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Leveraging Machine Learning Potentials for In-Situ Searching of Active sites in Heterogeneous Catalysis 利用机器学习潜力原位搜索异相催化中的活性位点
Pub Date : 2024-09-11 DOI: 10.1021/prechem.4c0005110.1021/prechem.4c00051
Xiran Cheng, Chenyu Wu, Jiayan Xu, Yulan Han, Wenbo Xie* and P. Hu*, 

This Perspective explores the integration of machine learning potentials (MLPs) in the research of heterogeneous catalysis, focusing on their role in identifying in situ active sites and enhancing the understanding of catalytic processes. MLPs utilize extensive databases from high-throughput density functional theory (DFT) calculations to train models that predict atomic configurations, energies, and forces with near-DFT accuracy. These capabilities allow MLPs to handle significantly larger systems and extend simulation times beyond the limitations of traditional ab initio methods. Coupled with global optimization algorithms, MLPs enable systematic investigations across vast structural spaces, making substantial contributions to the modeling of catalyst surface structures under reactive conditions. The review aims to provide a broad introduction to recent advancements and practical guidance on employing MLPs and also showcases several exemplary cases of MLP-driven discoveries related to surface structure changes under reactive conditions and the nature of active sites in heterogeneous catalysis. The prevailing challenges faced by this approach are also discussed.

本视角探讨了机器学习势(MLP)在异相催化研究中的整合,重点关注其在识别原位活性位点和增强对催化过程的理解方面的作用。MLP 利用来自高通量密度泛函理论 (DFT) 计算的大量数据库来训练模型,从而以接近 DFT 的精度预测原子构型、能量和作用力。这些功能使 MLP 能够处理更大的系统,并延长模拟时间,从而超越传统 ab initio 方法的限制。MLP 与全局优化算法相结合,可以对广阔的结构空间进行系统研究,为反应条件下催化剂表面结构建模做出了重大贡献。本综述旨在广泛介绍 MLP 的最新进展和应用 MLP 的实践指导,并展示几个 MLP 驱动的发现范例,这些发现涉及反应条件下的表面结构变化和异相催化中活性位点的性质。此外,还讨论了这种方法面临的普遍挑战。
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引用次数: 0
Leveraging Machine Learning Potentials for In-Situ Searching of Active sites in Heterogeneous Catalysis. 利用机器学习潜力在多相催化中原位搜索活性位点。
Pub Date : 2024-09-11 eCollection Date: 2024-11-25 DOI: 10.1021/prechem.4c00051
Xiran Cheng, Chenyu Wu, Jiayan Xu, Yulan Han, Wenbo Xie, P Hu

This Perspective explores the integration of machine learning potentials (MLPs) in the research of heterogeneous catalysis, focusing on their role in identifying in situ active sites and enhancing the understanding of catalytic processes. MLPs utilize extensive databases from high-throughput density functional theory (DFT) calculations to train models that predict atomic configurations, energies, and forces with near-DFT accuracy. These capabilities allow MLPs to handle significantly larger systems and extend simulation times beyond the limitations of traditional ab initio methods. Coupled with global optimization algorithms, MLPs enable systematic investigations across vast structural spaces, making substantial contributions to the modeling of catalyst surface structures under reactive conditions. The review aims to provide a broad introduction to recent advancements and practical guidance on employing MLPs and also showcases several exemplary cases of MLP-driven discoveries related to surface structure changes under reactive conditions and the nature of active sites in heterogeneous catalysis. The prevailing challenges faced by this approach are also discussed.

本展望探讨了机器学习电位(MLPs)在多相催化研究中的集成,重点关注它们在识别原位活性位点和增强对催化过程的理解方面的作用。mlp利用来自高通量密度泛函理论(DFT)计算的广泛数据库来训练模型,以接近DFT的精度预测原子构型、能量和力。这些功能使mlp能够处理更大的系统,并且超越了传统从头算方法的限制,延长了仿真时间。与全局优化算法相结合,mlp能够在巨大的结构空间中进行系统的研究,为反应条件下催化剂表面结构的建模做出了重大贡献。这篇综述的目的是广泛介绍mlp的最新进展和应用指导,并展示了几个典型的mlp驱动的发现,这些发现与反应条件下表面结构的变化和多相催化中活性位点的性质有关。本文还讨论了这种方法所面临的主要挑战。
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引用次数: 0
Precision Chemistry for Two-Dimensional Materials. 二维材料的精密化学。
Pub Date : 2024-08-26 DOI: 10.1021/prechem.4c00065
Xiangfeng Duan
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引用次数: 0
Precision Chemistry for Two-Dimensional Materials 二维材料的精密化学
Pub Date : 2024-08-26 DOI: 10.1021/prechem.4c0006510.1021/prechem.4c00065
Xiangfeng Duan*, 
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引用次数: 0
The Coupling of Synthesis and Electrochemistry to Enable the Reversible Storage of Hydrogen as Metal Hydrides 将合成与电化学结合起来,以实现氢在金属氢化物中的可逆储存
Pub Date : 2024-08-24 DOI: 10.1021/prechem.4c0003010.1021/prechem.4c00030
Matthew Nava*, Lina M. Zarnitsa and Martin-Louis Y. Riu, 

Given its high gravimetric energy density and status as a clean fuel when derived from renewables, hydrogen (H2) is considered a premier candidate for energy storage; however, its low volumetric density limits its broader application. Chemical storage through the reversible incorporation of H2 into chemical bonds offers a promising solution to its low volumetric density, circumventing subpar energy densities and substantial infrastructure investments associated with physical storage methods. Metal hydrides are promising candidates for chemical storage because of their high gravimetric capacity and tunability through nanostructuring and alloying. Moreover, metal hydride/H2 interconversion may be interfaced with electrochemistry, which offers potential solutions to some of the challenges associated with traditional thermochemical platforms. In this Perspective, we describe anticipated challenges associated with electrochemically mediated metal hydride/H2 interconversion, including thermodynamic efficiencies of metal hydride formation, sluggish kinetics, and electrode passivation. Additionally, we propose potential solutions to these problems through the design of molecular mediators that may control factors such as metal hydride solubility, particle morphology, and hydride affinity. Realization of an electrochemically mediated metal hydride/H2 interconversion platform introduces new tools to address challenges associated with hydrogen storage platforms and contributes toward the development of room-temperature hydrogen storage platforms.

由于氢气(H2)具有较高的重力能量密度,并且从可再生能源中提取后可作为清洁燃料,因此被认为是能量存储的首选;然而,其较低的体积密度限制了其更广泛的应用。通过将氢气可逆地结合到化学键中进行化学储存,为解决氢气体积密度低的问题提供了一种可行的方案,从而避免了与物理储存方法相关的能量密度不足和大量基础设施投资的问题。金属氢化物具有很高的重力容量,并可通过纳米结构和合金化进行调整,因此有望成为化学储存的候选材料。此外,金属氢化物/H2 的相互转化可与电化学相结合,这为解决与传统热化学平台相关的一些挑战提供了潜在的解决方案。在本视角中,我们将介绍与电化学介导的金属氢化物/H2 相互转化相关的预期挑战,包括金属氢化物形成的热力学效率、缓慢的动力学和电极钝化。此外,我们还通过设计可控制金属氢化物溶解度、颗粒形态和氢化物亲和性等因素的分子介质,提出了解决这些问题的潜在方案。电化学介导的金属氢化物/氢气相互转化平台的实现,为解决与储氢平台相关的挑战引入了新的工具,并有助于室温储氢平台的开发。
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引用次数: 0
The Coupling of Synthesis and Electrochemistry to Enable the Reversible Storage of Hydrogen as Metal Hydrides. 氢作为金属氢化物可逆储存的合成与电化学耦合研究。
Pub Date : 2024-08-24 eCollection Date: 2024-11-25 DOI: 10.1021/prechem.4c00030
Matthew Nava, Lina M Zarnitsa, Martin-Louis Y Riu

Given its high gravimetric energy density and status as a clean fuel when derived from renewables, hydrogen (H2) is considered a premier candidate for energy storage; however, its low volumetric density limits its broader application. Chemical storage through the reversible incorporation of H2 into chemical bonds offers a promising solution to its low volumetric density, circumventing subpar energy densities and substantial infrastructure investments associated with physical storage methods. Metal hydrides are promising candidates for chemical storage because of their high gravimetric capacity and tunability through nanostructuring and alloying. Moreover, metal hydride/H2 interconversion may be interfaced with electrochemistry, which offers potential solutions to some of the challenges associated with traditional thermochemical platforms. In this Perspective, we describe anticipated challenges associated with electrochemically mediated metal hydride/H2 interconversion, including thermodynamic efficiencies of metal hydride formation, sluggish kinetics, and electrode passivation. Additionally, we propose potential solutions to these problems through the design of molecular mediators that may control factors such as metal hydride solubility, particle morphology, and hydride affinity. Realization of an electrochemically mediated metal hydride/H2 interconversion platform introduces new tools to address challenges associated with hydrogen storage platforms and contributes toward the development of room-temperature hydrogen storage platforms.

鉴于其高重力能量密度和可再生能源的清洁燃料地位,氢(H2)被认为是储能的首选;然而,它的低体积密度限制了它的广泛应用。通过将H2可逆地结合到化学键中,化学存储为其低体积密度提供了一个有前途的解决方案,避免了低于标准的能量密度和与物理存储方法相关的大量基础设施投资。金属氢化物由于其高重量容量和通过纳米结构和合金化的可调性而成为化学储存的有希望的候选者。此外,金属氢化物/H2相互转化可以与电化学相结合,这为传统热化学平台相关的一些挑战提供了潜在的解决方案。在这一观点中,我们描述了与电化学介导的金属氢化物/H2相互转化相关的预期挑战,包括金属氢化物形成的热力学效率、缓慢动力学和电极钝化。此外,我们还提出了通过设计分子介质来控制金属氢化物溶解度、颗粒形态和氢化物亲和力等因素的潜在解决方案。电化学介导的金属氢化物/H2相互转化平台的实现为解决与储氢平台相关的挑战提供了新的工具,并有助于室温储氢平台的发展。
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引用次数: 0
Molecular Interactions in Atomically Precise Metal Nanoclusters. 原子精度金属纳米团簇中的分子相互作用。
Pub Date : 2024-08-23 eCollection Date: 2024-10-28 DOI: 10.1021/prechem.4c00044
Jing Qian, Zhucheng Yang, Jingkuan Lyu, Qiaofeng Yao, Jianping Xie

For nanochemistry, precise manipulation of nanoscale structures and the accompanying chemical properties at atomic precision is one of the greatest challenges today. The scientific community strives to develop and design customized nanomaterials, while molecular interactions often serve as key tools or probes for this atomically precise undertaking. In this Perspective, metal nanoclusters, especially gold nanoclusters, serve as a good platform for understanding such nanoscale interactions. These nanoclusters often have a core size of about 2 nm, a defined number of core metal atoms, and protecting ligands with known crystal structure. The atomically precise structure of metal nanoclusters allows us to discuss how the molecular interactions facilitate the systematic modification and functionalization of nanoclusters from their inner core, through the ligand shell, to the external assembly. Interestingly, the atomic packing structure of the nanocluster core can be affected by forces on the surface. After discussing the core structure, we examine various atomic-level strategies to enhance their photoluminescent quantum yield and improve nanoclusters' catalytic performance. Beyond the single cluster level, various attractive or repulsive molecular interactions have been employed to engineer the self-assembly behavior and thus packing morphology of metal nanoclusters. The methodological and fundamental insights systemized in this review should be useful for customizing the cluster structure and assembly patterns at the atomic level.

对于纳米化学来说,在原子精度上精确操纵纳米级结构和相应的化学性质是当今最大的挑战之一。科学界致力于开发和设计定制的纳米材料,而分子间的相互作用往往是这一原子精度事业的关键工具或探针。在本视角中,金属纳米团簇,尤其是金纳米团簇,是了解此类纳米级相互作用的良好平台。这些纳米团簇通常具有约 2 纳米的核心尺寸、确定数量的核心金属原子以及具有已知晶体结构的保护配体。金属纳米团簇的原子精确结构使我们能够讨论分子相互作用如何促进纳米团簇从内核到配体外壳再到外部组装的系统修饰和功能化。有趣的是,纳米簇核的原子堆积结构会受到表面作用力的影响。在讨论了核心结构之后,我们研究了各种原子层面的策略,以提高纳米团簇的光致发光量子产率和催化性能。除了单个簇水平,我们还采用了各种吸引或排斥分子相互作用来设计金属纳米簇的自组装行为,进而设计其堆积形态。本综述中系统阐述的方法论和基本见解对在原子水平上定制团簇结构和组装模式很有帮助。
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引用次数: 0
Molecular Interactions in Atomically Precise Metal Nanoclusters 原子精度金属纳米团簇中的分子相互作用
Pub Date : 2024-08-22 DOI: 10.1021/prechem.4c0004410.1021/prechem.4c00044
Jing Qian, Zhucheng Yang, Jingkuan Lyu, Qiaofeng Yao* and Jianping Xie*, 

For nanochemistry, precise manipulation of nanoscale structures and the accompanying chemical properties at atomic precision is one of the greatest challenges today. The scientific community strives to develop and design customized nanomaterials, while molecular interactions often serve as key tools or probes for this atomically precise undertaking. In this Perspective, metal nanoclusters, especially gold nanoclusters, serve as a good platform for understanding such nanoscale interactions. These nanoclusters often have a core size of about 2 nm, a defined number of core metal atoms, and protecting ligands with known crystal structure. The atomically precise structure of metal nanoclusters allows us to discuss how the molecular interactions facilitate the systematic modification and functionalization of nanoclusters from their inner core, through the ligand shell, to the external assembly. Interestingly, the atomic packing structure of the nanocluster core can be affected by forces on the surface. After discussing the core structure, we examine various atomic-level strategies to enhance their photoluminescent quantum yield and improve nanoclusters’ catalytic performance. Beyond the single cluster level, various attractive or repulsive molecular interactions have been employed to engineer the self-assembly behavior and thus packing morphology of metal nanoclusters. The methodological and fundamental insights systemized in this review should be useful for customizing the cluster structure and assembly patterns at the atomic level.

对于纳米化学来说,在原子精度上精确操纵纳米级结构和相应的化学性质是当今最大的挑战之一。科学界致力于开发和设计定制的纳米材料,而分子间的相互作用往往是这一原子精度事业的关键工具或探针。在本视角中,金属纳米团簇,尤其是金纳米团簇,是了解此类纳米级相互作用的良好平台。这些纳米团簇通常具有约 2 纳米的核心尺寸、确定数量的核心金属原子以及具有已知晶体结构的保护配体。金属纳米团簇的原子精确结构使我们能够讨论分子相互作用如何促进纳米团簇从内核到配体外壳再到外部组装的系统修饰和功能化。有趣的是,纳米簇核的原子堆积结构会受到表面作用力的影响。在讨论了核心结构之后,我们研究了各种原子层面的策略,以提高纳米团簇的光致发光量子产率和催化性能。除了单个簇水平,我们还采用了各种吸引或排斥分子相互作用来设计金属纳米簇的自组装行为,进而设计其堆积形态。本综述中系统阐述的方法论和基本见解对在原子水平上定制团簇结构和组装模式很有帮助。
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引用次数: 0
Quadruple[6]Helicene Featuring Pyrene Core: Unraveling Contorted Aromatic Core with Larger Effective Conjugation 以芘为核心的四[6]联苯:以更大的有效共轭解开扭曲的芳香族核心
Pub Date : 2024-08-13 DOI: 10.1021/prechem.4c0003810.1021/prechem.4c00038
Christopher Wallerius, Otgonbayar Erdene-Ochir, Eva Van Doeselar, Ronald Alle, Anh Tu Nguyen, Marvin F. Schumacher, Arne Lützen, Klaus Meerholz and Sai Ho Pun*, 

Multiple helicenes display distinct aromatic cores characterized by highly twisted rings that are shared or fused with constituent helicene moieties. Diversifying these aromatic cores unlocks avenues for creating multiple helicenes with distinct properties and topologies. Herein we report the synthesis of a quadruple[6]helicene featuring pyrene as the aromatic core. The synthesis involved key steps of the annulative π-extension reaction and Scholl reaction. By extending multiple helicenes along the axial direction, the degree of contortion of the aromatic core can be controlled from nearly flat to highly twisted. Notably, quadruple[6]helicene exhibits a significant red-shift of 0.49 eV compared to quadruple[4]helicenes, of which the red-shift arises from both π-extension and augmented effective conjugation due to enhanced twisting. Quantum chemical calculations demonstrate that the degree of contortion in the pyrene core adeptly governs the energy levels of the HOMO and LUMO, which offers an alternative strategy beyond mere enlargement of the π backbone. An intriguing serendipitous finding reveals the formation of one-molecule-thick supramolecular homochiral nanosheets through self-interlocking interactions of enantiomers in single crystals, a rare packing motif for multiple helicenes.

多种螺旋烯显示出不同的芳香核心,其特征是与螺旋烯分子共用或融合的高度扭曲的环。通过使这些芳香核心多样化,可以创造出具有独特性质和拓扑结构的多重烯。在此,我们报告了以芘为芳香核心的四重[6]螺旋烯的合成。该合成涉及环状π扩展反应和肖尔反应的关键步骤。通过沿轴向延伸多个螺旋烯,可以控制芳香核的扭曲程度,从接近扁平到高度扭曲不等。值得注意的是,与四重[4]螺旋烯相比,四重[6]螺旋烯出现了 0.49 eV 的显著红移。量子化学计算表明,芘核的扭曲程度能很好地控制 HOMO 和 LUMO 的能级,这就提供了除单纯扩大 π 主干之外的另一种策略。一个引人入胜的偶然发现揭示了通过单晶体中对映体的自互锁相互作用形成了一分子厚的超分子同手性纳米片,这是一种罕见的多螺旋烯堆积模式。
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引用次数: 0
Quadruple[6]Helicene Featuring Pyrene Core: Unraveling Contorted Aromatic Core with Larger Effective Conjugation. 以芘为核心的四[6]联苯:以更大的有效共轭解开扭曲的芳香族核心。
Pub Date : 2024-08-13 eCollection Date: 2024-09-23 DOI: 10.1021/prechem.4c00038
Christopher Wallerius, Otgonbayar Erdene-Ochir, Eva Van Doeselar, Ronald Alle, Anh Tu Nguyen, Marvin F Schumacher, Arne Lützen, Klaus Meerholz, Sai Ho Pun

Multiple helicenes display distinct aromatic cores characterized by highly twisted rings that are shared or fused with constituent helicene moieties. Diversifying these aromatic cores unlocks avenues for creating multiple helicenes with distinct properties and topologies. Herein we report the synthesis of a quadruple[6]helicene featuring pyrene as the aromatic core. The synthesis involved key steps of the annulative π-extension reaction and Scholl reaction. By extending multiple helicenes along the axial direction, the degree of contortion of the aromatic core can be controlled from nearly flat to highly twisted. Notably, quadruple[6]helicene exhibits a significant red-shift of 0.49 eV compared to quadruple[4]helicenes, of which the red-shift arises from both π-extension and augmented effective conjugation due to enhanced twisting. Quantum chemical calculations demonstrate that the degree of contortion in the pyrene core adeptly governs the energy levels of the HOMO and LUMO, which offers an alternative strategy beyond mere enlargement of the π backbone. An intriguing serendipitous finding reveals the formation of one-molecule-thick supramolecular homochiral nanosheets through self-interlocking interactions of enantiomers in single crystals, a rare packing motif for multiple helicenes.

多种螺旋烯显示出不同的芳香核心,其特征是与螺旋烯分子共用或融合的高度扭曲的环。通过使这些芳香核心多样化,可以创造出具有独特性质和拓扑结构的多重烯。在此,我们报告了以芘为芳香族核心的四重[6]螺旋烯的合成。该合成涉及环状π扩展反应和肖尔反应的关键步骤。通过沿轴向延伸多个螺旋烯,可以控制芳香核的扭曲程度,从接近扁平到高度扭曲不等。值得注意的是,与四重[4]螺旋烯相比,四重[6]螺旋烯出现了 0.49 eV 的显著红移。量子化学计算表明,芘核的扭曲程度能很好地控制 HOMO 和 LUMO 的能级,这就提供了除单纯扩大 π 主干之外的另一种策略。一个引人入胜的偶然发现揭示了通过单晶体中对映体的自互锁相互作用形成了一分子厚的超分子同手性纳米片,这是一种罕见的多螺旋烯堆积模式。
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引用次数: 0
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Precision Chemistry
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