuss the possible ordering effect due to large hole-hole repulsion. Starting from one of the equivalent single determinants exhibiting a full spin alternation and the most remote location of the holes as a single reference, the method incorporates some corrections to the traditional Coupled Cluster formalism to take into account the nonadditivity of excitation energies to multiply excited determinants. The amplitudes of the excitations, which are possible on the excited determinants but impossible on the reference, are evaluated perturbatively, while their effect is treated as a dressing in the basic equations. The expansion does not show any sign of divergence of the wave operator. Finally, the probabilities of holes moving toward the first- and second-neighboring sites are reported, which confirms the importance of the hole-hole repulsion and offers a picture of how stripes expand around its central line in the "stripe phases" observed in cuprates.

在量子化学中,单参量耦合簇理论及其由巴特利特引入的改进版已成为考虑分子中电子相关性的 "黄金标准 "预测方法。在这篇文章中,我们介绍了一种基于耦合簇波函数展开的新形式主义,它适合描述周期性模型系统,并将这种方法应用于掺孔反铁磁性二维(2D)方形自旋晶格的情况,作为概念的证明。更确切地说,我们将研究重点放在 1/5 和 1/7 掺杂比上,并讨论了大的空穴-空穴排斥力可能导致的有序效应。从表现出全自旋交替的等效单行列式之一和孔的最远位置作为单一参考开始,该方法对传统的耦合簇形式主义进行了一些修正,以考虑到激发能量对多重激发行列式的非迭加性。激发的振幅在受激行列式上是可能的,但在参照物上是不可能的,这些振幅被 perturbatively 评估,而它们的影响则被视为基本方程中的敷料。扩展后的波算子没有任何发散的迹象。最后,报告了空穴移向第一和第二相邻位点的概率,这证实了空穴-空穴斥力的重要性,并提供了在铜氧化物中观察到的 "条纹相 "中条纹如何围绕其中心线扩展的图像。
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引用次数: 0
Ring Currents in the Clar Goblet Calculated Using Configurational State Averaging. 利用构型状态平均法计算克拉小口瓶中的环流
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpca.4c05393
Timothy K Dickens, Roger B Mallion, Patrick W Fowler, Barry T Pickup, Joseph Mowll-Clarke

The closed-shell Hückel-London-Pople-McWeeny formalism for ring currents is extended to Aufbau configurations with open shells calculated as configurational averages. The method is applied to the non-Kekulean benzenoid known as the Clar goblet, recently synthesized on the Au(111) surface. Multiplicity of the ground state is a complication: for the Clar goblet, Hund's rule of maximum multiplicity implies a triplet whereas Ovchinnikov's rule implies a singlet. This disagreement has little effect on the predicted ring currents. Ring-current maps are calculated for the 36π dication, 40π dianion, and low-lying states of the 38π neutral, using Hückel-London and Hubbard-London models. All show twin diatropic perimeter currents on separate halves of the molecule. These are compared with ipsocentric pseudo-π and ab initio maps of induced π-current for closed-shell singlet configurations of dianion, dication, and neutral. Configurationally averaged Hückel-London calculations give a good account of the consistent diatropic ring currents in the Clar goblet for the three charge states.

用于环流的闭壳 Hückel-London-Pople-McWeeny 形式主义被扩展到以构型平均值计算的开壳 Aufbau 构型。该方法被应用于最近在金(111)表面合成的被称为克拉高脚杯的非凯库莱苯环。基态的多重性是一个复杂问题:对于克拉尔高脚杯,亨德的最大多重性规则意味着三重态,而奥夫钦尼科夫的规则则意味着单重态。这种分歧对预测的环流影响不大。利用赫克尔-伦敦模型和哈伯德-伦敦模型,计算了 36π 二阳离子、40π 二阴离子和 38π 中性低洼态的环流图。所有这些都显示了分子两半上的孪生二向周边电流。这些数据与二离子、二阳离子和中性的闭壳单子构型的同心伪π图和诱导π电流的 ab initio 图进行了比较。配置平均的 Hückel-London 计算很好地解释了三种电荷状态下克拉尔高脚杯中一致的二向环电流。
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引用次数: 0
Intramolecular Polarization Contributions to the pKa's of Carboxylic Acids Through the Chain Length Dependence of Vibrational Tag-Shifts in Cryogenically Cooled Pyridinium-(CH2)n-COOH (n = 1-7) Cations. 通过低温冷却的吡啶鎓-(CH2)n-COOH (n = 1-7) 阳离子中振动标签移动的链长依赖性对羧酸 pKa 的分子内极化贡献。
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-15 DOI: 10.1021/acs.jpca.4c05241
Payten A Harville, Olivia C Moss, Yarra Hassan, Lasse Hunger, Ralf Ludwig, Anne B McCoy, Mark A Johnson

The pKa's of acids are known to depend on the ionic strength of an electrolyte solution, an effect that qualitatively results from electrostatic interactions of the acid and conjugate base with proximal ions. Here, we explore an intramolecular variation on this theme in which a carboxylic acid group is tethered to a pyridinium cationic charge center with increasingly long alkyl linkages in the series Py+-(CH2)n-COOH, with n = 1-7. The effective acidities of the carboxylic acid group in the isolated cations are determined by recording the red-shifts in the frequencies of the acid OH stretches upon attachment to D2 and N2 molecules, measured by using cryogenic ion spectroscopy. The short chains indeed lead to substantial increases in acidity, with the effect falling off in the range of n = 4-5. The response of the CO stretch on the acid head group is surprisingly strong and, in contrast to the expected red shift of the OH, displays a blue shift as the chain length is reduced. Electronic structure calculations recover these trends and indicate that the proximal cationic charge center acts to draw electron density away from the acid C═O bond. This acts to blue-shift the CO stretch while weakening the C-C bond that attaches the head group to the chain.

众所周知,酸的 pKa 值取决于电解质溶液的离子强度,这种效应主要来自酸和共轭碱与近端离子的静电相互作用。在这里,我们探讨了这一主题的分子内变体,即羧酸基团与吡啶鎓阳离子电荷中心的烷基连接越来越长,形成 Py+-(CH2)n-COOH(n = 1-7)系列。通过记录附着到 D2 和 N2 分子上时酸性 OH 伸展频率的红移,利用低温离子光谱法测定了分离阳离子中羧酸基团的有效酸度。短链确实会导致酸度的大幅增加,但在 n = 4-5 的范围内效果会逐渐减弱。酸头基团上的 CO 伸展反应出人意料地强烈,与预期的 OH 红移相反,随着链长的缩短,CO 显示出蓝移。电子结构计算恢复了这些趋势,并表明近端阳离子电荷中心将电子密度从酸 C═O 键引开。这使得 CO 伸展发生蓝移,同时削弱了将头基团连接到链上的 C-C 键。
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引用次数: 0
Vibronic Coupling Effects in the Photoelectron Spectrum of Ozone: A Coupled-Cluster Approach. 臭氧光电子能谱中的振子耦合效应:耦合簇方法
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpca.4c05973
Paweł Wójcik, Hanna Reisler, Péter G Szalay, Anna I Krylov, John F Stanton

One of the most important areas of application for equation-of-motion coupled-cluster (EOM-CC) theory is the prediction, simulation, and analysis of various types of electronic spectra. In this work, the EOM-CC method for ionized states, known as EOM-IP-CC, is applied to the closely lying and coupled pair of states of the ozone cation─2A1 and Ã2B2─using highly accurate treatments including up to the full single, double, triple, and quadruple excitations (EOM-IP-CCSDTQ). Combined with a venerable and powerful method for calculating vibronic spectra from the Hamiltonian produced by EOM-IP-CC calculations, the simulations yield a spectrum that is in good agreement with the photoelectron spectrum of ozone. Importantly, the calculations suggest that the adiabatic gap separating these two electronic states is somewhat smaller than currently thought; an assignment of the simulated spectrum together with more precise band positions of the experimental measurements suggests T00 = 1,368 ± 65 cm-1.

运动方程耦合簇(EOM-CC)理论最重要的应用领域之一是预测、模拟和分析各种类型的电子能谱。在这项研究中,针对电离态的 EOM-CC 方法(即 EOM-IP-CC)被应用于臭氧阳离子─X̃2A1 和 Ã2B2─的紧密耦合态对,该方法采用了高精度的处理方法,包括完整的单激发、双激发、三激发和四激发(EOM-IP-CCSDTQ)。通过 EOM-IP-CC 计算产生的哈密顿,结合一种古老而强大的振动光谱计算方法,模拟得到的光谱与臭氧的光电子光谱非常吻合。重要的是,计算结果表明,分隔这两种电子状态的绝热间隙比目前认为的要小一些;模拟光谱的分配以及实验测量结果中更精确的频带位置表明,T00 = 1,368 ± 65 cm-1。
{"title":"Vibronic Coupling Effects in the Photoelectron Spectrum of Ozone: A Coupled-Cluster Approach.","authors":"Paweł Wójcik, Hanna Reisler, Péter G Szalay, Anna I Krylov, John F Stanton","doi":"10.1021/acs.jpca.4c05973","DOIUrl":"https://doi.org/10.1021/acs.jpca.4c05973","url":null,"abstract":"<p><p>One of the most important areas of application for equation-of-motion coupled-cluster (EOM-CC) theory is the prediction, simulation, and analysis of various types of electronic spectra. In this work, the EOM-CC method for ionized states, known as EOM-IP-CC, is applied to the closely lying and coupled pair of states of the ozone cation─<i>X̃</i><sup>2</sup><i>A</i><sub>1</sub> and <i>Ã</i><sup>2</sup><i>B</i><sub>2</sub>─using highly accurate treatments including up to the full single, double, triple, and quadruple excitations (EOM-IP-CCSDTQ). Combined with a venerable and powerful method for calculating vibronic spectra from the Hamiltonian produced by EOM-IP-CC calculations, the simulations yield a spectrum that is in good agreement with the photoelectron spectrum of ozone. Importantly, the calculations suggest that the adiabatic gap separating these two electronic states is somewhat smaller than currently thought; an assignment of the simulated spectrum together with more precise band positions of the experimental measurements suggests <i>T</i><sub>00</sub> = 1,368 ± 65 cm<sup>-1</sup>.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142612831","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Azaindole: A Candidate Anchor for Regulating Charge Polarity and Inducing Resonance Transmission at the Fermi Level via Dehydrogenation. 氮杂吲哚:通过脱氢调节电荷极性和诱导费米级共振传输的候选锚。
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpca.4c05203
Minglang Wang, Qi Zhou, Zirui Xu, Guang-Ping Zhang

Tuning the polarity of charge carriers is essential for designing molecular logic devices in molecular electronics. In this study, the electrical transport properties of a family of azaindole-anchored single-molecule junctions have been investigated using density functional theory combined with the nonequilibrium Green's function method. The obtained results reveal that dehydrogenation is an effective method for reversing the polarity of charge carriers. The molecular junctions based on the entire azaindole unit are n-type and contain electrons as the principal charge carriers, whereas the dehydrogenated junctions are p-type and contain holes as the main carriers. Furthermore, the azaindole anchors undergo a transition from an electron-rich to an electron-deficient state due to dehydrogenation, which is the original cause of the charge carrier polarity conversion. Dehydrogenated molecular junctions also exhibit the Fermi pinning effect and a sharp highest occupied molecular orbital (HOMO) resonance peak at the Fermi level. In addition, using Pt electrodes instead of Au electrodes is a means of producing a HOMO resonance peak a for azaindole-based molecular junctions. This work demonstrates the enormous potential of utilizing azaindole-anchored molecular junctions for the implementation of molecular logic and multifunctional molecular devices.

调节电荷载流子的极性对于设计分子电子学中的分子逻辑器件至关重要。在这项研究中,我们使用密度泛函理论结合非平衡格林函数法研究了一系列氮杂吲哚锚定单分子结的电输运特性。研究结果表明,脱氢是逆转电荷载流子极性的有效方法。基于整个氮杂吲哚单元的分子结为 n 型,主要电荷载流子为电子,而脱氢后的分子结为 p 型,主要载流子为空穴。此外,由于脱氢作用,氮杂吲哚锚从富电子状态转变为缺电子状态,这是电荷载流子极性转换的最初原因。脱氢分子结还表现出费米钉效应和费米水平上尖锐的最高占位分子轨道(HOMO)共振峰。此外,使用铂电极代替金电极也是产生氮杂吲哚分子结 HOMO 共振峰的一种方法。这项工作证明了利用氮杂吲哚锚定分子结实现分子逻辑和多功能分子器件的巨大潜力。
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引用次数: 0
Toward the Rational Design of an OsM4 Center for Methane Activation: Gas-Phase Result-Derived Neural Network Model. 合理设计用于甲烷活化的 OsM4 中心:气相结果神经网络模型。
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpca.4c06289
Shihan Li, Jiaying Wang, Chao Qian, Shaodong Zhou

Gas-phase reactions of [OsBx]+ (x = 1-4) with methane at ambient temperature have been studied by using quadrupole-ion trap mass spectrometry combined with quantum chemical calculations. The [OsBx]+ (x = 1-4) cluster ions can undergo dehydrogenation reactions with methane. Comprehensive analysis of the [OsBx]+/CH4 (x = 1-4) system with Os-complexes ([OsCy]+ (y = 1-3) and [OsOz]+ (z = 1-3)) shows that the large polarity of the cluster and the high sum of the pair energies between Os and the ligand in the ETS-NOCV combine to promote the ability of the cluster to activate methane. Cluster polarity may induce heterolytic cleavage of the C-H bond, and the sum of the pair energies of the fragments may reduce the cluster orbital energy to match the methane orbital and improve the cluster stability. The synergistic interplay of these two factors may offer a viable approach for the activation of methane in the condensed phase, which involves modulating the coordination environment of the active sites to enhance the stability and facilitate C-H bond cleavage and the degree of matching with methane orbitals. A nonlinear function is used to extract second-order characteristic features that have a significant impact on the energy difference based on the limited energy difference data of the OsBmCnOlHk units. A neural network model is next designed to predict the reaction barrier for methane conversion by OsM4+ (M = C, N, O, Al, Si, or P) with high accuracy.

利用四极杆离子阱质谱结合量子化学计算,研究了[OsBx]+(x = 1-4)与甲烷在环境温度下的气相反应。OsBx]+(x = 1-4)团簇离子可与甲烷发生脱氢反应。对[OsBx]+/CH4 (x = 1-4)体系与 Os-络合物([OsCy]+ (y = 1-3) 和 [OsOz]+ (z = 1-3))的综合分析表明,簇离子的极性大和 ETS-NOCV 中 Os 与配体之间的配对能量总和高,共同促进了簇离子活化甲烷的能力。簇的极性可诱导 C-H 键的异质裂解,碎片的对能之和可降低簇的轨道能,使之与甲烷轨道相匹配,从而提高簇的稳定性。这两个因素的协同作用可能为在凝聚相中活化甲烷提供了一种可行的方法,即通过调节活性位点的配位环境来提高稳定性,促进 C-H 键的裂解以及与甲烷轨道的匹配程度。根据 OsBmCnOlHk 单元的有限能差数据,使用非线性函数提取对能差有显著影响的二阶特征。接下来设计了一个神经网络模型,以高精度预测 OsM4+(M = C、N、O、Al、Si 或 P)转化甲烷的反应障碍。
{"title":"Toward the Rational Design of an OsM<sub>4</sub> Center for Methane Activation: Gas-Phase Result-Derived Neural Network Model.","authors":"Shihan Li, Jiaying Wang, Chao Qian, Shaodong Zhou","doi":"10.1021/acs.jpca.4c06289","DOIUrl":"https://doi.org/10.1021/acs.jpca.4c06289","url":null,"abstract":"<p><p>Gas-phase reactions of [OsB<sub><i>x</i></sub>]<sup>+</sup> (<i>x</i> = 1-4) with methane at ambient temperature have been studied by using quadrupole-ion trap mass spectrometry combined with quantum chemical calculations. The [OsB<sub><i>x</i></sub>]<sup>+</sup> (<i>x</i> = 1-4) cluster ions can undergo dehydrogenation reactions with methane. Comprehensive analysis of the [OsB<sub><i>x</i></sub>]<sup>+</sup>/CH<sub>4</sub> (<i>x</i> = 1-4) system with Os-complexes ([OsC<sub><i>y</i></sub>]<sup>+</sup> (<i>y</i> = 1-3) and [OsO<sub><i>z</i></sub>]<sup>+</sup> (<i>z</i> = 1-3)) shows that the large polarity of the cluster and the high sum of the pair energies between Os and the ligand in the ETS-NOCV combine to promote the ability of the cluster to activate methane. Cluster polarity may induce heterolytic cleavage of the C-H bond, and the sum of the pair energies of the fragments may reduce the cluster orbital energy to match the methane orbital and improve the cluster stability. The synergistic interplay of these two factors may offer a viable approach for the activation of methane in the condensed phase, which involves modulating the coordination environment of the active sites to enhance the stability and facilitate C-H bond cleavage and the degree of matching with methane orbitals. A nonlinear function is used to extract second-order characteristic features that have a significant impact on the energy difference based on the limited energy difference data of the OsB<sub>m</sub>C<sub>n</sub>O<sub>l</sub>H<sub>k</sub> units. A neural network model is next designed to predict the reaction barrier for methane conversion by OsM<sub>4</sub><sup>+</sup> (M = C, N, O, Al, Si, or P) with high accuracy.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142612827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Tutorial on Molecular Latent Space Simulators (LSSs): Spatially and Temporally Continuous Data-Driven Surrogate Dynamical Models of Molecular Systems. 分子潜空间模拟器(LSSs)教程:分子系统的时空连续数据驱动替代动力学模型。
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpca.4c05389
Michael S Jones, Kirill Shmilovich, Andrew L Ferguson

The inherently serial nature and requirement for short integration time steps in the numerical integration of molecular dynamics (MD) calculations place strong limitations on the accessible simulation time scales and statistical uncertainties in sampling slowly relaxing dynamical modes and rare events. Molecular latent space simulators (LSSs) are a data-driven approach to learning a surrogate dynamical model of the molecular system from modest MD training trajectories that can generate synthetic trajectories at a fraction of the computational cost. The training data may comprise single long trajectories or multiple short, discontinuous trajectories collected over, for example, distributed computing resources. Provided the training data provide sufficient sampling of the relevant thermodynamic states and dynamical transitions to robustly learn the underlying microscopic propagator, an LSS furnishes a global model of the dynamics capable of producing temporally and spatially continuous molecular trajectories. Trained LSS models have produced simulation trajectories at up to 6 orders of magnitude lower cost than standard MD to enable dense sampling of molecular phase space and large reduction of the statistical errors in structural, thermodynamic, and kinetic observables. The LSS employs three deep learning architectures to solve three independent learning problems over the training data: (i) an encoding of the high-dimensional MD into a low-dimensional slow latent space using state-free reversible VAMPnets (SRVs), (ii) a propagator of the microscopic dynamics within the low-dimensional latent space using mixture density networks (MDNs), and (iii) a generative decoding of the low-dimensional latent coordinates back to the original high-dimensional molecular configuration space using conditional Wasserstein generative adversarial networks (cWGANs) or denoising diffusion probability models (DDPMs). In this software tutorial, we introduce the mathematical and numerical background and theory of LSS and present example applications of a user-friendly Python package software implementation to alanine dipeptide and a 28-residue beta-beta-alpha (BBA) protein within simple Google Colab notebooks.

分子动力学(MD)计算的固有串行性质和对短积分时间步长的要求,对可访问的模拟时间尺度以及对缓慢松弛动力学模式和罕见事件采样的统计不确定性造成了很大限制。分子潜空间模拟器(LSS)是一种数据驱动方法,可从适度的 MD 训练轨迹中学习分子系统的替代动力学模型,从而以较低的计算成本生成合成轨迹。训练数据可包括通过分布式计算资源等收集的单个长轨迹或多个短的、不连续的轨迹。只要训练数据能提供足够的相关热力学状态和动力学转换采样,从而稳健地学习底层微观传播者,LSS 就能提供一个全局动力学模型,并能生成时间和空间上连续的分子轨迹。训练有素的 LSS 模型生成模拟轨迹的成本比标准 MD 低达 6 个数量级,从而能够对分子相空间进行密集采样,并大幅降低结构、热力学和动力学观测值的统计误差。LSS 采用三种深度学习架构来解决训练数据中的三个独立学习问题:(i) 使用无状态可逆 VAMPnet(SRV)将高维 MD 编码为低维慢潜空间;(ii) 使用混合密度网络(MDN)在低维潜空间内传播微观动力学;(iii) 使用条件瓦瑟斯坦生成对抗网络(cWGAN)或去噪扩散概率模型(DDPM)将低维潜坐标生成解码回原始高维分子构型空间。在本软件教程中,我们将介绍 LSS 的数学和数值背景及理论,并在简单的 Google Colab 笔记本中介绍用户友好型 Python 软件包在丙氨酸二肽和 28 位元 beta-beta-α (BBA) 蛋白质中的应用实例。
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引用次数: 0
Modulating Coarse-Grained Dynamics by Perturbing Free Energy Landscapes. 通过扰动自由能景观调节粗粒度动力学
IF 2.7 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-11-14 DOI: 10.1021/acs.jpca.4c04530
Ishan Nadkarni, Jinu Jeong, Bugra Yalcin, Narayana R Aluru

We introduce an approach to describe the long-time dynamics of multiatomic molecules by modulating the free energy landscape (FEL) to capture dominant features of the energy-barrier crossing dynamics of the all-atom (AA) system. Notably, we establish that the self-diffusion coefficient of coarse-grained (CG) systems can be accurately delineated by enhancing conservative force fields with high-frequency perturbations. Using theoretical arguments, we show that these perturbations do not alter the lower-order distribution functions, thereby preserving the structure of the AA system after coarse-graining. We demonstrate the utility of this approach using molecular dynamics simulations of simple molecules in bulk with distinct dynamical characteristics with and without time scale separations as well as for inhomogeneous systems where a fluid is confined in a slit-like nanochannel. Additionally, we also apply our approach to more powerful many-body potentials optimized by using machine learning (ML).

我们介绍了一种通过调节自由能景观(FEL)来描述多原子分子长时动力学的方法,以捕捉全原子(AA)系统能障穿越动力学的主要特征。值得注意的是,我们发现粗粒度(CG)系统的自扩散系数可以通过增强保守力场的高频扰动来精确划定。通过理论论证,我们证明这些扰动不会改变低阶分布函数,从而保留了粗粒化后 AA 系统的结构。我们用分子动力学模拟了具有和不具有时间尺度分离的不同动力学特征的简单大分子,以及流体被限制在狭缝状纳米通道中的非均质系统,证明了这种方法的实用性。此外,我们还将我们的方法应用于通过机器学习(ML)优化的更强大的多体势能。
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引用次数: 0
期刊
The Journal of Physical Chemistry A
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