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Structural and spectral characterizations of mono-nitrogen doped C70 fullerene by soft X-ray spectroscopy 利用软 X 射线光谱分析单氮掺杂 C70 富勒烯的结构和光谱特征
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-19 DOI: 10.1016/j.chemphys.2024.112523
Zhi-Ang Jiang, Hai-Bo Li, Hao-Qing Zhu, Yong Ma, Xiu-Neng Song
C70 fullerene and its five mono-nitrogen-doped C69N derivatives were identified by calculated x-ray photoelectron spectroscopy (XPS) and near-edge x-ray absorption fine structure (NEXAFS) spectra on density functional theory (DFT) level. The results show that the NEXAFS spectra are more ideal to identify C69N isomers accurately. Furthermore, the relationship between the spectra and local structures is discussed as well. The analysis of XPS and NEXAFS spectra for C69N isomers can help in understanding the preparation and modification of these materials and providing a theoretical foundation for the development of nitrogen-doped fullerenes.
通过在密度泛函理论(DFT)水平上计算 X 射线光电子能谱(XPS)和近边 X 射线吸收精细结构(NEXAFS)光谱,鉴定了 C70 富勒烯及其五种单氮掺杂的 C69N 衍生物。结果表明,近边 X 射线吸收精细结构光谱更适合准确识别 C69N 异构体。此外,还讨论了光谱与局部结构之间的关系。对 C69N 异构体的 XPS 和 NEXAFS 光谱分析有助于理解这些材料的制备和改性,并为掺氮富勒烯的开发提供理论基础。
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引用次数: 0
Investigation on the development of Novel PAM structure as high-performance clay inhibitor in HT/HP conditions by using functional groups 利用官能团将新型 PAM 结构开发为 HT/HP 条件下的高性能粘土抑制剂的研究
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-17 DOI: 10.1016/j.chemphys.2024.112517
Matamba Musungayi Georges , Kai Wang , Jiafang Xu , Mbombo Musau Christelle , Wetshondo Osomba Dominique , Camara Moussa
Polyacrylamide (PAM) molecular structures are not stable at higher temperatures, limiting their effectiveness in water-based drilling fluid (WBDF) applications. This study focuses on identifying functional groups that can enhance the thermal stability of PAM structure. It presents a comprehensive and comparative analysis of the swelling inhibition capacity of both low and high molecular weight (MW) PAM-based polymers at high temperature and high pressure (HT/HP). The mechanism by which modified PAM interacts with and adsorbs to the clay (Na-MMT) surface is examined, along with an analysis of the surface properties of the clay minerals. Therefore, molecular dynamic (MD) simulation results revealed that the Novel PAM polymers with high MW containing ethyl and benzyl groups demonstrate greater stability and more controlled deformation behavior compared to conventional PAM at HT conditions. Surface modification and hydrophobic effects were observed in the interactions between polymers and Na-MMT. Low MW PAM-based polymers showed larger fluctuations in d-spacing, indicating various or more disruptive interactions. In contrast, the insertion of high MW PAM-based polymer resulted in significantly narrower and lower d-spacing fluctuation ranges. The Novel PAM exhibited superior performance, providing lower d-spacing fluctuations compared to both low MW PAM-based polymers and standard PAM. Across a temperature range from 300 to 600°K, the Novel PAM consistently improved polymer adsorption on the Na-MMT surface compared to standard PAM. Indicating that the modifications effectively reduce the interaction between Na-MMT particles and water molecules while enhancing the interaction between the polymer and Na-MMT, potentially leading to more stable structures in HT/HP environments. The enhanced stability suggests that Novel PAM is more suitable for WBDF applications, as it is less prone to structural changes and can maintain its integrity under harsh conditions. The modifications provide the polymer with better resilience, potentially leading to improved performance in practical applications.
聚丙烯酰胺(PAM)分子结构在较高温度下不稳定,限制了其在水基钻井液(WBDF)应用中的有效性。本研究的重点是确定可提高 PAM 结构热稳定性的官能团。它对低分子量和高分子量(MW)PAM 基聚合物在高温高压(HT/HP)条件下的膨胀抑制能力进行了全面的比较分析。在分析粘土矿物表面特性的同时,还研究了改性 PAM 与粘土(Na-MMT)表面相互作用并吸附的机制。因此,分子动力学(MD)模拟结果表明,与传统 PAM 相比,含有乙基和苄基的高分子量新型 PAM 聚合物在 HT 条件下表现出更高的稳定性和更受控制的变形行为。在聚合物与 Na-MMT 的相互作用中观察到了表面改性和疏水效应。低 MW PAM 基聚合物的 d 间距波动较大,表明存在各种或更多的破坏性相互作用。相比之下,插入高 MW PAM 基聚合物后,d-间距波动范围明显更窄、更小。与低 MW PAM 基聚合物和标准 PAM 相比,新型 PAM 表现出更优越的性能,可提供更低的 d 距波动。在 300 至 600°K 的温度范围内,与标准 PAM 相比,新型 PAM 始终能改善 Na-MMT 表面的聚合物吸附性。这表明改性有效地减少了 Na-MMT 颗粒与水分子之间的相互作用,同时增强了聚合物与 Na-MMT 之间的相互作用,从而有可能在 HT/HP 环境中形成更稳定的结构。稳定性的增强表明,Novel PAM 更适用于 WBDF 应用,因为它不易发生结构变化,并能在苛刻条件下保持其完整性。改性使聚合物具有更好的弹性,从而有可能提高实际应用中的性能。
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引用次数: 0
Modulated electronic properties of borophene nanoribbons using copper and oxygen atoms 利用铜原子和氧原子调制硼吩纳米带的电子特性
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-17 DOI: 10.1016/j.chemphys.2024.112520
Weihua Wang, Junchi Ma, Yuxuan Wang, Fushi Jiang, Kunpeng Zhou, Peifang Li
The electronic and optical properties of borophene nanoribbons, influenced by the adsorption of copper (Cu) and oxygen (O) atoms in various configurations, were studied using first-principles calculations. The findings indicated that the most stable configuration, with the minimum adsorption energy of −9.09 eV, was achieved with double-upper center adsorbed double O atoms. By varying the adsorption positions and the number of Cu and O atoms, borophene nanoribbons were successfully tuned to transform into direct and indirect band-gap semiconductors. In particular, borophene nanoribbons with single and double-upper center adsorbed Cu atoms exhibited direct band gaps of 0.083 eV and 0.185 eV, respectively. In contrast, the double-upper center adsorbed double O atoms configuration resulted in an indirect band gap of 0.039 eV. The results further demonstrated that the Fermi levels crossed into the valence band, displaying p-type degenerate semiconductor characteristics for configurations with single and double-upper center adsorbed Cu atoms as well as double-upper center adsorbed double O atoms.
通过第一原理计算,研究了硼吩纳米带的电子和光学特性受铜(Cu)和氧(O)原子以不同构型吸附的影响。结果表明,双上中心吸附双 O 原子的构型最稳定,吸附能最小,为 -9.09 eV。通过改变 Cu 原子和 O 原子的吸附位置和数量,成功地将硼吩纳米带调整为直接和间接带隙半导体。其中,单中心和双上中心吸附 Cu 原子的硼吩纳米带的直接带隙分别为 0.083 eV 和 0.185 eV。相比之下,双上中心吸附双 O 原子构型的间接带隙为 0.039 eV。结果进一步表明,费米级跨入价带,在单中心和双上中心吸附铜原子以及双上中心吸附双 O 原子的配置中显示出 p 型退化半导体特性。
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引用次数: 0
Construction of dual-output molecular logic circuit based on bovine serum albumin loaded with two fluorescent compounds 基于负载两种荧光化合物的牛血清白蛋白的双输出分子逻辑电路的构建
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-17 DOI: 10.1016/j.chemphys.2024.112531
Yulin Mo , Shirong Dong , Haibin Lin
Most fluorescent compounds have only one fluorescence emission peak, it is difficult to directly construct double-output or triple-output molecular logic devices using a single fluorescent compound. Therefore, this paper proposes using bovine serum albumin (BSA) as a carrier to load 5-sulfosalicylic acid and fluorescein isothiocyanate at different sites of BSA to synthesize the L1/L2@BSA complex, and based on fluorescence resonance and electron exchange energy transfer (or hybrid FRET-DET) to construct a dual-output molecular logic circuit. This construction of double-output molecular logic devices based on the combination of two fluorescent compounds using BSA as a carrier can not only perform controllable screening and combination according to the requirements of excitation wavelength or emission wavelength, but perhaps also build an ideal research model for exploring the energy transfer mechanism of multi-molecular coupled exciton fields.
大多数荧光化合物只有一个荧光发射峰,很难直接利用单一荧光化合物构建双输出或三输出分子逻辑器件。因此,本文提出以牛血清白蛋白(BSA)为载体,在 BSA 的不同位点负载 5-磺基水杨酸和异硫氰酸荧光素,合成 L1/L2@BSA 复合物,并基于荧光共振和电子交换能量转移(或混合 FRET-DET)构建双输出分子逻辑电路。这种以BSA为载体、基于两种荧光化合物组合的双输出分子逻辑器件的构建,不仅可以根据激发波长或发射波长的要求进行可控的筛选和组合,而且可能为探索多分子耦合激子场的能量转移机制建立一个理想的研究模型。
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引用次数: 0
Ice-grain impact on a rough amorphous silica surface 冰粒对粗糙无定形二氧化硅表面的影响
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-16 DOI: 10.1016/j.chemphys.2024.112529
Raihan Alfaridzi , Herbert M. Urbassek , Yudi Rosandi
Using molecular dynamics simulation, we analyze the collision between a water-ice grain and a silica surface. Both a flat and porous surfaces are studied. We find that the presence of pores in the silica sample and the induced roughness of the silica surface significantly influence the collision outcome. The presence of pores on the surface increases the contact area of the colliding grain with the silica sample, and consequently also the number of reaction products, i.e., water dissociation products and silanol groups formed at the silica surface. The effect is maximum if the pore size is of the order of the grain radius. In addition, the presence of pores on the surface allows for the penetration of water molecules under the surface, molecule ejection from the colliding ice grain is enhanced, and dissipation of the collision energy into the sample is hindered.
我们利用分子动力学模拟分析了水冰颗粒与二氧化硅表面之间的碰撞。我们研究了平面和多孔表面。我们发现,二氧化硅样品中孔隙的存在和二氧化硅表面的诱导粗糙度对碰撞结果有很大影响。表面孔隙的存在增加了碰撞晶粒与二氧化硅样品的接触面积,从而也增加了反应产物的数量,即在二氧化硅表面形成的水解离产物和硅醇基团。如果孔隙大小与晶粒半径相当,则影响最大。此外,表面孔隙的存在允许水分子渗透到表面下,分子从碰撞的冰粒中喷射出来的能力增强,碰撞能量在样品中的消散受到阻碍。
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引用次数: 0
Fabrication and electrochemical investigations of nanostructured PtSn-NiTiO3 heterostructured electrocatalysts for direct methanol oxidation 用于直接甲醇氧化的纳米结构 PtSn-NiTiO3 异质结构电催化剂的制备和电化学研究
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-12 DOI: 10.1016/j.chemphys.2024.112516
V. Chellasamy , P. Thangadurai
The methanol oxidation reaction of a PtSn nanoparticle decorated NiTiO3 nanostructured material system is reported in this paper. NiTiO3 and PtSn nanoparticles were formed in rhombohedral and cubic phases, respectively. The crystallite size of the PtSn nanoparticles was calculated to be 2.8 nm from the XRD peak parameters and TEM studies. The surface plasmon resonance peak observed at 308 nm indicates the decoration of PtSn-NiTiO3 nanostructures with Pt nanoparticles on the surface. The chemical oxidation states investigated by XPS showed a metallic state of Pt and Sn with a small amount of surface oxidization. From the electrochemical analysis, the Pt0.5Sn0.5-NiTiO3 nanostructures showed superior electrocatalytic performance with higher electrochemical surface area (252 m2/g), high current density (196 mA/cm2), lower Tafel value (161.31 mV/dec) and small charge transfer resistance. This work demonstrated that the Pt0.5Sn0.5 −NiTiO3 nanostructure would be a suitable electrocatalyst for oxidation for methanol in DMFC.
本文报告了铂硒纳米粒子装饰的 NiTiO3 纳米结构材料体系的甲醇氧化反应。NiTiO3 和 PtSn 纳米粒子分别以斜方体和立方体形式形成。根据 XRD 峰参数和 TEM 研究,计算出 PtSn 纳米粒子的结晶尺寸为 2.8 nm。在 308 nm 处观察到的表面等离子共振峰表明,PtSn-NiTiO3 纳米结构的表面装饰有铂纳米粒子。通过 XPS 调查的化学氧化态显示,铂和锡处于金属态,表面有少量氧化。从电化学分析来看,Pt0.5Sn0.5-NiTiO3 纳米结构具有较高的电化学比表面积(252 m2/g)、较高的电流密度(196 mA/cm2)、较低的塔菲尔值(161.31 mV/dec)和较小的电荷转移电阻,显示出卓越的电催化性能。这项研究表明,Pt0.5Sn0.5 -NiTiO3 纳米结构将成为 DMFC 中甲醇氧化的合适电催化剂。
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引用次数: 0
Facile synthesis of molecularly-imprinted magnetic-MoS2 nanosheets for selective and sensitive detection of ametryn 分子印迹磁性-MoS2 纳米片的简易合成,用于选择性和灵敏地检测四甲基砷
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-12 DOI: 10.1016/j.chemphys.2024.112526
Mustafa Bilici, Adem Zengin
In the present study, a novel analytical method was developed for selective and sensitive detection of ametryn in tap and lake water samples based on molecular imprinting technology with high performance liquid chromatography-ultraviolet detection. For this purpose, molecularly-imprinted magnetic MoS2 (MIP@mag-MoS2) particles were synthesized via surface initiated reversible addition-fragmentation chain transfer polymerization. The investigation of the rebinding properties, selective recognition ability, and reusability of the MIP@mag-MoS2 demonstrated their high adsorption capacity, outstanding selectivity, rapid adsorption kinetics, and capability for multiple uses, with an imprinting factor of 4.39. The detection limits for ametryn were 0.031 µ g/L and 0.041 µ g/L in tap water and lake water, respectively. The proposed method also had high recovery percentage and low relative standard deviations for the water samples spiked with ametryn. The results suggest that the combination of mag-MoS2 with MIP layer is a prospective alternative analytical method for quantification of ametryn.
本研究基于分子印迹技术和高效液相色谱-紫外检测技术,开发了一种新型分析方法,用于选择性、灵敏地检测自来水和湖水样品中的乙草胺。为此,通过表面引发的可逆加成-断裂链转移聚合合成了分子印迹磁性 MoS2(MIP@mag-MoS2)颗粒。对 MIP@mag-MoS2 的再结合特性、选择性识别能力和可重复使用性的研究表明,其吸附能力强、选择性突出、吸附动力学迅速,并可多次使用,印迹因子为 4.39。自来水和湖水中乙草胺的检出限分别为 0.031 µ g/L 和 0.041 µ g/L。该方法对添加了双甲脒的水样具有较高的回收率和较低的相对标准偏差。结果表明,mag-MoS2 与 MIP 层的结合是一种很有前景的定量分析方法。
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引用次数: 0
Molecular dynamics of deformation and fragmentation processes in liquid droplets under pulsed electric field 脉冲电场下液滴变形和破碎过程的分子动力学
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-12 DOI: 10.1016/j.chemphys.2024.112519
Chuanke Liang, Zexin Liu, Yeqi Yan, Yancheng Tao, Tao Li, Hailong Chen
The deformation and breakup of droplets are widely observed in various aspects of production and daily life. Using molecular dynamics simulations, this study primarily investigated the deformation and breakup of droplets in a nitrogen environment under pulsed electric fields of different frequencies. The results indicate that the droplet deformation undergoes periodic changes under the influence of the pulsed electric field. At equivalent electric field strengths, droplets are more likely to break under a 6.25 GHz pulsed electric field compared to a 25 GHz pulsed electric field, where droplet deformation remains stable without breaking. At every frequency, the bond energy of water molecules consistently decreases. The solvent-accessible surface area changes with the electric field at 6.25 GHz. Furthermore, the minimum value of hydrogen bond quantity reached under high-frequency pulsed fields is higher than that under low-frequency fields. The change in hydrogen bond quantity is inversely proportional to the solvent-accessible surface area. These findings provide insights into the microscopic mechanisms of droplet deformation and breakup, offering a reference for future studies.
液滴的变形和破裂广泛存在于生产和日常生活的各个方面。本研究利用分子动力学模拟,主要研究了不同频率脉冲电场作用下氮气环境中液滴的变形和破裂。结果表明,液滴变形在脉冲电场的影响下会发生周期性变化。在同等电场强度下,液滴在 6.25 GHz 脉冲电场下更容易断裂,而在 25 GHz 脉冲电场下,液滴变形保持稳定而不会断裂。在每个频率下,水分子的键能都会持续降低。在 6.25 GHz 频率下,可溶解表面积随电场变化而变化。此外,高频脉冲电场下氢键量达到的最小值高于低频电场下的最小值。氢键量的变化与可溶解表面积成反比。这些发现深入揭示了液滴变形和破裂的微观机理,为今后的研究提供了参考。
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引用次数: 0
Adsorption and work function type sensing of SF6 decompositions (SO2, SOF2, SO2F2, H2S and HF) based on Fe and Cu decorated B4CN3 monolayer. A first-principles study 基于铁和铜装饰的 B4CN3 单层对 SF6 分解(SO2、SOF2、SO2F2、H2S 和 HF)的吸附和功函数式传感。第一原理研究
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-12 DOI: 10.1016/j.chemphys.2024.112522
Hamza Ahmad , Xianshan Li , Basheer Ahmed Kalwar , Xinyu Tan , Muhammad Rafique Naich
During frequent arc-quenching operations, SF6 gas in SF6 power circuit breakers decomposes into sulfur-based gases, which eventually causes weakening of quenching ability of SF6 gas. Therefore, such decompositions must be sensed and captured timely to avoid any malfunctioning of SF6 circuit breaker. Here we investigate the sensing/adsorption and release of SF6 decompositions (SO2, SOF2, SO2F2, H2S, and HF) on a monolayer B4CN3 through first-principles calculations. Pure B4CN3 is unable to capture gas molecules due to insufficient adsorption energy, resulting in their rapid release. However, with Fe and Cu decoration on B4CN3, adsorption and release are greatly improved. The mechanism included evaluating band structure, work functions (Φ), and transport transmission (I-V). The order of gas adsorption/sensitivity of Fe and Cu decorated B4CN3 to target gases is SOF2 > SO2F2 > SO2 > H2S > HF. Moreover, despite having lower adsorption energies, Cu decorated B4CN3 is more sensitive to all gas molecules than Fe decorated, indicating no direct impact of higher adsorption energy to sensitivity. Gas molecule release time at room temperature can be reduced to nanoseconds either by rising the temperature to 499 K or by just exposing to UV radiation. Our study presents theoretical insights into the gas sensing capabilities of Fe and Cu decorated B4CN3 monolayers for SF6 decompositions.
在频繁的熄弧操作中,SF6 电力断路器中的 SF6 气体会分解成硫基气体,最终导致 SF6 气体的熄弧能力减弱。因此,必须及时感应和捕捉这种分解,以避免 SF6 断路器出现任何故障。在此,我们通过第一原理计算研究了单层 B4CN3 对 SF6 分解物(SO2、SOF2、SO2F2、H2S 和 HF)的感应/吸附和释放。纯 B4CN3 由于吸附能量不足而无法捕获气体分子,导致气体分子迅速释放。然而,在 B4CN3 上装饰铁和铜后,吸附性和释放性大大提高。研究机制包括评估带状结构、功函数(Φ)和传输传输(I-V)。铁和铜装饰的 B4CN3 对目标气体的吸附/敏感性顺序为 SOF2 > SO2F2 > SO2 > H2S > HF。此外,尽管铜装饰的 B4CN3 的吸附能较低,但它对所有气体分子的灵敏度都高于铁装饰的 B4CN3,这表明吸附能越高对灵敏度没有直接影响。通过将温度升高到 499 K 或直接暴露在紫外线辐射下,室温下的气体分子释放时间可缩短到纳秒级。我们的研究从理论上揭示了铁和铜装饰的 B4CN3 单层对 SF6 分解的气体传感能力。
{"title":"Adsorption and work function type sensing of SF6 decompositions (SO2, SOF2, SO2F2, H2S and HF) based on Fe and Cu decorated B4CN3 monolayer. A first-principles study","authors":"Hamza Ahmad ,&nbsp;Xianshan Li ,&nbsp;Basheer Ahmed Kalwar ,&nbsp;Xinyu Tan ,&nbsp;Muhammad Rafique Naich","doi":"10.1016/j.chemphys.2024.112522","DOIUrl":"10.1016/j.chemphys.2024.112522","url":null,"abstract":"<div><div>During frequent arc-quenching operations, SF<sub>6</sub> gas in SF<sub>6</sub> power circuit breakers decomposes into sulfur-based gases, which eventually causes weakening of quenching ability of SF<sub>6</sub> gas. Therefore, such decompositions must be sensed and captured timely to avoid any malfunctioning of SF<sub>6</sub> circuit breaker. Here we investigate the sensing/adsorption and release of SF<sub>6</sub> decompositions (SO<sub>2</sub>, SOF<sub>2</sub>, SO<sub>2</sub>F<sub>2</sub>, H<sub>2</sub>S, and HF) on a monolayer B<sub>4</sub>CN<sub>3</sub> through first-principles calculations. Pure B<sub>4</sub>CN<sub>3</sub> is unable to capture gas molecules due to insufficient adsorption energy, resulting in their rapid release. However, with Fe and Cu decoration on B<sub>4</sub>CN<sub>3</sub>, adsorption and release are greatly improved. The mechanism included evaluating band structure, work functions (Φ), and transport transmission (I-V). The order of gas adsorption/sensitivity of Fe and Cu decorated B<sub>4</sub>CN<sub>3</sub> to target gases is SOF<sub>2</sub> &gt; SO<sub>2</sub>F<sub>2</sub> &gt; SO<sub>2</sub> &gt; H<sub>2</sub>S &gt; HF. Moreover, despite having lower adsorption energies, Cu decorated B<sub>4</sub>CN<sub>3</sub> is more sensitive to all gas molecules than Fe decorated, indicating no direct impact of higher adsorption energy to sensitivity. Gas molecule release time at room temperature can be reduced to nanoseconds either by rising the temperature to 499 K or by just exposing to UV radiation. Our study presents theoretical insights into the gas sensing capabilities of Fe and Cu decorated B<sub>4</sub>CN<sub>3</sub> monolayers for SF<sub>6</sub> decompositions.</div></div>","PeriodicalId":272,"journal":{"name":"Chemical Physics","volume":"589 ","pages":"Article 112522"},"PeriodicalIF":2.0,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142654960","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
Machine learning assisted designing of hole-transporting materials for high performance perovskite solar cells 机器学习辅助设计用于高性能过氧化物太阳能电池的空穴传输材料
IF 2 3区 化学 Q4 CHEMISTRY, PHYSICAL Pub Date : 2024-11-12 DOI: 10.1016/j.chemphys.2024.112515
Muhammad Saqib , Uzma Shoukat , Mohamed Mohamed Soliman , Shahida Bashir , Mudassir Hussain Tahir , Hamdy Khamees Thabet , Mohamed Kallel
In recent years, the advancement of perovskite solar cells has accelerated, leading to continuous performance improvements. Over the past few years, machine learning (ML) has gained popularity among scientists researching perovskite solar cells. In this study, ML is used to screen hole-transporting materials for perovskite solar cells. To construct machine-learning (ML) models, data from prior investigations are collected. Out of four machine learning algorithms trained for predicting reorganization energy (Rh), the gradient boosting regression model stood out as the most effective, attaining an R2 value of 0.89. Data visualization analysis is then utilized to scrutinize the patterns within the dataset. 10,000 new compounds are generated. Chemical space of generated compounds is visualized using various measures. Minor structural modifications resulted in only a slight alteration in reorganization energy (Rh). The newly introduced multidimensional framework has the potential to efficiently screen materials in a short amount of time.
近年来,包晶体太阳能电池的发展日新月异,性能不断提高。在过去几年中,机器学习(ML)在研究包晶体太阳能电池的科学家中越来越受欢迎。在本研究中,ML 被用于筛选包晶体太阳能电池的空穴传输材料。为了构建机器学习(ML)模型,收集了先前研究的数据。在为预测重组能(Rh)而训练的四种机器学习算法中,梯度提升回归模型最为有效,其 R2 值达到 0.89。然后,利用数据可视化分析仔细研究数据集中的模式。生成 10,000 个新化合物。使用各种测量方法对生成化合物的化学空间进行可视化。微小的结构修改仅导致重组能(Rh)的轻微变化。新引入的多维框架具有在短时间内高效筛选材料的潜力。
{"title":"Machine learning assisted designing of hole-transporting materials for high performance perovskite solar cells","authors":"Muhammad Saqib ,&nbsp;Uzma Shoukat ,&nbsp;Mohamed Mohamed Soliman ,&nbsp;Shahida Bashir ,&nbsp;Mudassir Hussain Tahir ,&nbsp;Hamdy Khamees Thabet ,&nbsp;Mohamed Kallel","doi":"10.1016/j.chemphys.2024.112515","DOIUrl":"10.1016/j.chemphys.2024.112515","url":null,"abstract":"<div><div>In recent years, the advancement of perovskite solar cells has accelerated, leading to continuous performance improvements. Over the past few years, machine learning (ML) has gained popularity among scientists researching perovskite solar cells. In this study, ML is used to screen hole-transporting materials for perovskite solar cells. To construct machine-learning (ML) models, data from prior investigations are collected. Out of four machine learning algorithms trained for predicting reorganization energy (Rh), the gradient boosting regression model stood out as the most effective, attaining an R<sup>2</sup> value of 0.89. Data visualization analysis is then utilized to scrutinize the patterns within the dataset. 10,000 new compounds are generated. Chemical space of generated compounds is visualized using various measures. Minor structural modifications resulted in only a slight alteration in reorganization energy (Rh). The newly introduced multidimensional framework has the potential to efficiently screen materials in a short amount of time.</div></div>","PeriodicalId":272,"journal":{"name":"Chemical Physics","volume":"589 ","pages":"Article 112515"},"PeriodicalIF":2.0,"publicationDate":"2024-11-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142654974","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
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