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Complete and Efficient Covariants for 3D Point Configurations with Application to Learning Molecular Quantum Properties 应用于学习分子量子特性的三维点配置的完整高效协变量
Pub Date : 2024-09-04 DOI: arxiv-2409.02730
Hartmut Maennel, Oliver T. Unke, Klaus-Robert Müller
When modeling physical properties of molecules with machine learning, it isdesirable to incorporate $SO(3)$-covariance. While such models based on lowbody order features are not complete, we formulate and prove generalcompleteness properties for higher order methods, and show that $6k-5$ of thesefeatures are enough for up to $k$ atoms. We also find that the Clebsch--Gordanoperations commonly used in these methods can be replaced by matrixmultiplications without sacrificing completeness, lowering the scaling from$O(l^6)$ to $O(l^3)$ in the degree of the features. We apply this to quantumchemistry, but the proposed methods are generally applicable for problemsinvolving 3D point configurations.
在利用机器学习建立分子物理性质模型时,最好能将$SO(3)$-协方差纳入其中。虽然这种基于低体阶特征的模型并不完整,但我们提出并证明了高阶方法的一般完备性,并证明这些特征中的 $6k-5$ 对于多达 $k$ 原子来说已经足够。我们还发现,这些方法中常用的克莱布什--哥尔登运算可以用矩阵乘法代替,而不会牺牲完备性,从而将特征度的缩放从$O(l^6)$降低到$O(l^3)$。我们将其应用于量子化学,但所提出的方法一般也适用于涉及三维点配置的问题。
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引用次数: 0
Semiclassical instanton theory for reaction rates at any temperature: How a rigorous real-time derivation solves the crossover temperature problem 任何温度下反应速率的半经典瞬子理论:严格的实时推导如何解决交叉温度问题
Pub Date : 2024-09-04 DOI: arxiv-2409.02820
Joseph E. Lawrence
Instanton theory relates the rate constant for tunneling through a barrier tothe periodic classical trajectory on the upturned potential energy surfacewhose period is $tau=hbar /(k_{mathrm{B}}T)$. Unfortunately, the standardtheory is only applicable below the "crossover temperature", where the periodicorbit first appears. This paper presents a rigorous semiclassical ($hbarto0$)theory for the rate that is valid at any temperature. The theory is derived bycombining Bleistein's method for generating uniform asymptotic expansions witha real-time modification of Richardson's flux-correlation function derivationof instanton theory. The resulting theory smoothly connects the instantonresult at low temperature to the parabolic correction to Eyring transitionstate theory at high-temperature. Although the derivation involves real time,the final theory only involves imaginary-time (thermal) properties, consistentwith the standard theory. Therefore, it is no more difficult to compute thanthe standard theory. The theory is illustrated with application to modelsystems, where it is shown to give excellent numerical results. Finally, thefirst-principles approach taken here results in a number of advantages overprevious attempts to extend the imaginary free-energy formulation of instantontheory. In addition to producing a theory that is a smooth (continuouslydifferentiable) function of temperature, the derivation also naturallyincorporates hyperasymptotic (i.e.~multi-orbit) terms, and provides a frameworkfor further extensions of the theory.
瞬子理论将穿过势垒的速率常数与上翻势能面上的周期性经典轨迹联系起来,其周期为 $tau=hbar /(k_{mathrm{B}}T)$ 。遗憾的是,标准理论只适用于 "交叉温度 "以下,即周期轨道首次出现的温度。本文提出了一种在任何温度下都有效的严格的半经典($hbarto0$)速率理论。该理论是由布莱斯坦的均匀渐近展开法与理查德森的通量-相关函数推导瞬子理论的实时修正相结合而得出的。由此产生的理论将低温下的瞬子结果与高温下艾林过渡态理论的抛物线修正平滑地联系起来。虽然推导涉及实时间,但最终理论只涉及虚时间(热)特性,与标准理论一致。因此,其计算难度并不比标准理论高。该理论在模型系统中的应用表明,它能提供出色的数值结果。最后,与以往扩展瞬时理论虚自由能公式的尝试相比,本文采用的第一原理方法具有许多优势。除了产生一个平稳的(连续可变的)温度函数理论外,推导还自然地纳入了超稳定(即 ~ 多轨道)项,并为该理论的进一步扩展提供了一个框架。
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引用次数: 0
Variational Vibrational States of Methanol (12D) 甲醇的变化振动态 (12D)
Pub Date : 2024-09-04 DOI: arxiv-2409.02505
Ayaki Sunaga, Gustavo Avila, Edit Matyus
Full-dimensional (12D) vibrational states of the methanol molecule (CH$_3$OH)have been computed using the GENIUSH-Smolyak approach and the potential energysurface from Qu and Bowman (2013). All vibrational energies are convergedbetter than 0.5 cm$^{-1}$ with respect to the basis and grid size up to thefirst overtone of the CO stretch, ca. 2000 cm$^{-1}$ beyond the zero-pointvibrational energy. About seventy torsion-vibration states are reported andassigned. The computed vibrational energies agree with the availableexperimental data within less than a few cm$^{-1}$ in most cases, whichconfirms the good accuracy of the potential energy surface. The computationsare carried out using curvilinear normal coordinates with the option ofpath-following coefficients which minimize the coupling of the small- andlarge-amplitude motions. It is important to ensure tight numerical fulfilmentof the $C_{3mathrm{v}}$(M) molecular symmetry for every geometry andcoefficient set used to define the curvilinear normal coordinates along thetorsional coordinate to obtain a faithful description of degeneracy in thisfloppy system. The reported values may provide a computational reference forfundamental spectroscopy, astrochemistry, and for the search of theproton-to-electron mass ratio variation using the methanol molecule.
使用 GENIUSH-Smolyak 方法和 Qu 与 Bowman(2013 年)的势能面计算了甲醇分子(CH$_3$OH)的全维(12D)振动状态。在 CO 伸展的第一个泛音(超出零点振动能量约 2000 cm$^{-1}$)之前,所有振动能量的收敛都优于 0.5 cm$^{-1}$。报告并分配了大约七十个扭转振动状态。在大多数情况下,计算出的振动能与现有实验数据的吻合度小于几个 cm$^{-1}$,这证实了势能面的良好准确性。计算采用曲线法向坐标,并可选择路径跟踪系数,从而最大限度地减少了小振幅和大振幅运动的耦合。重要的是要确保用于定义沿扭转坐标的曲线法向坐标的每一个几何和系数集都严格符合 $C_{3mathrm{v}}$(M)分子对称性的数值要求,以获得对这个软系统中退化现象的忠实描述。所报告的数值可为基础光谱学、天体化学以及利用甲醇分子寻找质子-电子质量比变化提供计算参考。
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引用次数: 0
SDSPT2s: SDSPT2 with Selection SDSPT2s:带选择功能的 SDSPT2
Pub Date : 2024-09-04 DOI: arxiv-2409.02367
Yibo Lei, Yang Guo, Bingbing Suo, Wenjian Liu
As an approximation to SDSCI [static-dynamic-static (SDS) configurationinteraction (CI), a minimal MRCI; Theor. Chem. Acc. 133, 1481 (2014)], SDSPT2[Mol. Phys. 115, 2696 (2017)] is a CI-like multireference (MR) second-orderperturbation theory (PT2) that treats single and multiple roots on an equalfooting. This feature permits the use of configuration selection over a largecomplete active space (CAS) $P$ to end up with a much reduced reference space$tilde{P}$, which is connected only with a portion ($tilde{Q}_1$) of the fullfirst-order interacting space $Q$ connected to $P$. The effective interacting$tilde{Q}$ space can further be truncated by an integral-based cutoffthreshold. With marginal loss of accuracy, the selection-truncation procedure,along with an efficient evaluation and storage of internal contractioncoefficients, renders SDSPT2s (SDSPT2 with selection) applicable to systemsthat cannot be handled by the parent CAS-based SDSPT2, as demonstrated byseveral challenging showcases.
作为 SDSCI [静态-动态-静态(SDS)构型相互作用(CI),一种最小的 MRCI;Theor.Chem.Acc. 133, 1481 (2014)],SDSPT2[Mol. Phys. 115, 2696 (2017)]是一种类似于 CI 的多参量(MR)二阶扰动理论(PT2),它平等地对待单根和多根。这一特点允许在一个大的完整有源空间(CAS)$P$上使用构型选择,最终得到一个大大缩小的参考空间$tilde{P}$,它只与与$P$相连的完整一阶相互作用空间$Q$的一部分($tilde{Q}_1$)相连。有效的交互$tilde{Q}$空间可以通过基于积分的截止阈值进一步截断。在精度损失不大的情况下,选择-截断程序以及内部收缩系数的高效评估和存储,使SDSPT2s(带选择的SDSPT2)适用于基于CAS的SDSPT2无法处理的系统,这一点已在多个具有挑战性的展示中得到证明。
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引用次数: 0
SmileyLlama: Modifying Large Language Models for Directed Chemical Space Exploration SmileyLlama:为定向化学空间探索修改大型语言模型
Pub Date : 2024-09-03 DOI: arxiv-2409.02231
Joseph M. Cavanagh, Kunyang Sun, Andrew Gritsevskiy, Dorian Bagni, Thomas D. Bannister, Teresa Head-Gordon
Here we show that a Large Language Model (LLM) can serve as a foundationmodel for a Chemical Language Model (CLM) which performs at or above the levelof CLMs trained solely on chemical SMILES string data. Using supervisedfine-tuning (SFT) and direct preference optimization (DPO) on the open-sourceLlama LLM, we demonstrate that we can train an LLM to respond to prompts suchas generating molecules with properties of interest to drug development. Thisoverall framework allows an LLM to not just be a chatbot client for chemistryand materials tasks, but can be adapted to speak more directly as a CLM whichcan generate molecules with user-specified properties.
在这里,我们展示了大型语言模型(LLM)可以作为化学语言模型(CLM)的基础模型,其性能达到或超过仅根据化学SMILES字符串数据训练的CLM的水平。通过在开源 Llama LLM 上使用监督微调(SFT)和直接偏好优化(DPO),我们证明了可以训练 LLM 响应提示,例如生成具有药物开发所需的特性的分子。这一整体框架使 LLM 不仅仅成为化学和材料任务的聊天机器人客户端,还能更直接地作为 CLM 发言,生成具有用户指定特性的分子。
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引用次数: 0
Chemical tuning of quantum spin-electric coupling in molecular nanomagnets 分子纳米磁体中量子自旋-电耦合的化学调谐
Pub Date : 2024-09-03 DOI: arxiv-2409.01982
Mikhail V. Vaganov, Nicolas Suaud, Francois Lambert, Benjamin Cahier, Christian Herrero, Regis Guillot, Anne-Laure Barra, Nathalie Guihery, Talal Mallah, Arzhang Ardavan, Junjie Liu
Controlling quantum spins using electric rather than magnetic fields promisessignificant architectural advantages for developing quantum technologies. Inthis context, spins in molecular nanomagnets offer tunability of spin-electriccouplings (SEC) by rational chemical design. Here we demonstrate systematiccontrol of SECs in a family of Mn(II)-containing molecules via chemicalengineering. The trigonal bipyramidal (tbp) molecular structure with C3symmetry leads to a significant molecular electric dipole moment that isdirectly connected to its magnetic anisotropy. The interplay between these twofeatures gives rise to significant experimentally observed SECs, which can berationalised by wavefunction theoretical calculations. Our findings guidestrategies for the development of electrically controllable molecular spinqubits for quantum technologies.
利用电场而非磁场控制量子自旋有望为开发量子技术带来显著的结构优势。在此背景下,分子纳米磁体中的自旋通过合理的化学设计提供了自旋-电耦合(SEC)的可调性。在这里,我们展示了通过化学工程系统控制含锰(II)分子家族中的自旋电耦合(SEC)。具有 C3 对称性的三叉双金字塔(tbp)分子结构导致了显著的分子电偶极矩,而分子电偶极矩与其磁各向异性直接相关。这两个特性之间的相互作用产生了实验观察到的显著的 SEC,并可通过波函数理论计算加以合理化。我们的发现为开发用于量子技术的电可控分子自旋比特提供了指导。
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引用次数: 0
Thermodynamic ($p,ρ,T$) characterization of a reference high-calorific natural gas mixture when hydrogen is added up to 20 % (mol/mol) 当氢气添加量达到 20%(摩尔/摩尔)时,参考高热值天然气混合物的热力学($p,ρ,T$)表征
Pub Date : 2024-09-03 DOI: arxiv-2409.01702
Daniel Lozano-Martín, Fatemeh Pazoki, Heinrich Kipphardt, Peyman Khanipour, Dirk Tuma, Alfonso Horrillo, César R. Chamorro
The injection of hydrogen into the natural-gas grid is an alternative duringthe process of a gradual decarbonization of the heat and power supply. Whendealing with hydrogen-enriched natural gas mixtures, the performance of thereference equations of state habitually used for natural gas should bevalidated by using high-precision experimental thermophysical data frommulticomponent reference mixtures prepared with the lowest possible uncertaintyin composition. In this work, we present experimental density data for an11-compound high-calorific (hydrogen-free) natural gas mixture and for twoderived hydrogen-enriched natural gas mixtures prepared by adding (10 and 20)mol-% of hydrogen to the original standard natural gas mixture. The threemixtures were prepared gravimetrically according to ISO 6142-1 for maximumprecision in their composition and thus qualify for reference materials. Asingle-sinker densimeter was used to determine the density of the mixtures from(250-350) K and up to 20 MPa. The experimental density results of this workhave been compared to the densities calculated by three different referenceequations of state for natural gas related mixtures: the AGA8-DC92 EoS, theGERG-2008 EoS, and an improved version of the GERG-2008 EoS. While relativedeviations of the experimental density data for the hydrogen-free natural gasmixture are always within the claimed uncertainty of the three consideredequations of state, larger deviations can be observed for the hydrogen-enrichednatural gas mixtures from any of the three equations of state, especially forthe lowest temperature and the highest pressures.
在热能和电力供应逐步去碳化的过程中,向天然气电网注入氢气是一种替代方法。在处理富氢天然气混合物时,应使用多组分参考混合物的高精度实验热物理数据来验证惯常用于天然气的状态参考方程的性能,并尽可能降低成分的不确定性。在这项工作中,我们展示了 11 种高热量(无氢)天然气混合物的实验密度数据,以及在原始标准天然气混合物中加入(10 和 20)摩尔-% 的氢而制备的两种富氢天然气混合物的实验密度数据。这三种混合物都是根据 ISO 6142-1 以重力法制备的,以保证其成分的最大精确性,因此符合标准物质的要求。使用单沉式密度计测定了混合物在(250-350)K 和高达 20 MPa 下的密度。这项工作的实验密度结果与天然气相关混合物的三种不同参考状态方程计算的密度进行了比较:AGA8-DC92 EoS、GERG-2008 EoS 和 GERG-2008 EoS 的改进版。虽然无氢天然气混合物的实验密度数据的相关偏差始终在三个参考状态方程的声称不确定性范围内,但可以观察到富氢天然气混合物与三个状态方程中任何一个的偏差都较大,尤其是在最低温度和最高压力下。
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引用次数: 0
Simple Hückel Molecular Orbital Theory for Möbius Carbon Nanobelts 莫比乌斯碳纳米颗粒的简单胡克尔分子轨道理论
Pub Date : 2024-09-03 DOI: arxiv-2409.01689
Yang Wang
The recently synthesized M"obius carbon nanobelts (CNBs) have gainedattention owing to their unique $pi$-conjugation topology, which results indistinctive electronic properties with both fundamental and practicalimplications. Although M"obius conjugation with phase inversion in atomicorbital (AO) basis is well-established for monocyclic systems, the extension ofthis understanding to double-stranded M"obius CNBs remains uncertain. Thisstudy thoroughly examines the simple H"uckel molecular orbital (SHMO) theoryfor describing the $pi$ electronic structures of M"obius CNBs. We demonstratethat the adjacency matrix for any M"obius CNB is isomorphism invariant underdifferent placements of the sign inversion, ensuring identical SHMO resultsregardless of AO phase inversion location. Representative examples of M"obiusCNBs, including the experimentally synthesized one, show that the H"uckelmolecular orbitals (MOs) strikingly resemble the DFT-computed $pi$ MOs, whichwere obtained using a herein proposed technique based on the localization andre-delocalization of DFT canonical MOs. Interestingly, the lower-lying $pi$MOs exhibit an odd number of nodal planes and are doubly quasidegenerate as aconsequence of the phase inversion in M"obius macrocycles, contrasting withmacrocyclic H"uckel systems. Coulson bond orders derived from SHMO theorycorrelate well with DFT-calculated Wiberg bond indices for all C-C bonds intested M"obius CNBs. Additionally, a remarkable correlation is observedbetween HOMO-LUMO gaps obtained from the SHMO and GFN2-xTB calculations for alarge number of topoisomers of M"obius CNBs. Thus, the SHMO model not onlycaptures the essence of $pi$ electronic structure of M"obius CNBs, but alsoprovides reliable quantitative predictions comparable to DFT results.
最近合成的M"obius碳纳米带(CNBs)因其独特的$pi$-共轭拓扑结构而备受关注,这种拓扑结构导致了具有基础和实际意义的独特电子特性。虽然在原子轨道(AO)基础上具有相位反转的 M"obius 共轭已在单环系统中得到证实,但将这一认识扩展到双链 M"obius CNBs 仍不确定。本研究深入研究了用于描述 M"obius CNB 的$/pi$电子结构的简单 Huckel 分子轨道(SHMO)理论。我们证明了任何 M"obius CNB 的邻接矩阵在符号反转的不同位置下都是同构不变的,从而确保了无论 AO 相位反转位置如何,SHMO 结果都是相同的。包括实验合成的 M"obiusCNB 在内的代表性例子表明,H"uckel 分子轨道(MOs)与 DFT 计算的 $pi$ MOs 非常相似,后者是利用本文提出的基于 DFT 经典 MOs 的定位和再定位技术获得的。有趣的是,低层的$pi$MOs表现出奇数个节点平面,并且由于在M"obius大环中相位反转的结果而具有双重准生成性,这与大环H"uckel系统形成了鲜明对比。从 SHMO 理论得出的库尔森键序与 DFT 计算的所有 C-C 键的维(Wiberg)键指数有很好的相关性。此外,通过 SHMO 和 GFN2-xTB 计算得到的 HOMO-LUMO 间隙与大量 M"obius CNB 的拓扑异构体之间存在显著的相关性。因此,SHMO 模型不仅抓住了 M"obius CNBs 电子结构的本质,而且还提供了与 DFT 结果相当的可靠定量预测。
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引用次数: 0
Is the protactinium(V) mono-oxo bond weaker than what we thought? 原镤化物(V)的单氧键是否比我们想象的要弱?
Pub Date : 2024-09-02 DOI: arxiv-2409.01338
Tamara Shaaban, Hanna Oher, Jean Aupiais, Julie Champion, André Severo Pereira Gomes, Claire Le Naour, Melody Maloubier, Florent Réal, Eric Renault, Xavier Rocquefelte, Bruno Siberchicot, Valérie Vallet, Rémi Maurice
The bond distance is the simplest and most obvious indicator of the nature ofa given chemical bond. However, for rare chemistry, it may happen that it isnot yet firmly established. In this communication, we will show that theformally-triple protactinium(V) mono-oxo bond is predicted longer than what waspreviously reported in the solid state and in solution, based on robust quantummechanical calculations, supported by an extensive methodological study.Furthermore, additional calculations are used to demonstrate that the Pa-Ooxobond of interest is more sensitive to complexation than the supposedlyanalogous U-Oyl ones, not only in terms of bond distance but also of finer bonddescriptors associated with the effective bond multiplicity.
键距是特定化学键性质的最简单、最明显的指标。然而,对于稀有化学来说,它可能还没有被牢固确立。在这篇通讯中,我们将根据可靠的量子力学计算,并在广泛的方法学研究支持下,证明形式上的三重原镤化物(V)单氧键在固态和溶液中的预测长度比以前报告的要长。此外,我们还利用额外的计算来证明,所关注的 Pa-OoxObond 比假定的 U-OylObond 对络合更敏感,这不仅体现在键距方面,还体现在与有效键倍率相关的更精细的键描述符方面。
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引用次数: 0
The first application of high-order Virial equation of state and ab initio multi-body potentials in modeling supercritical oxidation in jet-stirred reactors 高阶维里亚尔状态方程和 ab initio 多体势能在喷射搅拌反应器超临界氧化建模中的首次应用
Pub Date : 2024-09-02 DOI: arxiv-2409.01099
Mingrui Wang, Ruoyue Tang, Xinrui Ren, Hongqing Wu, Ting Zhang, Song Cheng
Supercritical oxidation processes in jet-stirred reactors (JSR) have beenmodeled based on ideal gas assumption. This can lead to significant errors inor complete misinterpretation of modeling results. Therefore, this study newlydeveloped a framework to model supercritical oxidation in JSRs by incorporatingab initio multi-body molecular potentials and high-order mixture Virialequation of state (EoS) into real-fluid conservation laws, with the relatednumerical strategies highlighted. With comparisons with the simulation resultsbased on ideal EoS and the experimental data from high-pressure JSRexperiments, the framework is proved to be a step forward compared to theexisting JSR modeling frameworks. To reveal the real-fluid effects on theoxidation characteristics in jet-stirred reactors, simulations are furtherconducted at a wide range of conditions (i.e., temperatures from 500 to 1100 Kand pressures from 100 to 1000 bar), the real-fluid effect is found tosignificantly promote fuel oxidation reactivity, especially at lowtemperatures, high pressures, and for mixtures with heavy fuels. Thesignificant influences of real-fluid behaviors on JSR oxidation characteristicsemphasize the need to adequately incorporate these effects for future modelingstudies in JSR at high pressures, which has now been enabled through theframework proposed in this study.
喷射搅拌式反应器(JSR)中的超临界氧化过程是根据理想气体假设建模的。这会导致建模结果出现重大误差或完全误解。因此,本研究通过在真实流体守恒定律中加入初始多体分子势和高阶混合物维里亚尔状态方程(EoS),并强调了相关的数值策略,新开发了喷射搅拌反应器中超临界氧化的建模框架。通过与基于理想 EoS 的模拟结果和高压 JSR 实验数据的比较,证明该框架比现有的 JSR 建模框架向前迈进了一步。为了揭示真实流体对喷气搅拌反应器氧化特性的影响,我们在多种条件下(即温度从 500 到 1100 K,压力从 100 到 1000 bar)进一步进行了模拟,发现真实流体效应显著促进了燃料氧化反应性,尤其是在低温、高压和重燃料混合物条件下。实际流体行为对 JSR 氧化特性的显著影响强调了将这些效应充分纳入未来高压 JSR 建模研究的必要性,而本研究中提出的框架现已实现了这一点。
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引用次数: 0
期刊
arXiv - PHYS - Chemical Physics
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