首页 > 最新文献

The Journal of Physical Chemistry A最新文献

英文 中文
OLi4Au42–: A Planar Tetracoordinate Oxygen Cluster with an OLi4 Core Armored by Gold ol4au42 -:一种具有ol4au42 -包金核的平面四坐标氧团簇。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-19 DOI: 10.1021/acs.jpca.5c07695
Bo Jin*, , , Tingxuan Li, , , Miao Yan, , and , Ying-Jin Wang, 

Planar tetracoordinate oxygen (ptO) represents a significant challenge in hypercoordinate chemistry due to oxygen’s high electronegativity and strong preference for localized bonding. While recent studies have revealed stabilization mechanisms dominated by electrostatic interactions, the design of ptO clusters with inert, functional peripheral frameworks, particularly those incorporating noble metals, remains unexplored. Herein, we theoretically design a star-like dianion cluster, OLi4Au42–, which features a central ptO atom electrostatically confined within a Li4 square, itself armored by a rigid ring of gold atoms. Combined density functional theory and coupled-cluster calculations identify this D4h-symmetric structure as a global minimum. Bonding analysis confirms the dominance of electrostatic interactions, with negligible covalent character between O and Li. Born–Oppenheimer molecular dynamics simulations attest to its excellent dynamic stability. This work introduces the first ptO cluster stabilized by a noble metal framework, offering a novel design paradigm for planar hypercoordinate systems with customizable peripheries and potential applications.

平面四配位氧(ptO)由于其高电负性和强烈的局域键偏好而成为超配位化学中的一个重大挑战。虽然最近的研究揭示了静电相互作用主导的稳定机制,但具有惰性功能外围框架的ptO簇的设计,特别是那些包含贵金属的ptO簇,仍未得到探索。在这里,我们从理论上设计了一个星状的离子团,OLi4Au42-,其特点是中心的ptO原子静电地限制在Li4正方形中,其本身被金原子的刚性环包裹。结合密度泛函理论和耦合簇计算,确定该d4h对称结构为全局最小值。成键分析证实静电相互作用占主导地位,O和Li之间的共价特征可以忽略不计。Born-Oppenheimer分子动力学模拟证明了其优异的动态稳定性。这项工作介绍了第一个由贵金属框架稳定的ptO集群,为具有可定制外围和潜在应用的平面超坐标系统提供了一种新的设计范式。
{"title":"OLi4Au42–: A Planar Tetracoordinate Oxygen Cluster with an OLi4 Core Armored by Gold","authors":"Bo Jin*,&nbsp;, ,&nbsp;Tingxuan Li,&nbsp;, ,&nbsp;Miao Yan,&nbsp;, and ,&nbsp;Ying-Jin Wang,&nbsp;","doi":"10.1021/acs.jpca.5c07695","DOIUrl":"10.1021/acs.jpca.5c07695","url":null,"abstract":"<p >Planar tetracoordinate oxygen (ptO) represents a significant challenge in hypercoordinate chemistry due to oxygen’s high electronegativity and strong preference for localized bonding. While recent studies have revealed stabilization mechanisms dominated by electrostatic interactions, the design of ptO clusters with inert, functional peripheral frameworks, particularly those incorporating noble metals, remains unexplored. Herein, we theoretically design a star-like dianion cluster, OLi<sub>4</sub>Au<sub>4</sub><sup>2–</sup>, which features a central ptO atom electrostatically confined within a Li<sub>4</sub> square, itself armored by a rigid ring of gold atoms. Combined density functional theory and coupled-cluster calculations identify this <i>D</i><sub>4<i>h</i></sub>-symmetric structure as a global minimum. Bonding analysis confirms the dominance of electrostatic interactions, with negligible covalent character between O and Li. Born–Oppenheimer molecular dynamics simulations attest to its excellent dynamic stability. This work introduces the first ptO cluster stabilized by a noble metal framework, offering a novel design paradigm for planar hypercoordinate systems with customizable peripheries and potential applications.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"830–835"},"PeriodicalIF":2.8,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146002709","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
An Orthogonal Electronic State View on Charge Delocalization and Transfer 电荷离域与转移的正交电子状态观。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-19 DOI: 10.1021/acs.jpca.5c07866
Sarai Dery Folkestad*,  and , Ida-Marie Høyvik*, 

We present a configuration interaction (CI) framework in which the electronic Hamiltonian is expressed in a basis of charge-localized determinants. This is used to independently generate adiabatic CI states and charge-localized CI states, both of which are unambiguously defined through a diagonalization procedure. The CI framework offers a simple interpretation of adiabatic states as resonance hybrids of different electron distributions, providing a simple picture for discussing charge delocalization in chemical bonding. The charge-localized states serve as a convenient orthogonal representation of initial and final states in electron transfer processes and provide a definition of their electronic coupling. These two models enable an analysis of the water dimer hydrogen bond. While there has been a longstanding debate on the amount of charge transfer in a water dimer, the pertinent question is the importance of ionic contributions to the wave function. We demonstrate that although the overall charge transfer is small (on the millielectron scale), the occurrence of particular ionic contributions is crucial to get the correct potential energy surface.

我们提出了一个组态相互作用(CI)框架,其中电子哈密顿量是在电荷局域行列式的基础上表示的。这用于独立生成绝热CI状态和电荷局域CI状态,这两种状态都是通过对角化过程明确定义的。CI框架提供了绝热态作为不同电子分布的共振杂化的简单解释,为讨论化学键中的电荷离域提供了一个简单的画面。电荷局域态是电子转移过程中初始态和最终态的一种方便的正交表示,并提供了它们的电子耦合的定义。这两种模型能够对水二聚体氢键进行分析。虽然关于水二聚体中电荷转移的数量一直存在长期争论,但相关的问题是离子对波函数的贡献的重要性。我们证明,尽管总体电荷转移很小(在毫电子尺度上),但特定离子贡献的发生对于获得正确的势能表面至关重要。
{"title":"An Orthogonal Electronic State View on Charge Delocalization and Transfer","authors":"Sarai Dery Folkestad*,&nbsp; and ,&nbsp;Ida-Marie Høyvik*,&nbsp;","doi":"10.1021/acs.jpca.5c07866","DOIUrl":"10.1021/acs.jpca.5c07866","url":null,"abstract":"<p >We present a configuration interaction (CI) framework in which the electronic Hamiltonian is expressed in a basis of charge-localized determinants. This is used to independently generate adiabatic CI states and charge-localized CI states, both of which are unambiguously defined through a diagonalization procedure. The CI framework offers a simple interpretation of adiabatic states as resonance hybrids of different electron distributions, providing a simple picture for discussing charge delocalization in chemical bonding. The charge-localized states serve as a convenient orthogonal representation of initial and final states in electron transfer processes and provide a definition of their electronic coupling. These two models enable an analysis of the water dimer hydrogen bond. While there has been a longstanding debate on the amount of charge transfer in a water dimer, the pertinent question is the importance of ionic contributions to the wave function. We demonstrate that although the overall charge transfer is small (on the millielectron scale), the occurrence of particular ionic contributions is crucial to get the correct potential energy surface.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"984–991"},"PeriodicalIF":2.8,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.5c07866","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146002646","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ab Initio Kinetic Study of H-, CH3-, NH2-, HO2-, OH-, and NO2-Mediated H-Abstraction in 3-Pentanone Oxidation 3-戊酮氧化中H-、CH3-、NH2-、HO2-、OH-和no2介导的H萃取从头算动力学研究。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-16 DOI: 10.1021/acs.jpca.5c07181
Hongyu Zhao, , , Tong Yan, , , Pan Wang*, , and , Lidong Zhang, 

The H-abstraction reactions by small molecule radicals constitute a critical step in the low-temperature chain propagation during 3-pentanone oxidation. This work presents a kinetic investigation of H-, CH3-, NH2-, HO2-, OH-, and NO2-mediated H-abstraction from 3-pentanone, employing CCSD(T)/CBS calculations integrated with RRKM and TST. Sixteen reaction channels are explored to elucidate the reaction mechanisms. All reaction pathways exhibit energy barriers within the range of 1.1–37.2 kcal/mol. The H-, CH3-, NH2-, and OH-mediated H-abstractions are exothermic, whereas those by HO2 and NO2 are endothermic. For H, CH3, NH2, HO2, and NO2 radicals, the barrier heights increase from the 1-site to the 2-site, while the opposite trend is observed for OH. The prevailing reaction site of 3-pentanone migrates from one site to another with increasing temperature. The OH process displays the lowest barriers, leading to the highest rate constants, while the NO2-mediated pathways are kinetically unfavorable. Furthermore, the integration of calculated data into the 3-pentanone oxidation model improves predictive accuracy in matching ignition delay times measured in experiments. The sensitivity analysis identifies dominant consumption pathways and key reactions in 3-pentanone oxidation.

在3-戊酮氧化过程中,小分子自由基的吸氢反应是低温链传播的关键步骤。本研究采用CCSD(T)/CBS计算,结合RRKM和TST,对3-戊酮中H-、CH3-、NH2-、HO2-、OH-和no2介导的H-提取进行了动力学研究。探索了16个反应通道来阐明反应机理。所有反应途径均表现出1.1 ~ 37.2 kcal/mol范围内的能垒。H-、CH3-、NH2-和oh介导的H萃取是放热的,而HO2和NO2介导的H萃取是吸热的。对于H、CH3、NH2、HO2和NO2自由基,势垒高度从1位增加到2位,而OH则相反。随着温度的升高,3-戊酮的主要反应位点从一个位点迁移到另一个位点。OH反应具有最低的势垒,导致最高的速率常数,而no2介导的途径在动力学上是不利的。此外,将计算数据整合到3-戊酮氧化模型中,提高了与实验测量的点火延迟时间匹配的预测精度。敏感性分析确定了3-戊酮氧化的主要消耗途径和关键反应。
{"title":"Ab Initio Kinetic Study of H-, CH3-, NH2-, HO2-, OH-, and NO2-Mediated H-Abstraction in 3-Pentanone Oxidation","authors":"Hongyu Zhao,&nbsp;, ,&nbsp;Tong Yan,&nbsp;, ,&nbsp;Pan Wang*,&nbsp;, and ,&nbsp;Lidong Zhang,&nbsp;","doi":"10.1021/acs.jpca.5c07181","DOIUrl":"10.1021/acs.jpca.5c07181","url":null,"abstract":"<p >The H-abstraction reactions by small molecule radicals constitute a critical step in the low-temperature chain propagation during 3-pentanone oxidation. This work presents a kinetic investigation of H-, CH<sub>3</sub>-, NH<sub>2</sub>-, HO<sub>2</sub>-, OH-, and NO<sub>2</sub>-mediated H-abstraction from 3-pentanone, employing CCSD(T)/CBS calculations integrated with RRKM and TST. Sixteen reaction channels are explored to elucidate the reaction mechanisms. All reaction pathways exhibit energy barriers within the range of 1.1–37.2 kcal/mol. The H-, CH<sub>3</sub>-, NH<sub>2</sub>-, and OH-mediated H-abstractions are exothermic, whereas those by HO<sub>2</sub> and NO<sub>2</sub> are endothermic. For H, CH<sub>3</sub>, NH<sub>2</sub>, HO<sub>2</sub>, and NO<sub>2</sub> radicals, the barrier heights increase from the 1-site to the 2-site, while the opposite trend is observed for OH. The prevailing reaction site of 3-pentanone migrates from one site to another with increasing temperature. The OH process displays the lowest barriers, leading to the highest rate constants, while the NO<sub>2</sub>-mediated pathways are kinetically unfavorable. Furthermore, the integration of calculated data into the 3-pentanone oxidation model improves predictive accuracy in matching ignition delay times measured in experiments. The sensitivity analysis identifies dominant consumption pathways and key reactions in 3-pentanone oxidation.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"936–946"},"PeriodicalIF":2.8,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987346","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
Multi-Task Feedforward Neural Networks for Thermodynamic Property Prediction under Small Sample Sizes 小样本量下多任务前馈神经网络热力学性质预测。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-16 DOI: 10.1021/acs.jpca.5c06374
Gezhao Sang, , , Zhengyi Xu*, , , Jianming Wei, , , Sheng Zhang, , and , Jiawei Li, 

Reliable explosion modeling requires accurate thermodynamic properties of hazardous chemicals, yet the scarcity of experimental data highlights the urgent need for predictive approaches to bridge this critical gap. In recent years, machine learning-assisted quantitative structure–property relationship (ML-QSPR) approaches have been widely adopted for thermodynamic property prediction due to their high computational efficiency and strong interpretability. Nevertheless, current methods still suffer from limited multitask prediction accuracy, redundant features, and poor generalization under small-sample conditions and descriptor calculation constraints. In this work, we propose a thermodynamically constrained multitask learning network designed for small-sample thermodynamic property prediction. The model leverages multitask learning to exploit inherent correlations among thermodynamic properties, integrates ensemble learning strategies into the feature engineering process to alleviate overfitting, and incorporates physicochemical constraints into the loss function by constructing a physics-informed neural network (PINN) to enhance structure–property relationship modeling. Comparative experiments demonstrate that ThermoMTLnet outperforms traditional machine learning models and single-task neural networks across multiple metrics, including Pearson correlation coefficient (PCC) and mean absolute error (MAE). Furthermore, ThermoMTLnet achieved a 0.23% higher PCC and 2.44% lower MAE than the best baseline on 300-sample data sets, while maintaining consistent superiority on larger data sets. This demonstrates its robust generalization capability for thermodynamic property prediction with limited samples.

可靠的爆炸建模需要精确的危险化学品热力学特性,然而实验数据的缺乏突出了对预测方法的迫切需要,以弥补这一关键差距。近年来,机器学习辅助定量结构-性质关系(ML-QSPR)方法因其计算效率高、可解释性强而被广泛应用于热力学性质预测。然而,目前的方法仍然存在多任务预测精度有限、特征冗余以及在小样本条件和描述符计算约束下泛化能力差的问题。在这项工作中,我们提出了一个热力学约束的多任务学习网络,设计用于小样本热力学性质预测。该模型利用多任务学习来利用热力学性质之间的内在相关性,将集成学习策略集成到特征工程过程中以减轻过拟合,并通过构建物理信息神经网络(PINN)将物理化学约束纳入损失函数以增强结构-性质关系建模。对比实验表明,在包括Pearson相关系数(PCC)和平均绝对误差(MAE)在内的多个指标上,ThermoMTLnet优于传统的机器学习模型和单任务神经网络。此外,在300个样本数据集上,thermotlnet的PCC比最佳基线高0.23%,MAE比最佳基线低2.44%,同时在更大的数据集上保持一致的优势。这证明了该方法在有限样本条件下对热力学性质预测的鲁棒泛化能力。
{"title":"Multi-Task Feedforward Neural Networks for Thermodynamic Property Prediction under Small Sample Sizes","authors":"Gezhao Sang,&nbsp;, ,&nbsp;Zhengyi Xu*,&nbsp;, ,&nbsp;Jianming Wei,&nbsp;, ,&nbsp;Sheng Zhang,&nbsp;, and ,&nbsp;Jiawei Li,&nbsp;","doi":"10.1021/acs.jpca.5c06374","DOIUrl":"10.1021/acs.jpca.5c06374","url":null,"abstract":"<p >Reliable explosion modeling requires accurate thermodynamic properties of hazardous chemicals, yet the scarcity of experimental data highlights the urgent need for predictive approaches to bridge this critical gap. In recent years, machine learning-assisted quantitative structure–property relationship (ML-QSPR) approaches have been widely adopted for thermodynamic property prediction due to their high computational efficiency and strong interpretability. Nevertheless, current methods still suffer from limited multitask prediction accuracy, redundant features, and poor generalization under small-sample conditions and descriptor calculation constraints. In this work, we propose a thermodynamically constrained multitask learning network designed for small-sample thermodynamic property prediction. The model leverages multitask learning to exploit inherent correlations among thermodynamic properties, integrates ensemble learning strategies into the feature engineering process to alleviate overfitting, and incorporates physicochemical constraints into the loss function by constructing a physics-informed neural network (PINN) to enhance structure–property relationship modeling. Comparative experiments demonstrate that ThermoMTLnet outperforms traditional machine learning models and single-task neural networks across multiple metrics, including Pearson correlation coefficient (PCC) and mean absolute error (MAE). Furthermore, ThermoMTLnet achieved a 0.23% higher PCC and 2.44% lower MAE than the best baseline on 300-sample data sets, while maintaining consistent superiority on larger data sets. This demonstrates its robust generalization capability for thermodynamic property prediction with limited samples.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"947–960"},"PeriodicalIF":2.8,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987321","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
Encumbering the Copper(I)-Diimine Coordination Sphere with a Benzyl Group: Impact on the Stability and Photoredox Properties 用苄基填充铜(I)-二亚胺配位球:对稳定性和光氧化还原性能的影响。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-16 DOI: 10.1021/acs.jpca.5c08355
Lea Gimeno, , , Emily A. Sprague-Klein, , , Brian T. Phelan, , , Tyler N. Haddock, , , Nicolas Oppé, , , Maryline Beyler, , , Charlotte David, , , Errol Blart, , , Eric Levillain, , , Olivier Aleveque, , , Christophe Gourlaouen*, , , Lin X. Chen*, , and , Yann Pellegrin*, 

Cu(I)-bisdiimine complexes, [Cu(NN)2]+ (where NN represents a diimine such as phenanthroline or bipyridine derivatives), are considered promising photosensitizers for various photochemical applications. However, their effectiveness is subject to several key challenges. In particular, controlling steric strain around the copper(I) center by introducing appropriate substituents (R) at the α-position of the nitrogen atoms is crucial for optimizing the excited-state properties of the complex. In brief, increasing the size of R leads to longer emission lifetimes and higher quantum yields. Additionally, the energy of the singlet excited state rises with increasing steric bulk, enhancing photoinduced reactivity. However, excessive steric strain from bulky substituents can significantly destabilize the coordination sphere. To balance complex stability with increased steric bulk around the metal center, we have developed two novel nonsymmetrical ligands featuring branched alkyl chains and benzyl groups at the α-position of the nitrogen atoms. Our findings demonstrate that intramolecular π-stacking interactions between the benzyl group and the opposing phenanthroline ligand contribute to stabilizing the coordination sphere. Furthermore, the flexibility of the benzyl group reinforces the tetrahedral geometry around copper(I), resulting in an increased singlet excited-state energy compared to benchmark complexes. Notably, we show that this enhancement in excited-state energy translates into greater excited-state reactivity.

Cu(I)-双二亚胺配合物[Cu(NN)2]+(其中NN代表二亚胺,如菲罗啉或联吡啶衍生物)被认为是各种光化学应用的有前途的光敏剂。然而,它们的有效性受到几个关键挑战的制约。特别是,通过在氮原子α-位置引入适当的取代基(R)来控制铜(I)中心周围的位阻应变,对于优化配合物的激发态性能至关重要。简而言之,增加R的大小导致更长的发射寿命和更高的量子产率。此外,单线态激发态的能量随空间体积的增加而增加,增强了光致反应性。然而,过大的空间应变从庞大的取代基可以显着破坏配位球。为了平衡配合物的稳定性和金属中心周围空间体积的增加,我们开发了两种新的不对称配体,在氮原子的α-位置具有支链烷基和苯基。研究结果表明,苯基与邻菲罗啉配体之间的分子内π堆积相互作用有助于稳定配位球。此外,苯基的柔韧性增强了铜(I)周围的四面体几何形状,与基准配合物相比,导致单线态激发态能量增加。值得注意的是,我们表明这种激发态能量的增强转化为更大的激发态反应性。
{"title":"Encumbering the Copper(I)-Diimine Coordination Sphere with a Benzyl Group: Impact on the Stability and Photoredox Properties","authors":"Lea Gimeno,&nbsp;, ,&nbsp;Emily A. Sprague-Klein,&nbsp;, ,&nbsp;Brian T. Phelan,&nbsp;, ,&nbsp;Tyler N. Haddock,&nbsp;, ,&nbsp;Nicolas Oppé,&nbsp;, ,&nbsp;Maryline Beyler,&nbsp;, ,&nbsp;Charlotte David,&nbsp;, ,&nbsp;Errol Blart,&nbsp;, ,&nbsp;Eric Levillain,&nbsp;, ,&nbsp;Olivier Aleveque,&nbsp;, ,&nbsp;Christophe Gourlaouen*,&nbsp;, ,&nbsp;Lin X. Chen*,&nbsp;, and ,&nbsp;Yann Pellegrin*,&nbsp;","doi":"10.1021/acs.jpca.5c08355","DOIUrl":"10.1021/acs.jpca.5c08355","url":null,"abstract":"<p >Cu(I)-bisdiimine complexes, [Cu(NN)<sub>2</sub>]<sup>+</sup> (where NN represents a diimine such as phenanthroline or bipyridine derivatives), are considered promising photosensitizers for various photochemical applications. However, their effectiveness is subject to several key challenges. In particular, controlling steric strain around the copper(I) center by introducing appropriate substituents (R) at the α-position of the nitrogen atoms is crucial for optimizing the excited-state properties of the complex. In brief, increasing the size of R leads to longer emission lifetimes and higher quantum yields. Additionally, the energy of the singlet excited state rises with increasing steric bulk, enhancing photoinduced reactivity. However, excessive steric strain from bulky substituents can significantly destabilize the coordination sphere. To balance complex stability with increased steric bulk around the metal center, we have developed two novel nonsymmetrical ligands featuring branched alkyl chains and benzyl groups at the α-position of the nitrogen atoms. Our findings demonstrate that intramolecular π-stacking interactions between the benzyl group and the opposing phenanthroline ligand contribute to stabilizing the coordination sphere. Furthermore, the flexibility of the benzyl group reinforces the tetrahedral geometry around copper(I), resulting in an increased singlet excited-state energy compared to benchmark complexes. Notably, we show that this enhancement in excited-state energy translates into greater excited-state reactivity.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"879–889"},"PeriodicalIF":2.8,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987324","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
Automatization of Atmospheric OH Radical Abstraction Reactions 大气OH自由基提取反应的自动化。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-16 DOI: 10.1021/acs.jpca.5c07873
Daniel Ayoubi, , , Galib Hasan, , , Luís P. Viegas, , , Jakub Kubečka, , and , Jonas Elm*, 

The gas-phase hydrogen abstraction reaction kinetics of atmospheric volatile organic compounds (VOCs) have been investigated using multiconformer transition state theory (MC-TST) as part of the development of the Jammy Key for Transition States (JKTS), an automated tool developed to address the vast number of organic species in the atmosphere that constantly undergo reactions with radicals. The rate constants for OH-initiated reactions with several short-chain compounds─methane, ethane, propane, and their corresponding alcohols and carbonyls─were computationally determined and compared to experimental data. Additionally, the OH abstraction kinetics of pinonaldehyde, a key oxidation product of biogenic VOCs, were studied in detail. Tunnelling effects were evaluated using Wigner and Eckart tunnelling corrections to ensure accurate prediction of reaction rates. JKTS yielded rate constants within a factor of ∼2–3 of experimental data across all systems studied, with branching ratios for pinonaldehyde showing significant contributions from aldehydic and tertiary hydrogen abstraction pathways. The calculated rate constants for pinonaldehyde, 1.739 × 10–11 cm3 molecule–1 s–1 (Eckart) and 1.847 × 10–11 cm3 molecule–1 s–1 (Wigner), align well with the experimental values of (4–9) × 10–11 cm3 molecule–1 s–1 at room temperature. These results demonstrate the capability of JKTS to automate the computation of reaction kinetics and support its application in atmospheric chemistry for accurate modeling of VOC oxidation mechanisms.

利用多构象过渡态理论(MC-TST)研究了大气挥发性有机化合物(VOCs)的气相氢萃取反应动力学,作为过渡态杰米键(JKTS)开发的一部分,JKTS是一种自动化工具,用于解决大气中大量不断与自由基发生反应的有机物质。用计算方法确定了几种短链化合物(甲烷、乙烷、丙烷及其相应的醇和羰基)在oh引发下的反应速率常数,并与实验数据进行了比较。此外,还对生物源性VOCs的关键氧化产物蒎醛的OH萃取动力学进行了详细研究。使用Wigner和Eckart隧道修正来评估隧道效应,以确保准确预测反应速率。JKTS在所研究的所有系统中产生的速率常数在2-3的实验数据因子内,蒎醛的分支比率显示醛和叔氢提取途径的重要贡献。计算得到的蒎醛的速率常数为1.739 × 10-11 cm3分子-1 s-1 (Eckart)和1.847 × 10-11 cm3分子-1 s-1 (Wigner),与室温下(4-9)× 10-11 cm3分子-1 s-1的实验值吻合良好。这些结果证明了JKTS能够自动计算反应动力学,并支持其在大气化学中的应用,以准确模拟VOC氧化机制。
{"title":"Automatization of Atmospheric OH Radical Abstraction Reactions","authors":"Daniel Ayoubi,&nbsp;, ,&nbsp;Galib Hasan,&nbsp;, ,&nbsp;Luís P. Viegas,&nbsp;, ,&nbsp;Jakub Kubečka,&nbsp;, and ,&nbsp;Jonas Elm*,&nbsp;","doi":"10.1021/acs.jpca.5c07873","DOIUrl":"10.1021/acs.jpca.5c07873","url":null,"abstract":"<p >The gas-phase hydrogen abstraction reaction kinetics of atmospheric volatile organic compounds (VOCs) have been investigated using multiconformer transition state theory (MC-TST) as part of the development of the Jammy Key for Transition States (JKTS), an automated tool developed to address the vast number of organic species in the atmosphere that constantly undergo reactions with radicals. The rate constants for OH-initiated reactions with several short-chain compounds─methane, ethane, propane, and their corresponding alcohols and carbonyls─were computationally determined and compared to experimental data. Additionally, the OH abstraction kinetics of pinonaldehyde, a key oxidation product of biogenic VOCs, were studied in detail. Tunnelling effects were evaluated using Wigner and Eckart tunnelling corrections to ensure accurate prediction of reaction rates. JKTS yielded rate constants within a factor of ∼2–3 of experimental data across all systems studied, with branching ratios for pinonaldehyde showing significant contributions from aldehydic and tertiary hydrogen abstraction pathways. The calculated rate constants for pinonaldehyde, 1.739 × 10<sup>–11</sup> cm<sup>3</sup> molecule<sup>–1</sup> s<sup>–1</sup> (Eckart) and 1.847 × 10<sup>–11</sup> cm<sup>3</sup> molecule<sup>–1</sup> s<sup>–1</sup> (Wigner), align well with the experimental values of (4–9) × 10<sup>–11</sup> cm<sup>3</sup> molecule<sup>–1</sup> s<sup>–1</sup> at room temperature. These results demonstrate the capability of JKTS to automate the computation of reaction kinetics and support its application in atmospheric chemistry for accurate modeling of VOC oxidation mechanisms.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"914–926"},"PeriodicalIF":2.8,"publicationDate":"2026-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987329","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
Uranium Hexafluoride Hydrolysis Reaction Dynamics from Cryogenic Layering, FTIR Spectroscopy, and Isotopic Substitution 低温分层、FTIR光谱和同位素取代的六氟化铀水解反应动力学。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-15 DOI: 10.1021/acs.jpca.5c06078
Louis E. McNamara*, , , Austin L. Dorris, , , Abigail M. Waldron, , , John T. Kelly, , , Jesse J. Lutz, , and , K. Alicia Strange Fessler, 

The first direct evidence that the hydrolysis reaction of uranium hexafluoride (UF6) follows multiple competing pathways which are driven by the ratio of water to UF6, temperature, and isotopic composition is presented. Using temperature dependent infrared spectroscopy, it is shown the hydrolysis can be prevented at temperatures below 150 K, and that water-rich environments promote the formation of uranium oxyfluoride intermediates. Spectral shifts reveal isomeric transitions and the growth of polymeric species, with reaction reversibility observed at high water concentrations. Additionally, controlled heating rates affect the emergence of intermediates. The final particulate product consistently forms as uranyl fluoride hydrate, though its morphology and spectral signature vary with reaction conditions and annealing. These findings help clarify long-standing uncertainties surrounding UF6 hydrolysis.

第一个直接证据表明,六氟化铀(UF6)的水解反应遵循多种竞争途径,这些途径是由水与UF6的比例、温度和同位素组成驱动的。利用温度相关红外光谱,表明在低于150 K的温度下可以阻止水解,并且富水环境促进氟化铀氧中间体的形成。光谱位移揭示了同分异构体的转变和聚合物的生长,并在高浓度下观察到反应的可逆性。此外,控制加热速率会影响中间体的出现。最终颗粒产物一致形成水合物氟化铀酰,尽管其形态和光谱特征随反应条件和退火而变化。这些发现有助于澄清长期以来围绕UF6水解的不确定性。
{"title":"Uranium Hexafluoride Hydrolysis Reaction Dynamics from Cryogenic Layering, FTIR Spectroscopy, and Isotopic Substitution","authors":"Louis E. McNamara*,&nbsp;, ,&nbsp;Austin L. Dorris,&nbsp;, ,&nbsp;Abigail M. Waldron,&nbsp;, ,&nbsp;John T. Kelly,&nbsp;, ,&nbsp;Jesse J. Lutz,&nbsp;, and ,&nbsp;K. Alicia Strange Fessler,&nbsp;","doi":"10.1021/acs.jpca.5c06078","DOIUrl":"10.1021/acs.jpca.5c06078","url":null,"abstract":"<p >The first direct evidence that the hydrolysis reaction of uranium hexafluoride (UF<sub>6</sub>) follows multiple competing pathways which are driven by the ratio of water to UF<sub>6</sub>, temperature, and isotopic composition is presented. Using temperature dependent infrared spectroscopy, it is shown the hydrolysis can be prevented at temperatures below 150 K, and that water-rich environments promote the formation of uranium oxyfluoride intermediates. Spectral shifts reveal isomeric transitions and the growth of polymeric species, with reaction reversibility observed at high water concentrations. Additionally, controlled heating rates affect the emergence of intermediates. The final particulate product consistently forms as uranyl fluoride hydrate, though its morphology and spectral signature vary with reaction conditions and annealing. These findings help clarify long-standing uncertainties surrounding UF<sub>6</sub> hydrolysis.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"775–786"},"PeriodicalIF":2.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.5c06078","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145984125","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
IR–UV Ion Dip Spectroscopy of Capped Phenylated Polyalanines in the Gas Phase 气相中封盖苯基聚丙氨酸的IR-UV离子浸光度。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-15 DOI: 10.1021/acs.jpca.5c05537
Åke Andersson, , , Piero Ferrari, , , Imre Bakó, , and , Vitali Zhaunerchyk*, 

The gas-phase structures of capped phenylated polyalanine peptides, Ac-Ala-Ala-Phe-Ala-NH2 (AAFA) and Ac-Ala-Ala-Phe-Ala-Ala-NH2 (AAFAA), were investigated using conformer-selective IR–UV ion dip spectroscopy employing the IR light of the FELIX free electron laser. IR absorption spectra were measured in the wide 300–1900 cm–1 range and additionally in the 3200–3600 cm–1 region, complemented by extensive quantum-chemical calculations. The AAFA peptide was found to adopt a single dominant conformer with a β-hairpin structure stabilized by four hydrogen bonds, whose predicted spectrum closely matches the experimental data. In contrast, no conformer of AAFAA matches the experimental spectrum, despite generating over 200,000 conformers across multiple search strategies, suggesting that the true structure was not found. Additionally, computations of the molecules with and without the phenyl group reveal an induced alteration of the conformational landscape.

利用FELIX自由电子激光的红外光谱,研究了ac - ala - ala -ph - ala - nh2 (AAFA)和ac - ala - ala -ph - ala - ala - nh2 (AAFAA)两种盖顶苯基化聚丙氨酸肽的气相结构。红外吸收光谱在300-1900 cm-1宽范围内测量,另外在3200-3600 cm-1区域测量,并辅以广泛的量子化学计算。发现AAFA肽采用单一优势构象,具有四个氢键稳定的β-发夹结构,其预测光谱与实验数据非常吻合。相比之下,尽管通过多种搜索策略生成了超过20万个构象,但没有一个AAFAA的构象与实验光谱相匹配,这表明没有找到真正的结构。此外,计算有和没有苯基的分子揭示了构象景观的诱导改变。
{"title":"IR–UV Ion Dip Spectroscopy of Capped Phenylated Polyalanines in the Gas Phase","authors":"Åke Andersson,&nbsp;, ,&nbsp;Piero Ferrari,&nbsp;, ,&nbsp;Imre Bakó,&nbsp;, and ,&nbsp;Vitali Zhaunerchyk*,&nbsp;","doi":"10.1021/acs.jpca.5c05537","DOIUrl":"10.1021/acs.jpca.5c05537","url":null,"abstract":"<p >The gas-phase structures of capped phenylated polyalanine peptides, Ac-Ala-Ala-Phe-Ala-NH<sub>2</sub> (AAFA) and Ac-Ala-Ala-Phe-Ala-Ala-NH<sub>2</sub> (AAFAA), were investigated using conformer-selective IR–UV ion dip spectroscopy employing the IR light of the FELIX free electron laser. IR absorption spectra were measured in the wide 300–1900 cm<sup>–1</sup> range and additionally in the 3200–3600 cm<sup>–1</sup> region, complemented by extensive quantum-chemical calculations. The AAFA peptide was found to adopt a single dominant conformer with a β-hairpin structure stabilized by four hydrogen bonds, whose predicted spectrum closely matches the experimental data. In contrast, no conformer of AAFAA matches the experimental spectrum, despite generating over 200,000 conformers across multiple search strategies, suggesting that the true structure was not found. Additionally, computations of the molecules with and without the phenyl group reveal an induced alteration of the conformational landscape.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"767–774"},"PeriodicalIF":2.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.5c05537","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145984170","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rotational Detection of the Missing Conformers of 2-Chloropropionic Acid 2-氯丙酸缺失构象的旋转检测。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-15 DOI: 10.1021/acs.jpca.5c07699
Fufei Sun, , , Assimo Maris, , , Luca Evangelisti, , , Wentao Song, , , Sonia Melandri*, , , J. Ricardo Morán, , , Camilla Calabrese*, , , Alberto Lesarri, , and , Jens-Uwe Grabow, 

The conformational space of 2-chloropropionic acid was reinvestigated using millimeter-wave and chirp-polarization Fourier transform microwave spectroscopies under isolated conditions in supersonic expansions. Besides the global minimum (carbonyl oxygen eclipsed with the methyl group), two additional conformers were identified: one with the carbonyl eclipsed relative to the α-C–H bond, and another stabilized by an intramolecular OH···Cl hydrogen bond. The latter interaction is evidenced by a decrease in |χzz|: the chlorine nuclear quadrupole coupling constant associated with the principal axis lying along the C–Cl bond and an increase in the asymmetry parameter η = (χxx – χyy)/χzz of the chlorine quadrupole coupling tensor. Rotational constants, geometries, and relative energies were determined and compared with quantum-chemical calculations, revealing larger deviations for conformers with intramolecular interactions. Calculations also show that chlorination markedly modifies the conformational landscape relative to propionic acid, affecting both minima and interconversion barriers. The accurate reproduction of the electronic properties encoded in the determined complete nuclear quadrupole coupling tensors requires the inclusion of relativistic approaches.

利用毫米波和啁啾偏振傅里叶变换微波光谱在孤立条件下研究了2-氯丙酸在超音速膨胀中的构象空间。除了整体最小构象(羰基氧与甲基重叠)外,还确定了另外两个构象:一个是羰基相对于α-C-H键重叠,另一个是由分子内OH···Cl氢键稳定。后一种相互作用的证据是:与C-Cl键主轴相关的氯核四极耦合常数|χzz减小,氯核四极耦合张量的不对称参数η = (χxx - χyy)/χzz增大。旋转常数、几何形状和相对能量被确定并与量子化学计算进行了比较,揭示了分子内相互作用对构象的较大偏差。计算还表明,相对于丙酸,氯化作用显著地改变了构象景观,影响了最小值和相互转化势垒。要精确再现已确定的完整核四极耦合张量中编码的电子性质,需要包含相对论方法。
{"title":"Rotational Detection of the Missing Conformers of 2-Chloropropionic Acid","authors":"Fufei Sun,&nbsp;, ,&nbsp;Assimo Maris,&nbsp;, ,&nbsp;Luca Evangelisti,&nbsp;, ,&nbsp;Wentao Song,&nbsp;, ,&nbsp;Sonia Melandri*,&nbsp;, ,&nbsp;J. Ricardo Morán,&nbsp;, ,&nbsp;Camilla Calabrese*,&nbsp;, ,&nbsp;Alberto Lesarri,&nbsp;, and ,&nbsp;Jens-Uwe Grabow,&nbsp;","doi":"10.1021/acs.jpca.5c07699","DOIUrl":"10.1021/acs.jpca.5c07699","url":null,"abstract":"<p >The conformational space of 2-chloropropionic acid was reinvestigated using millimeter-wave and chirp-polarization Fourier transform microwave spectroscopies under isolated conditions in supersonic expansions. Besides the global minimum (carbonyl oxygen eclipsed with the methyl group), two additional conformers were identified: one with the carbonyl eclipsed relative to the α-C–H bond, and another stabilized by an intramolecular OH···Cl hydrogen bond. The latter interaction is evidenced by a decrease in |χ<sub><i>zz</i></sub>|: the chlorine nuclear quadrupole coupling constant associated with the principal axis lying along the C–Cl bond and an increase in the asymmetry parameter η = (χ<sub><i>xx</i></sub> – χ<sub><i>yy</i></sub>)/χ<sub><i>zz</i></sub> of the chlorine quadrupole coupling tensor. Rotational constants, geometries, and relative energies were determined and compared with quantum-chemical calculations, revealing larger deviations for conformers with intramolecular interactions. Calculations also show that chlorination markedly modifies the conformational landscape relative to propionic acid, affecting both minima and interconversion barriers. The accurate reproduction of the electronic properties encoded in the determined complete nuclear quadrupole coupling tensors requires the inclusion of relativistic approaches.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"836–844"},"PeriodicalIF":2.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.5c07699","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145987390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fast and Interpretable Machine Learning Modeling of Atmospheric Molecular Clusters 大气分子团簇的快速可解释机器学习建模。
IF 2.8 2区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2026-01-15 DOI: 10.1021/acs.jpca.5c06950
Lauri Seppäläinen*, , , Jakub Kubečka, , , Jonas Elm, , and , Kai R. Puolamäki, 

Understanding how atmospheric molecular clusters form and grow is key to resolving one of the biggest uncertainties in climate modeling: the formation of new aerosol particles. While quantum chemistry offers accurate insights into these early-stage clusters, its steep computational costs limit large-scale exploration. In this work, we present a fast, interpretable, and surprisingly powerful alternative: the k-nearest neighbor (k-NN) regression model. By leveraging chemically informed distance metrics, including a kernel-induced metric and one learned via metric learning for kernel regression (MLKR), we show that simple k-NN models can rival more complex kernel ridge regression (KRR) models in accuracy while reducing computational time by orders of magnitude. We perform this comparison with the well-established Faber–Christensen–Huang–Lilienfeld (FCHL19) molecular descriptor; however, other descriptors (e.g., FCHL18, MBDF, and CM) can be shown to have similar performance. Applied to both simple organic molecules in the QM9 benchmark set and large data sets of atmospheric molecular clusters (sulfuric acid–water and sulfuric–multibase–base systems), our k-NN models achieve near-chemical accuracy, scale seamlessly to data sets with over 250,000 entries, and even appears to extrapolate to larger unseen clusters with minimal error (often nearing 1 kcal/mol). With built-in interpretability and straightforward uncertainty estimation, this work positions k-NN as a potent tool for accelerating discovery in atmospheric chemistry and beyond.

了解大气分子簇是如何形成和成长的,是解决气候模拟中最大的不确定性之一的关键:新的气溶胶颗粒的形成。虽然量子化学为这些早期集群提供了准确的见解,但其高昂的计算成本限制了大规模的探索。在这项工作中,我们提出了一种快速,可解释且令人惊讶的强大替代方案:k-最近邻(k-NN)回归模型。通过利用化学信息距离度量,包括核诱导度量和核回归(MLKR)的度量学习,我们表明简单的k-NN模型可以在精度上与更复杂的核脊回归(KRR)模型相竞争,同时减少数量级的计算时间。我们将此与公认的Faber-Christensen-Huang-Lilienfeld (FCHL19)分子描述符进行比较;然而,其他描述符(例如,FCHL18, MBDF和CM)可以显示具有类似的性能。应用于QM9基准集中的简单有机分子和大气分子簇的大型数据集(硫酸-水和硫酸-多碱-碱系统),我们的k-NN模型达到了接近化学的精度,无缝地扩展到超过250,000个输入的数据集,甚至以最小的误差(通常接近1 kcal/mol)外推到更大的看不见的簇。凭借内置的可解释性和直接的不确定性估计,这项工作将k-NN定位为加速大气化学及其他领域发现的有力工具。
{"title":"Fast and Interpretable Machine Learning Modeling of Atmospheric Molecular Clusters","authors":"Lauri Seppäläinen*,&nbsp;, ,&nbsp;Jakub Kubečka,&nbsp;, ,&nbsp;Jonas Elm,&nbsp;, and ,&nbsp;Kai R. Puolamäki,&nbsp;","doi":"10.1021/acs.jpca.5c06950","DOIUrl":"10.1021/acs.jpca.5c06950","url":null,"abstract":"<p >Understanding how atmospheric molecular clusters form and grow is key to resolving one of the biggest uncertainties in climate modeling: the formation of new aerosol particles. While quantum chemistry offers accurate insights into these early-stage clusters, its steep computational costs limit large-scale exploration. In this work, we present a fast, interpretable, and surprisingly powerful alternative: the <i>k</i>-nearest neighbor (<i>k</i>-NN) regression model. By leveraging chemically informed distance metrics, including a kernel-induced metric and one learned via metric learning for kernel regression (MLKR), we show that simple <i>k</i>-NN models can rival more complex kernel ridge regression (KRR) models in accuracy while reducing computational time by orders of magnitude. We perform this comparison with the well-established Faber–Christensen–Huang–Lilienfeld (FCHL19) molecular descriptor; however, other descriptors (e.g., FCHL18, MBDF, and CM) can be shown to have similar performance. Applied to both simple organic molecules in the QM9 benchmark set and large data sets of atmospheric molecular clusters (sulfuric acid–water and sulfuric–multibase–base systems), our <i>k</i>-NN models achieve near-chemical accuracy, scale seamlessly to data sets with over 250,000 entries, and even appears to extrapolate to larger unseen clusters with minimal error (often nearing 1 kcal/mol). With built-in interpretability and straightforward uncertainty estimation, this work positions <i>k</i>-NN as a potent tool for accelerating discovery in atmospheric chemistry and beyond.</p>","PeriodicalId":59,"journal":{"name":"The Journal of Physical Chemistry A","volume":"130 4","pages":"902–913"},"PeriodicalIF":2.8,"publicationDate":"2026-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://pubs.acs.org/doi/pdf/10.1021/acs.jpca.5c06950","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145970273","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
The Journal of Physical Chemistry A
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1