Comparative dataset of experimental and computational attributes of UV/vis absorption spectra

被引:68
|
作者
Beard, Edward J. [1 ,2 ]
Sivaraman, Ganesh [3 ]
Vazquez-Mayagoitia, Alvaro [3 ]
Vishwanath, Venkatram [3 ]
Cole, Jacqueline M. [1 ,2 ,3 ,4 ]
机构
[1] Univ Cambridge, Dept Phys, Cavendish Lab, JJ Thomson Ave, Cambridge CB3 0HE, England
[2] STFC Rutherford Appleton Lab, ISIS Neutron & Muon Source, Harwell Sci & Innovat Campus, Didcot OX11 0QX, Oxon, England
[3] Argonne Natl Lab, 9700 South Cass Ave, Lemont, IL 60439 USA
[4] Univ Cambridge, Dept Chem Engn & Biotechnol, West Cambridge Site,Philippa Fawcett Dr, Cambridge CB3 0FS, England
关键词
OPTIMIZATION;
D O I
10.1038/s41597-019-0306-0
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The ability to auto-generate databases of optical properties holds great prospects in data-driven materials discovery for optoelectronic applications. We present a cognate set of experimental and computational data that describes key features of optical absorption spectra. This includes an auto-generated database of 18,309 records of experimentally determined UV/vis absorption maxima, lambda(max), and associated extinction coefficients, epsilon, where present. This database was produced using the text-mining toolkit, ChemDataExtractor, on 402,034 scientific documents. High-throughput electronic-structure calculations using fast (simplified Tamm-Dancoff approach) and traditional (time-dependent) density functional theory were executed to predict lambda(max) and oscillation strengths, f (related to epsilon) for a subset of validated compounds. Paired quantities of these computational and experimental data show strong correlations in lambda(max), f and epsilon, laying the path for reliable in silico calculations of additional optical properties. The total dataset of 8,488 unique compounds and a subset of 5,380 compounds with experimental and computational data, are available in MongoDB, CSV and JSON formats. These can be queried using Python, R, Java, and MATLAB, for data-driven optoelectronic materials discovery.
引用
收藏
页数:11
相关论文
共 50 条
  • [42] Thermally Stimulated Discharge Current Spectra and UV-vis Absorption in Polymethylmethacrylate Electret
    Shukla, Prashant
    Gaur, Mulayam S.
    IRANIAN POLYMER JOURNAL, 2009, 18 (07) : 535 - 541
  • [43] Absorption spectra of PTCDI: A combined UV-Vis and TD-DFT study
    Oltean, Mircea
    Calborean, Adrian
    Mile, George
    Vidrighin, Mihai
    Iosin, Monica
    Leopold, Loredana
    Maniu, Dana
    Leopold, Nicolae
    Chis, Vasile
    SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2012, 97 : 703 - 710
  • [44] Structures and UV-Vis Absorption Spectra of 1,8-Naphthalimide Derivatives
    Qi Qi
    Sun Yue-Ming
    Ha Yong-Quan
    ACTA PHYSICO-CHIMICA SINICA, 2009, 25 (06) : 1143 - 1148
  • [45] Computational studies of the UV/visible absorption spectra of selected merocyanine dyes
    Tolbatov, Iogann
    Grimme, Stefan
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2017, 253
  • [46] Joint theoretical and experimental study of the UV absorption spectra of polybenzoxazoles
    Feng, DD
    Wang, SF
    Zhuang, QX
    Guo, PY
    Wu, PP
    Han, ZW
    JOURNAL OF MOLECULAR STRUCTURE, 2004, 707 (1-3) : 169 - 177
  • [47] Tuning the UV/Vis Absorption Spectra of Electrochromic Small Molecular Radicals Through Bridge Modulation
    Yu, Lirong
    Shi, Ming
    Wang, Zikuan
    Xing, Xing
    Ali, Muhammad Umair
    He, Yaowu
    Meng, Hong
    CHEMPHYSCHEM, 2021, 22 (16) : 1684 - 1691
  • [48] Isotropic and anisotropic environment effects on the UV/vis absorption spectra of three disperse azo dyes
    Zakerhamidi, M. S.
    Keshavarz, M.
    Tajalli, H.
    Ghanadzadeh, A.
    Ahmadi, S.
    Moghadam, M.
    Hosseini, S. H.
    Hooshangi, V.
    JOURNAL OF MOLECULAR LIQUIDS, 2010, 154 (2-3) : 94 - 101
  • [49] Study on UV-Vis absorption spectra of tetra-azo-aromaticoxy substituted metallophthalocyanines
    Institute of Functional Materials, College of Chemistry and Chemical Engineering, Fuzhou University, Fuzhou 350002, China
    Guang Pu Xue Yu Guang Pu Fen Xi, 2006, 11 (2050-2052):
  • [50] UV-vis absorption spectra of powdered materials: Direct measurements by optical waveguide spectroscopy
    Ogawa, K
    Harada, J
    Fujiwara, T
    Takahashi, H
    CHEMISTRY LETTERS, 2004, 33 (11) : 1446 - 1447