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基于机器学习的有机太阳能电池能级预测及分子设计
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作者 彭鑫裕 雷敏 +1 位作者 赵潇捷 彭志嫣 《湖南工业大学学报》 2024年第5期33-39,共7页
作为分布式可再生能源关键组成部分的有机太阳能电池,其效率的主要限制因素是分子的最高占据分子轨道(HOMO)和最低未占据分子轨道(LUMO)之间的能级差异。为了能降低有机太阳能电池的制造成本,提高有机太阳能电池的能量转换效率,提出利... 作为分布式可再生能源关键组成部分的有机太阳能电池,其效率的主要限制因素是分子的最高占据分子轨道(HOMO)和最低未占据分子轨道(LUMO)之间的能级差异。为了能降低有机太阳能电池的制造成本,提高有机太阳能电池的能量转换效率,提出利用机器学习分析有机太阳能电池的能级,指导分子设计。首先,利用机器学习的高效性和成本效益,筛选出20个关键特征,以深入分析其如何影响光伏器件的性能。随后,构建了6种不同的预测模型,对比发现其中基于梯度提升的XGBT模型在预测有机太阳能电池性能方面表现最佳,其决定系数为0.8,并且其均方根误差仅为0.2。最后,利用该模型有效地预测了有机太阳能电池的性能,并且通过对HOMO与LUMO的深入分析,成功识别出两种影响有机太阳能电池能级的关键分子结构。 展开更多
关键词 机器学习 分布式新能源 有机太阳能电池 最高占据分子轨道 最低未占据轨道
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热稳定绝缘纸抗热老化性能提升机制的量子化学研究 被引量:16
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作者 廖瑞金 聂仕军 +4 位作者 周欣 汪可 袁磊 杨丽君 程焕超 《中国电机工程学报》 EI CSCD 北大核心 2013年第25期196-203,28,共8页
为了从微观角度探究物理改性和化学改性提升热稳定纸抗热老化性能的机制,对纤维素改性相关的几种模型分子、热稳定剂、小分子酸、水分子和氧气进行了量子化学计算,获取了相关分子的最高占用轨道(highest occupiedmolecular orbital,HOMO... 为了从微观角度探究物理改性和化学改性提升热稳定纸抗热老化性能的机制,对纤维素改性相关的几种模型分子、热稳定剂、小分子酸、水分子和氧气进行了量子化学计算,获取了相关分子的最高占用轨道(highest occupiedmolecular orbital,HOMO)能量、最低未占用轨道(lowestunoccupied molecular orbital,LUMO)能量及3种-D-吡喃葡萄糖分子的Mulliken布局分布。通过反应分子间的前线轨道能隙和亲电亲核反应位点来考察不同分子间的反应活性及活性点。结果表明:热稳定纸中胺基热稳定剂先与水分子、小分子酸和氧气这些老化因子反应,从而保护了纤维素链;化学改性使得纤维素的抗氧化性能有小幅提升,但化学稳定性却被降低,由于变压器运行温度远小于起始分解温度,热解难以进行;热稳定纸的亲水性差使得纸中水分含量少,加上有机酸的消耗,纤维素水解反应进行缓慢,这在热老化实验中纸的聚合度下降较少上得到了印证。 展开更多
关键词 热稳定纸 密度泛函 物理改性 化学改性 抗热老化 最高占用轨道 最低未占用轨道
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苯乙烯与苯酚反应的前线轨道理论分析 被引量:4
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作者 何伟平 黄菊 +1 位作者 王德堂 刘晓静 《原子与分子物理学报》 北大核心 2017年第2期231-237,共7页
采用密度泛函理论的M062X方法和6-311G(d,p)基组,对苯乙烯与苯酚的反应进行了分子轨道理论计算.通过讨论反应过程中各分子的最高占据轨道(HOMO)和最低空轨道(LUMO),预测了化学反应的方向和相应的反应产物.经过前线轨道理论分析,得出苯... 采用密度泛函理论的M062X方法和6-311G(d,p)基组,对苯乙烯与苯酚的反应进行了分子轨道理论计算.通过讨论反应过程中各分子的最高占据轨道(HOMO)和最低空轨道(LUMO),预测了化学反应的方向和相应的反应产物.经过前线轨道理论分析,得出苯乙烯与苯酚反应的关键步骤是形成苯乙烯基碳正离子,反应中H+起到催化作用;反应产物主要有4-(1-苯基乙基)苯酚、2-(1-苯基乙基)苯酚、2,4-双-(1-苯基乙基)苯酚、2,4,6-三-(1-苯基乙基)苯酚(SP-3)、1,3-二苯基丁烯和4-(1,2-二苯丙基)苯酚. 展开更多
关键词 苯乙烯 苯酚 化学反应 前线轨道 HOMO lumo
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甲酸到戊酸减电子、加电子对其分子轨道的影响
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作者 姚树文 崔乘幸 侯振雨 《河南科技学院学报(自然科学版)》 2012年第5期44-48,共5页
研究了从甲酸到戊酸加减电子对最高占据轨道和最低非占据轨道的影响.甲酸到戊酸加电子后占据轨道曲线分布与其本身的最低非占据轨道曲线一致,即可知电子加载到最低非占据轨道;减电子后非占据轨道曲线分布与其本身的最高占据轨道分布曲... 研究了从甲酸到戊酸加减电子对最高占据轨道和最低非占据轨道的影响.甲酸到戊酸加电子后占据轨道曲线分布与其本身的最低非占据轨道曲线一致,即可知电子加载到最低非占据轨道;减电子后非占据轨道曲线分布与其本身的最高占据轨道分布曲线一致,可知甲酸到戊酸减电子减在最高占据轨道上. 展开更多
关键词 GAUSSIAN03 加减电子 最低非占据轨道 最高占据轨道
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DFT Investigation of the Hydrogen Adsorption on Graphene and Graphene Sheet Doped with Osmium and Tungsten 被引量:1
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作者 Balqees Suliman Alshareef 《Open Journal of Physical Chemistry》 2020年第4期197-204,共8页
Significant interest has been focused on graphene materials for their unique properties as Hydrogen storage materials. The development of their abilities by modifying their configuration with doped or decorated transi... Significant interest has been focused on graphene materials for their unique properties as Hydrogen storage materials. The development of their abilities by modifying their configuration with doped or decorated transition metals </span><span style="font-family:Verdana;">was also of great interest. In this work</span><span style="font-family:Verdana;">,</span><span style="font-family:Verdana;"> using the DFT/B3LYP/6-31G/LanL2DZ</span><span style="font-family:Verdana;"> level of theory, graphene sheet (GS) as one of the materials of interest was doped with two transition metals, Osmium (Os) and Tungsten (W). Two active sites on the GS were tested (C4 and C16) resulted into adsorbed systems, H2@C4-GS and H2@C16-GS. C16 position showed the largest adsorption energy compared to that at C4. Therefore, C4 was replaced by the two metals and two adsorbed systems were formed</span><span style="font-family:Verdana;">: </span><span style="font-family:Verdana;">H</span><sub><span style="font-family:Verdana;vertical-align:sub;">2</span></sub><span style="font-family:Verdana;">@Os-GS and H2@W-GS. The binding energy of H</span><sub><span style="font-family:Verdana;vertical-align:sub;">2</span></sub><span style="font-family:Verdana;">@Os-GS was found to be greater than that of H2@W-GS. 展开更多
关键词 Graphene Sheet Doping Metal OSMIUM TUNGSTEN Density Functional Theory Adsorption The Highest Occupied molecular orbital The lowest unoccupied molecular orbital
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偶氮染料的脱色率与前线轨道能级和取代基常数的相关性研究
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作者 易长海 李良超 +1 位作者 秦少雄 刘美红 《吉林化工学院学报》 CAS 1999年第1期31-34,共4页
讨论了偶氮染料的生物降解模式及其结构对脱色率的影响.以脱色率为偶氮染料生物降解能力的表征,建立了脱色率与E(LUMO)和δ的相关方程,且计算值与实验结果吻合。
关键词 偶氮染料 取代基常数 脱色率 废水处理 生物降解
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A new nonfullerene acceptor with an extended π conjugation core enables ternary organic solar cells approaching 19%efficiency
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作者 Chunyan Liu Nailiang Qiu +1 位作者 Zhengjin Li Yan Lu 《Nano Research》 SCIE EI CSCD 2024年第5期4062-4068,共7页
In organic solar cells(OSCs),it is an effective way to improve the power conversion efficiency(PCE)by adding a guest component with appropriate absorption and energy levels in the host system.Herein,a new nonfullerene... In organic solar cells(OSCs),it is an effective way to improve the power conversion efficiency(PCE)by adding a guest component with appropriate absorption and energy levels in the host system.Herein,a new nonfullerene acceptor(NFA)named TBF-2Cl was developed by the strategy of expanding theπconjugated core of 2,2’-(((4,4,9,9-tetrahexyl-4,9-dihydro-s-indaceno[1,2-b:5,6-b’]dithiophene-2,7-diyl)bis(methaneylylidene))bis(5,6-dichloro-3-oxo-2,3-dihydro-1H-indene-2,1-diylidene))dimalononitrile(IDT-4Cl)with two benzene rings.With increase of benzene units,TBF-2Cl exhibits higher lowest unoccupied molecular orbital(LUMO)level of-3.75 eV than that of one benzene unit based NFA IDT-4Cl and fluorene core based NFA F-2Cl,which facilitates enhancing the open-circuit voltage(V_(oc))of ternary devices.Moreover,TBF-2Cl film shows a medium optical bandgap with the absorption range from 500-800 nm,being well complementary with the wide bandgap polymer donor D18 and narrow bandgap NFA CH-6F.Accordingly,a remarkable PCE of 18.92%with a high short-circuit current density(J_(sc))of 27.40 mA·cm^(-2),a fill factor(FF)of 0.749,especially an outstanding V_(oc) of 0.922 V was achieved for the optimal ternary device based on D18:TBF-2Cl:CH-6F,surpassing the binary counterpart(17.08%).The findings provide insight into the development of new guest acceptors for obtaining more efficient OSCs. 展开更多
关键词 medium optical bandgap high lowest unoccupied molecular orbital(lumo)level the third component ternary organic solar cell high open-circuit voltage
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On-Surface Synthesis of Electron-Deficient Bisanthene Tetraimide
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作者 Ye Liu Liangliang Chen +11 位作者 Hailong Li Xi-Sha Zhang Qigang Zhong Zhengming Hao Minghui Wu Yan-Ying Huang Lina Wang Minchong Sheng Miao Xie Haiming Zhang Deqing Zhang Lifeng Chi 《CCS Chemistry》 CSCD 2024年第3期672-681,共10页
Imide-based conjugated molecules have emerged as a highly promising class of building blocks for constructing n-type semiconducting materials with lowlying lowest unoccupied molecular orbitals and exceptional stabilit... Imide-based conjugated molecules have emerged as a highly promising class of building blocks for constructing n-type semiconducting materials with lowlying lowest unoccupied molecular orbitals and exceptional stability.Although imides,such as naphthalene diimides,perylene diimides and their lateral fused analogs,have been synthesized extensively,the design and synthesis of largerπ-extended molecules incorporating more than two imide groups are desirable but still very challenging.Herein,we report the synthesis of an unprecedented electron-deficient bisanthene tetraimide(ATI)containing a bisantheneconjugated core and four five-membered imide groups,which was successfully achieved via a combined approach of solution and on-surface synthesis.The chemical structures,electronic states,formation mechanism and aromaticity of ATI were systematically investigated by scanning tunneling microscopy,noncontact atomic force microscopy,scanning tunneling spectroscopy,and density functional theory calculations. 展开更多
关键词 on-surface synthesis ELECTRON-DEFICIENT bisanthene tetraimide DEHYDROCYCLIZATION low lowest unoccupied molecular orbital level
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Metal organophosphates:electronic structure tuning from inert materials to universal alkali-metal-ion battery cathodes 被引量:1
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作者 Wu-Jie Dong Jia-Bo Le +4 位作者 Yan Jin Guo-Qing Zhang Bin Ye Peng Qin Fu-Qiang Huang 《Rare Metals》 SCIE EI CAS CSCD 2023年第1期122-133,共12页
Organic cathodes for alkali-metal-ion batteries attract great attentions in recent years,but the ion storage sites are limited to some finite functional groups.This is because an organic cathode must have proper lowes... Organic cathodes for alkali-metal-ion batteries attract great attentions in recent years,but the ion storage sites are limited to some finite functional groups.This is because an organic cathode must have proper lowest unoccupied molecular orbitals(LUMO) to accept electrons at high potential.Herein,a novel type of organophosphate-based cathode has successfully been explored by tuning the LUMO energy level of organophosphates through metal ions with an inert electron pair.For the first time,the P=O of phytate(PA),N,N,N’,N’-ethylenediaminetetrakis(methylene phytate)(EDTMP),and diethylenetriaminepentakis(methyl phytate)(DTPMP) is activated by lead/bismuth(with 6s2electron pair) to storage Li/Na/K ions reversibly.Typically,density functional theory calculations indicate that the LUMO energy of Bi-PA is greatly reduced from-0.99(PA) to-4.61 eV,which shows the first discharge capacity of 173,182 and 206mAh·g-1and the reversibly capacity of 102,102 and 101mAh·g-1with the discharge platform of 2.4,2.1 and 2.4 V for Li/Na/K-ion battery cathodes,respectively.Similarly,with proper LUMO energy level,Pb-PA(-4.63 eV),Pb-EDTMP(-3.71 eV),and Pb-DTPMP(-4.45 eV) all exhibit admirable performance.This unique strategy of organic materials to alkali-metal-ion battery cathodes offers a new avenue for future energy storage systems. 展开更多
关键词 Organic cathodes Alkali-metal-ion battery lowest unoccupied molecular orbitals(lumo) Organophosphates
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三甲基氰硅烷与三环酮的亲核加成反应初探 被引量:1
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作者 高守海 恽榴红 《军事医学科学院院刊》 CSCD 北大核心 1995年第4期286-288,共3页
利用量子化学AM_1计算的结果从电子水平上探讨了芴酮和另外4个三环酮(酮_(1~4))与三甲基氰硅烷(Me_3SiCN)亲核加成反应的活性存在差别的原因。环酮分子的最低空轨道(LUMO)能级的高低以及羧基碳原子在LU... 利用量子化学AM_1计算的结果从电子水平上探讨了芴酮和另外4个三环酮(酮_(1~4))与三甲基氰硅烷(Me_3SiCN)亲核加成反应的活性存在差别的原因。环酮分子的最低空轨道(LUMO)能级的高低以及羧基碳原子在LUMO轨道上前沿电子密度()的大小是影响亲核试剂(Me_3SiCN)对其进攻的主要因素。 展开更多
关键词 三甲基氰硅烷 三环酮 亲核加成反应 量化 药物
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Optimization of organic light emitting diode for HAT-CN based nano-structured device by study of injection characteristics at anode/organic interface
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作者 Neha JAIN O. P. SINHA Sujata PANDEY 《Frontiers of Optoelectronics》 EI CSCD 2019年第3期268-275,共8页
To increase the current density of the hole only device, 1, 4, 5, 8, 9, 11-hexaazatriphenylene-hexacarbonitrile (HAT-CN) material has been inserted in the device at the indium tin oxide (ITO)/organic interface. Since ... To increase the current density of the hole only device, 1, 4, 5, 8, 9, 11-hexaazatriphenylene-hexacarbonitrile (HAT-CN) material has been inserted in the device at the indium tin oxide (ITO)/organic interface. Since HATCN molecule can withdraw electrons, it can alter electronic properties of the electrodes and hence inserted between the organic/metal interfaces. This paper deals with the optimization of the thickness of organic-metal layers to enhance the efficiency. Also, efforts have been made to increase the current density and reduce the operating voltage of the device. The material 2, 7-bis [N, N-bis (4- methoxy-phenyl) amino]-9, 9-spirobifluorene (Meo-Spiro-TPD) is used to simulate the hole only device because it is a thermally stable hole transport material. Simulated results shows that better current density values can be achieved compared to fabricated one by optimizing the organic metal layer thickness. The best optimized layer thickness of 22 nm for Alq3, 25 nm for *CBP doped with Ir(ppy)3, 9 nm for Meo-Spiro TPD and 4 nm for HAT-CN which results in current density of 0.12 A/cm2 with a reduction in operating voltage by approximately 2 V. 展开更多
关键词 ORGANIC light emitting diode (OLED) 2 7-bis [NV-bis (4-methoxy-phenyl) amino]-9 9-spirobifluorene (Meo-Spiro-TPD) indium tin oxide (ITO) model higher occupied molecular orbital (HOMO) lower unoccupied molecular orbital (lumo)
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