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Intrinsic reactivity of stoichiometric IrO2(1 1 0) surface toward oxidative coupling of methane 定量IrO2(1 1 0)表面对甲烷氧化偶联的内在反应性
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-20 DOI: 10.1016/j.comptc.2024.114922
Jungwon Yun , Seongjun Lee , Dasol Bae , Minkyu Kim
This study investigates the oxidative coupling of methane on the IrO2(1 1 0) surface using TPRS simulations informed by DFT-derived data. We discover that the efficiency of the IrO2(1 1 0) surface in generating ethylene is strongly influenced by methane surface coverage. Our simulations reveal that the presence of surface hydroxyl group enhances the yield of C2+ species from methane oxidation, but this effect is counteracted at high methane coverages due to the accelerated formation of CH2OH. In addition, the study reveals that slight modifications in energy barriers at the branching point (C2H4 formation vs. CH2OH formation) significantly affect C2H4(g) production from the simulation, underscoring the importance of precise energetic data for accurate catalytic reaction predictions. The results have broader implications for reactions and catalysts where branching point selectivity determines high-value product yields. Thus, combining surface science with computational analysis is crucial for accurately determining energy profiles of key steps at the branching points.
本研究利用 TPRS 模拟和 DFT 衍生数据,研究了甲烷在 IrO2(1 1 0) 表面的氧化耦合。我们发现,IrO2(1 1 0) 表面生成乙烯的效率受到甲烷表面覆盖率的强烈影响。我们的模拟发现,表面羟基的存在提高了甲烷氧化产生的 C2+ 物种的产量,但在甲烷覆盖率较高时,由于 CH2OH 的加速形成,这种效应被抵消。此外,研究还发现,分支点(C2H4 的形成与 CH2OH 的形成)的能量障碍稍有改变,就会显著影响模拟产生的 C2H4(g),这凸显了精确的能量数据对于准确预测催化反应的重要性。这些结果对支化点选择性决定高价值产品产量的反应和催化剂具有更广泛的意义。因此,将表面科学与计算分析相结合对于准确确定分支点关键步骤的能量曲线至关重要。
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引用次数: 0
Mechanistic studies on phosphine-catalyzed [4 + 3] annulation of β′-acetoxy allenoate with 1C,3N-dinucleophile 膦催化 β′-乙酰氧基异烯酸酯与 1C,3N-二核亲和剂的 [4 + 3] 环化机理研究
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-19 DOI: 10.1016/j.comptc.2024.114924
Kui Yuan, Hao-Ran Yang, Yang Wang
The mechanism and role of catalyst on the PPh3-catalyzed [4 + 3] annulation reaction have been systematically investigated using density functional theory (DFT) method. Based on the calculations, the possible mechanism contains six steps: nucleophilic addition of PPh3 to allenoate to give Z-configured intermediate, cleavage of CO bond for forming phosphonium diene, nucleophilic addition of phosphonium diene with anionic 1C,3N-dinucleophile, intramolecular [1], [5]-proton shift, ring-closure, and dissociation of catalyst. Non-covalent interaction (NCI) analysis shows that the OP interaction would be the key for leading to the Z-configured pathway more favorable and electron localization function (ELF) analysis indicates that the implication of PPh3 can significantly lower the energy barrier involved in CO cleavage process, which mainly because the addition of PPh3 reduces the electron density of CO bond and thus facilities the cleavage of CO bond. This theoretical study would provide some clues for understanding the role of catalyst in a catalytic reaction.
利用密度泛函理论(DFT)方法系统地研究了 PPh3 催化[4 + 3]环化反应的机理和催化剂的作用。根据计算结果,可能的机理包括六个步骤:PPh3 与烯酸酯发生亲核加成反应,得到 Z 构型中间体;裂解 CO 键形成二烯膦;二烯膦与阴离子 1C,3N-亲核物发生亲核加成反应;分子内 [1]、[5]- 质子移动;闭环;催化剂解离。非共价相互作用(NCI)分析表明,O⋯P 相互作用是导致 Z 构型途径更有利的关键,而电子定位功能(ELF)分析表明,PPh3 的加入能显著降低 CO 裂解过程的能障,这主要是因为 PPh3 的加入降低了 CO 键的电子密度,从而促进了 CO 键的裂解。这项理论研究将为理解催化剂在催化反应中的作用提供一些线索。
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引用次数: 0
A comprehensive DFT Study of the electronic structure and optical properties of Iodine-based halide double perovskites for photovoltaic applications 用于光伏应用的碘基卤化物双包晶石的电子结构和光学特性的 DFT 综合研究
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-18 DOI: 10.1016/j.comptc.2024.114916
B. Mouhib , S. Dahbi , N. Baaalla , N. Tahiri , O. El Bounagui , A. El Mansouri , H. Ez-Zahraouy
This study aims to explore the electronic structure, thermodynamic, mechanical stability, and optical response of Iodine-based ordered vacancy double halide perovskite compounds through the application of density functional theory. The two compounds Cs2ZrI6 and Rb2ZrI6 exhibit thermodynamic stability, with displaying particularly notable. Moreover, analysis of the calculated coefficients of elastic stiffness confirms the mechanical stability of all materials under ambient pressure conditions. By using the Density Functional Theory with Spin-Orbit Coupling (SOC), it was observed that Cs2TeI6 and Rb2TeI6 possess an indirect band gap located between the X and L high-symmetry points, this show that Cs2TeI6, Rb2ZrI6, Cs2HfI6, and Rb2HfI6 are identified as direct semiconductor compounds. Moreover, the band gap values of X2YI6 (where X = Cs, Rb, and Y = Te, Zr, and Hf) exhibit an increasing trend as we progress along the alkali and transition metal elements in the periodic table, ranging from 1.422 eV for Cs2TeI6 to 2.465 eV for Rb2TeI6. Besides, the optical behavior of the visible light show that X2YI6 compounds have a high absorption of about 70%, reflectance of 30%, and a low transmittance. Thanks to their advantageous bandgap, enduring stabilities, and effective absorption of visible light, Cs2TeI6 and Rb2TeI6 hold significant promise for a wide range of electronic and optoelectronic applications, particularly in photovoltaics.
本研究旨在通过应用密度泛函理论,探索碘基有序空位双卤化物包晶化合物的电子结构、热力学、机械稳定性和光学响应。结果表明,Cs2ZrI6 和 Rb2ZrI6 这两种化合物具有热力学稳定性,其中 Cs2ZrI6 的显示尤为显著。此外,对弹性刚度系数的计算分析证实了所有材料在常压条件下的机械稳定性。利用自旋轨道耦合密度泛函理论(SOC),观察到 Cs2TeI6 和 Rb2TeI6 具有位于 X 和 L 高对称点之间的间接带隙,这表明 Cs2TeI6、Rb2ZrI6、Cs2HfI6 和 Rb2HfI6 被确定为直接半导体化合物。此外,X2YI6(其中 X = Cs、Rb,Y = Te、Zr 和 Hf)的带隙值随着元素周期表中碱金属和过渡金属元素的增加而呈上升趋势,从 Cs2TeI6 的 1.422 eV 到 Rb2TeI6 的 2.465 eV。此外,可见光的光学特性表明,X2YI6 化合物具有约 70% 的高吸收率、30% 的反射率和较低的透射率。由于 Cs2TeI6 和 Rb2TeI6 具有良好的带隙、持久的稳定性和对可见光的有效吸收,它们在广泛的电子和光电应用领域,尤其是在光伏领域,有着广阔的前景。
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引用次数: 0
TM@MoSSe (TM = Ni, Fe) as novel electrocatalysts for reduction of CO2 to CO: A DFT study TM@MoSSe(TM = Ni、Fe)作为将 CO2 还原成 CO 的新型电催化剂:DFT 研究
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-18 DOI: 10.1016/j.comptc.2024.114929
Yu-Pu He , Tian-Hao Guo , Shao-Yi Wu , Shi-Yu Zuo , Jun-Chao Fu , Xiao-Yu Li
It is crucial to develop highly efficient, selective and low-overpotential electrocatalysts for CO2 reduction. This paper proposes an efficient iron and nickel single-atom catalyst using Janus MoSSe as the substrate to reduce CO2 to CO by using DFT calculations. The adsorption of a single TM atom like Fe, Co, Ni, Ru, Rh, Pd, Os, Ir and Pt on Janus MoSSe monolayer results in a decrease in band gap, which may accelerate the catalytic CO2 reduction. The excellent catalytic activity of Fe@MoSSe and Ni@MoSSe is owing to the high d-band center and hence the strong TM-CO2 bonding. The asymmetric structure of Janus MoSSe creates the local built-in electric field, which further increases by about 8% or 0.8% after the adsorption of single Ni or Fe atom so as to afford the better electrocatalytic performances for reduction of CO2 to CO in both TM modified systems. So, this work proposes the catalysts Fe@MoSSe and Ni@MoSSe with good selectivity and activity for CO2 reduction by revealing their underlying mechanisms, and Janus MoSSe may be used as a potential substrate material for CO2 reduction catalysts.
开发高效、高选择性和低过电位的二氧化碳还原电催化剂至关重要。本文通过 DFT 计算,提出了一种以 Janus MoSSe 为底物的高效铁镍单原子催化剂,用于将 CO2 还原为 CO。在 Janus MoSSe 单层上吸附 Fe、Co、Ni、Ru、Rh、Pd、Os、Ir 和 Pt 等单个 TM 原子会导致带隙减小,从而加速催化 CO2 还原。Fe@MoSSe和Ni@MoSSe之所以具有出色的催化活性,是因为它们具有较高的d带中心,因而具有较强的TM-CO2键。Janus MoSSe 的不对称结构产生了局部内置电场,在吸附单个 Ni 或 Fe 原子后,电场进一步增加了约 8%或 0.8%,从而使这两种 TM 修饰体系在将 CO2 还原成 CO 时具有更好的电催化性能。因此,本研究通过揭示Fe@MoSSe和Ni@MoSSe的内在机理,提出了具有良好选择性和活性的CO2还原催化剂,Janus MoSSe可作为CO2还原催化剂的潜在基底材料。
{"title":"TM@MoSSe (TM = Ni, Fe) as novel electrocatalysts for reduction of CO2 to CO: A DFT study","authors":"Yu-Pu He ,&nbsp;Tian-Hao Guo ,&nbsp;Shao-Yi Wu ,&nbsp;Shi-Yu Zuo ,&nbsp;Jun-Chao Fu ,&nbsp;Xiao-Yu Li","doi":"10.1016/j.comptc.2024.114929","DOIUrl":"10.1016/j.comptc.2024.114929","url":null,"abstract":"<div><div>It is crucial to develop highly efficient, selective and low-overpotential electrocatalysts for CO<sub>2</sub> reduction. This paper proposes an efficient iron and nickel single-atom catalyst using Janus MoSSe as the substrate to reduce CO<sub>2</sub> to CO by using DFT calculations. The adsorption of a single TM atom like Fe, Co, Ni, Ru, Rh, Pd, Os, Ir and Pt on Janus MoSSe monolayer results in a decrease in band gap, which may accelerate the catalytic CO<sub>2</sub> reduction. The excellent catalytic activity of Fe@MoSSe and Ni@MoSSe is owing to the high <em>d</em>-band center and hence the strong TM-CO<sub>2</sub> bonding. The asymmetric structure of Janus MoSSe creates the local built-in electric field, which further increases by about 8% or 0.8% after the adsorption of single Ni or Fe atom so as to afford the better electrocatalytic performances for reduction of CO<sub>2</sub> to CO in both TM modified systems. So, this work proposes the catalysts Fe@MoSSe and Ni@MoSSe with good selectivity and activity for CO<sub>2</sub> reduction by revealing their underlying mechanisms, and Janus MoSSe may be used as a potential substrate material for CO<sub>2</sub> reduction catalysts.</div></div>","PeriodicalId":284,"journal":{"name":"Computational and Theoretical Chemistry","volume":"1241 ","pages":"Article 114929"},"PeriodicalIF":3.0,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142529116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Atomic-scale mechanistic study of oxygen reduction mechanism for B-site doped Pr(Ba,Sr)Co2O5+δ by density functional theory calculations 通过密度泛函理论计算对 B 位掺杂 Pr(Ba,Sr)Co2O5+δ的氧还原机制进行原子尺度的机理研究
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-18 DOI: 10.1016/j.comptc.2024.114930
Lin Li , Xiaolu Xiong , Jian-Qiang Wang
Pr(Ba,Sr)Co2O5+δ is a promising cathode material for solid oxide fuel cell (SOFC) due to its high oxygen ion transport capability and oxygen reduction activity. Density functional theory (DFT) calculations were performed to elucidate the oxygen reduction mechanism of B-site doped Pr(Ba,Sr)(Co,M)2O5+δ (M = Fe, Ni, Cu, and Zn) materials. First, we investigated the formation of O vacancies. The results indicate that Cu and Zn doping facilitate O vacancy formation, resulting in lower O vacancy formation energies. Furthermore, the interaction between oxygen and the (0 0 1) surfaces of B-site doped Pr(Ba,Sr)(Co,M)2O5+δ has been comprehensively discussed, involving both perfect and defective surfaces. The results demonstrate that the presence of O vacancies enhances the catalytic activity for oxygen reduction, by reducing the energy required for O2 dissociation. Zn-doped Pr(Ba,Sr)(Co,M)2O5+δ exhibits a low O vacancy formation energy, resulting in a stable adsorption configuration upon oxygen dissociation, indicating its potential as a cathode material for SOFC.
Pr(Ba,Sr)Co2O5+δ具有很高的氧离子传输能力和氧还原活性,是一种很有前途的固体氧化物燃料电池(SOFC)阴极材料。为了阐明 B 位掺杂 Pr(Ba,Sr)(Co,M)2O5+δ(M = Fe、Ni、Cu 和 Zn)材料的氧还原机制,我们进行了密度泛函理论(DFT)计算。首先,我们研究了 O 空位的形成。结果表明,Cu 和 Zn 的掺杂促进了 O 空位的形成,从而降低了 O 空位的形成能。此外,我们还全面讨论了氧与 B 位掺杂的 Pr(Ba,Sr)(Co,M)2O5+δ(0 0 1)表面之间的相互作用,包括完美表面和缺陷表面。结果表明,O 空位的存在可降低 O2 解离所需的能量,从而增强氧还原的催化活性。掺锌的 Pr(Ba,Sr)(Co,M)2O5+δ具有较低的 O 空位形成能,从而在氧气解离时形成稳定的吸附构型,这表明它具有作为 SOFC 阴极材料的潜力。
{"title":"Atomic-scale mechanistic study of oxygen reduction mechanism for B-site doped Pr(Ba,Sr)Co2O5+δ by density functional theory calculations","authors":"Lin Li ,&nbsp;Xiaolu Xiong ,&nbsp;Jian-Qiang Wang","doi":"10.1016/j.comptc.2024.114930","DOIUrl":"10.1016/j.comptc.2024.114930","url":null,"abstract":"<div><div>Pr(Ba,Sr)Co<sub>2</sub>O<sub>5+δ</sub> is a promising cathode material for solid oxide fuel cell (SOFC) due to its high oxygen ion transport capability and oxygen reduction activity. Density functional theory (DFT) calculations were performed to elucidate the oxygen reduction mechanism of B-site doped Pr(Ba,Sr)(Co,M)<sub>2</sub>O<sub>5+δ</sub> (M = Fe, Ni, Cu, and Zn) materials. First, we investigated the formation of O vacancies. The results indicate that Cu and Zn doping facilitate O vacancy formation, resulting in lower O vacancy formation energies. Furthermore, the interaction between oxygen and the (0 0 1) surfaces of B-site doped Pr(Ba,Sr)(Co,M)<sub>2</sub>O<sub>5+δ</sub> has been comprehensively discussed, involving both perfect and defective surfaces. The results demonstrate that the presence of O vacancies enhances the catalytic activity for oxygen reduction, by reducing the energy required for O<sub>2</sub> dissociation. Zn-doped Pr(Ba,Sr)(Co,M)<sub>2</sub>O<sub>5+δ</sub> exhibits a low O vacancy formation energy, resulting in a stable adsorption configuration upon oxygen dissociation, indicating its potential as a cathode material for SOFC.</div></div>","PeriodicalId":284,"journal":{"name":"Computational and Theoretical Chemistry","volume":"1241 ","pages":"Article 114930"},"PeriodicalIF":3.0,"publicationDate":"2024-10-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142529103","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
A theoretical approach on the removal of elemental Cu and Cu (I) ions applying the g-C3N4S, g-C3N4O, g-C3N4N, and g-C3N4 nanosheets 利用 g-C3N4S、g-C3N4O、g-C3N4N 和 g-C3N4 纳米片去除元素铜和铜 (I) 离子的理论方法
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-18 DOI: 10.1016/j.comptc.2024.114917
Farag M.A. Altalbawy , Safaa Mustafa Hameed , M.M. Rekha , Anurag Mishra , Shilpa Sharma , G.V. Siva Prasad , Iman Samir Alalaq , Ayadh Al-khalidi , Ahmed Ali Mtasher , Fadeel F. Seed
In this project, the possibility of removal of copper (elemental Cu (0) and Cu (I) ion) from the environment by applying some heteroatom decorated graphitic carbonitride (g-C3N4) nanosheets has been investigated. Due to the recent reports about the toxicity of Cu overload and its intervention in a wide range of health problems such as Wilson’s disease (Cu overload), elimination of this element from the environment is important (in view of medicinal chemistry and health science). Thus, this research has focused on the investigations that are related to the possibility of removal of Cu ions from the environment (applying the g-C3N4 nanosheet and its derivatives). The results have shown that the g-C3N4N is the strongest nanosheet for adsorption and removal of both Cu (0) atom, and Cu (I) ion. In addition, in view of sensing abilities, the results have indicated that the best sensor (having the ability of recognition of Cu (0) atom from Cu (I) ion, is C3N4O.
在该项目中,研究人员利用一些杂原子装饰的石墨碳氮化物(g-C3N4)纳米片,研究了从环境中去除铜(元素 Cu (0) 和 Cu (I) 离子)的可能性。由于最近有关铜超载的毒性及其在威尔逊氏病(铜超载)等多种健康问题中的干预作用的报道,从环境中消除这种元素非常重要(从药物化学和健康科学的角度来看)。因此,本研究重点研究了从环境中去除铜离子的可能性(应用 g-C3N4 纳米片及其衍生物)。结果表明,g-C3N4N 是吸附和去除 Cu (0) 原子和 Cu (I) 离子最强的纳米片。此外,在传感能力方面,结果表明 C3N4O 是最好的传感器(具有识别 Cu (0) 原子和 Cu (I) 离子的能力)。
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引用次数: 0
Theoretical computation of thermodynamic functions of sodium dimer with modified shifted Morse potential 用修正的移位莫尔斯势理论计算钠二聚体的热力学函数
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-18 DOI: 10.1016/j.comptc.2024.114925
U.S. Okorie, G.J. Rampho
In this article, the asymptotic iteration method and the Laguerre polynomials are employed to obtain the eigensolutions of the Schrödinger equation with modified shifted Morse potential model. Vibrational energy results for sodium dimer have been presented numerically and these results are compared with experimental data from available literatures. With the help of the energy expression, the partition function and other thermodynamic function expressions of this potential model for sodium dimer are obtained, using the Euler MacLaurin’s formula. For various vibrational quantum numbers considered, the thermodynamic functions show high level of dependence on the temperature parameter. These results are justified by the numerical results presented for the thermodynamic functions of sodium dimer. Our results also agree with the available results in literatures and can also serve as a guiding reference in further studies concerning chemical physics and spectroscopy.
本文采用渐近迭代法和拉盖尔多项式来获得具有修正的移位莫尔斯势模型的薛定谔方程的等效解。钠二聚体的振动能量结果已通过数值方法给出,并将这些结果与现有文献中的实验数据进行了比较。在能量表达式的帮助下,利用欧拉-麦克劳林公式得到了二聚钠的分割函数和该势垒模型的其他热力学函数表达式。对于所考虑的各种振动量子数,热力学函数显示出与温度参数的高度相关性。二聚钠热力学函数的数值结果证明了这些结果的正确性。我们的结果也与文献中的现有结果一致,可作为进一步研究化学物理和光谱学的指导性参考。
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引用次数: 0
Novel topological reverse indices and entropies of armchair versus zigzag polyhex carbon nanotubes with spectroscopic applications 臂形与人字形聚己碳纳米管的新型拓扑反向指数和熵及其光谱应用
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-17 DOI: 10.1016/j.comptc.2024.114921
Medha Itagi Huilgol , P.H. Shobha , Krishnan Balasubramanian
The study of nanomaterials with different sizes and shapes is of considerable recent interest. Polyhex carbon nanotubes form an important class of nanomaterials that find several applications. Topological properties and entropies of two phases of carbon nanotubes, namely the zigzag and armchair configurations, have been juxtaposed through the reverse degree-based topological indices. The entropies and topologies of the two phases of the carbon nanotubes are also computed and compared which reveal that the zigzag nanotubes exhibit greater entropies compared to the armchair nanotubes. Applications of the developed techniques to various spectroscopies including NMR and ESR spectroscopies, are also pointed out. In future studies, detailed analysis and applications of reverse, reduced reverse topological indices and entropy of various other complex chemical structures will be considered.
对不同尺寸和形状的纳米材料的研究近来颇受关注。多六方碳纳米管是一类重要的纳米材料,具有多种用途。通过基于反向度的拓扑指数,人们将碳纳米管的两个阶段,即 "人字形 "和 "扶手椅形 "的拓扑特性和熵并列起来。此外,还计算并比较了碳纳米管两相的熵和拓扑结构,结果表明人字形纳米管的熵大于扶手椅形纳米管。此外,还指出了所开发技术在核磁共振和 ESR 光谱等各种光谱中的应用。在今后的研究中,还将考虑对其他各种复杂化学结构的反向、还原反向拓扑指数和熵进行详细分析和应用。
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引用次数: 0
Molecular design and characterization of the PANI/yttrium oxide multifunctional nanocomposite material PANI/yttium oxide 多功能纳米复合材料的分子设计与表征
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-16 DOI: 10.1016/j.comptc.2024.114904
Regina M. Burganova, Sadegh Kaviani, Irina I. Piyanzina, Oleg V. Nedopekin
A detailed density functional theory study was conducted on the nanocomposites formed by polyaniline and yttrium oxide clusters, employing the mixed 6-311G(d,p)/LANL2DZ basis set. The investigation identified the formation of the nanocomposites through strong covalent bonding and moderate electrostatic interactions, resulting in significant binding energies. These interactions contributed to a reduction in the band gap, increased electron activity, and higher chemical reactivity compared to pure polyaniline. The formation of the nanocomposites induced a redshift in the UV–vis absorption spectra, moving the maximum absorption wavelength from the ultraviolet to the visible region, indicating n-type doping. Natural bond orbital analysis confirmed the role of yttrium oxide clusters as electron acceptors, with polyaniline serving as an electron donor.
利用 6-311G(d,p)/LANL2DZ 混合基集对聚苯胺和氧化钇簇合物形成的纳米复合材料进行了详细的密度泛函理论研究。研究发现,纳米复合材料是通过强共价键和中等静电相互作用形成的,从而产生了显著的结合能。与纯聚苯胺相比,这些相互作用降低了带隙,增加了电子活性,提高了化学反应活性。纳米复合材料的形成引起了紫外-可见吸收光谱的重移,最大吸收波长从紫外区移到了可见区,这表明了 n 型掺杂。自然键轨道分析证实了氧化钇团簇作为电子受体的作用,而聚苯胺则是电子供体。
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引用次数: 0
Machine learning prediction of hydrogen adsorption energy on platinum nanoclusters: A comparative study of SOAP descriptors 铂纳米团簇氢吸附能的机器学习预测:SOAP 描述子比较研究
IF 3 3区 化学 Q3 CHEMISTRY, PHYSICAL Pub Date : 2024-10-15 DOI: 10.1016/j.comptc.2024.114923
Zhiheng Yu , Yanli Li , Yanwei Wen , Bin Shan , Jiaqiang Yang
Hydrogen binding energy in metal materials is of high significance in the hydrogen storage as well as the hydrogen evolution reaction of electrocatalysis. In this work, the datasets (more than 9000 data) of hydrogen adsorbed on Pt nanoclusters with different sizes are obtained by first-principles calculations. Data analysis shows that the binding strength of hydrogen with Pt is closely relevant to the local structures of the adsorption sites. The local features of the distance between the platinum and hydrogen and the size of the nanoclusters are supplemented to the Smooth Overlap of Atomic Positions descriptors to fit and predict the adsorption energies of hydrogen on different Pt nano-structures by performing the machine learning method. Gaussian Process Regression (GPR) and Random Forest Regressor (RFR) are used to construct the prediction model of hydrogen binding energies and it is found the R2 of test set is improved from 0.63 to 0.78 with modified descriptors. By applying it into other nanoclusters, the MAE of the prediction model is 0.08 eV, which exhibits high accuracy of the hydrogen adsorption energy. Our model can be easily extended to the prediction of hydrogen adsorption energy of other materials with affordable computational cost and accuracy, which would be helpful for the structural design of high-performance catalysts.
金属材料中的氢结合能在储氢和电催化氢进化反应中具有重要意义。本研究通过第一性原理计算获得了不同尺寸铂纳米团簇吸附氢气的数据集(超过 9000 个数据)。数据分析表明,氢与铂的结合强度与吸附位点的局部结构密切相关。铂与氢之间的距离和纳米团簇的大小等局部特征与原子位置平滑重叠描述符相辅相成,通过机器学习方法拟合并预测氢在不同铂纳米结构上的吸附能。使用高斯过程回归(GPR)和随机森林回归器(RFR)构建氢结合能预测模型,发现使用修改后的描述符,测试集的 R2 从 0.63 提高到 0.78。将其应用到其他纳米团簇中,预测模型的 MAE 为 0.08 eV,显示出氢吸附能的高精度。我们的模型可以很容易地扩展到其他材料的氢吸附能预测中,而且计算成本和精度都不高,这将有助于高性能催化剂的结构设计。
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引用次数: 0
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Computational and Theoretical Chemistry
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