期刊文献+
共找到2篇文章
< 1 >
每页显示 20 50 100
卷积神经网络在新型非富勒烯受体分子生成与性能预测上的应用 被引量:1
1
作者 杨新玉 彭师平 赵仪 《厦门大学学报(自然科学版)》 CAS CSCD 北大核心 2022年第5期777-785,共9页
近年来,有机太阳能电池中非富勒烯小分子受体因其拓展了吸收光谱的范围、能够调节激子解离能量和具有灵活的给体-受体形貌等优点使得器件效率越来越接近产业化的目标.本研究借助本课题组之前构建的分子生成和性质预测的卷积神经网络模型... 近年来,有机太阳能电池中非富勒烯小分子受体因其拓展了吸收光谱的范围、能够调节激子解离能量和具有灵活的给体-受体形貌等优点使得器件效率越来越接近产业化的目标.本研究借助本课题组之前构建的分子生成和性质预测的卷积神经网络模型,来生成和筛选出具有高效解离激子的前线轨道能量的新型非富勒烯小分子受体.首先生成模型经数据库充分训练并利用小数据集进行微调后生成200多个接近目标轨道能量(最高占据分子轨道(the highest occupied molecular orbital,HOMO)和最低未占据分子轨道(the lowest unoccupied molecular orbital,LUMO)的能量分别为-5.60和-3.60 eV)的分子,然后利用预测模型进一步筛选并预测分子碎片对轨道能量的贡献,接着将这些分子与数据库中具有相近前线轨道能量的分子共同聚类挑选出具有不同化学空间的10个新型受体分子,最后通过从头算验证了轨道能级、分子碎片对轨道贡献预测的准确性,并给出分子光吸收的振子强度.进一步利用生成和预测模型提供了具有另一组轨道能量(HOMO和LUMO能量分别为-5.10和-3.10 eV)的10个非富勒烯小分子,其性质预测与从头算结果一致,证明了生成和预测模型的鲁棒性和结果的可靠性.本研究预测的分子也提供了设计具有高性能非富勒烯受体分子骨架的思路. 展开更多
关键词 卷积神经网络 非富勒烯受体 前线分子轨道能量
下载PDF
Photo-Induced Ultrafast Electron Dynamics in Anatase and Rutile TiO_(2):Effects of Electron-Phonon Interaction 被引量:1
2
作者 Man Lian Yu-Chen Wang +1 位作者 Shiping Peng Yi Zhao 《Chinese Journal of Chemical Physics》 SCIE EI CAS CSCD 2022年第2期270-280,I0005,I0006,I0001,I0002,共15页
The photo-induced ultrafast electron dynamics in both anatase and rutile TiO_(2) are investigated by using the Boltzmann transport equation with the explicit incorporation of electron-phonon scattering rates.All struc... The photo-induced ultrafast electron dynamics in both anatase and rutile TiO_(2) are investigated by using the Boltzmann transport equation with the explicit incorporation of electron-phonon scattering rates.All structural parameters required for dynamic simulations are obtained from ab initio calculations.The results show that although the longitudinal optical modes significantly affect the electron energy relaxation dynamics in both phases due to strong Fr?hlich-type couplings,the detailed relaxation mechanisms have obvious differences.In the case of a single band,the energy relaxation time in anatase is 24.0 fs,twice longer than 11.8 fs in rutile.This discrepancy is explained by the different diffusion distributions over the electronic Bloch states and different scattering contributions from acoustic modes in the two phases.As for the multiple-band situation involving the lowest six conduction bands,the predicted overall relaxation times are about 47 fs and 57 fs in anatase and rutile,respectively,very different from the case of the single band.The slower relaxation in rutile is attributed to the existence of multiple rate-controlled steps during the dynamic process.The present findings may be helpful to control the electron dynamics for designing efficient TiO_(2)-based devices. 展开更多
关键词 Titanium dioxide Electron-phonon interaction Ultrafast dynamics Boltzmann transport equation
下载PDF
上一页 1 下一页 到第
使用帮助 返回顶部