Machine learning aided design of perovskite oxide materials for photocatalytic water splitting

Sawada, 2018, APL Mater., 6, 10.1063/1.5041784 Fang, 2019, Int. J. Energy Res., 43, 1082, 10.1002/er.4259 Huang, 2020, ACS Energy Lett., 5, 1107, 10.1021/acsenergylett.0c00058 Kim, 2018, Appl. Sci., 8, 1526, 10.3390/app8091526 Phoon, 2019, Int. J. Hydrogen Energy, 44, 14316, 10.1016/j.ijhydene.2019.01.166 Wang, 2020, Angew. Chem. Int. Ed., 59, 136, 10.1002/anie.201900292 Fujishima, 1972, Nature, 238, 37, 10.1038/238037a0 Huang, 2020, J. Semicond., 41 Nassar, 2018, ChemistrySelect, 3, 968, 10.1002/slct.201702997 Lu, 2017, Int. J. Hydrogen Energy, 42, 23539, 10.1016/j.ijhydene.2017.01.064 Li, 2012, J. Phys. Chem. C, 116, 7621, 10.1021/jp210106b Meng, 2018, Int. J. Hydrogen Energy, 43, 9224, 10.1016/j.ijhydene.2018.03.217 Jain, 2019, Phys. Chem. Chem. Phys., 21, 19423, 10.1039/C9CP03240A Li, 2019, Adv. Energy Mater., 9, 1901891, 10.1002/aenm.201901891 Chakraborty, 2017, ACS Energy Lett., 2, 837, 10.1021/acsenergylett.7b00035 Liu, 2019, J. Mater. Chem. C, 7, 371, 10.1039/C8TC04065F Mounet, 2018, Nat. Nanotechnol., 13, 246, 10.1038/s41565-017-0035-5 Varignon, 2019, Nat. Commun., 10, 1658, 10.1038/s41467-019-09698-6 Balachandran, 2019, Comput. Mater. Sci., 164, 82, 10.1016/j.commatsci.2019.03.057 Gladkikh, 2020, J. Phys. Chem. C, 124, 8905, 10.1021/acs.jpcc.9b11768 Li, 2020, J. Mater. Chem. C, 8, 3127, 10.1039/C9TC06632B Lu, 2019, Small Methods, 3, 1900360, 10.1002/smtd.201900360 Lu, 2018, Nat. Commun., 9, 3405, 10.1038/s41467-018-05761-w Cao, 2020, Mater. Res. Express, 7 Sasikumar, 2019, Chem. Mater., 31, 3089, 10.1021/acs.chemmater.8b03969 Zhang, 2020, Modell. Simul. Mater. Sci. Eng., 28 Moghadam, 2019, Matter, 1, 219, 10.1016/j.matt.2019.03.002 Shi, 2020, Mol. Syst. Des. Eng., 5, 725, 10.1039/D0ME00005A Wu, 2020, Chem. Mater., 32, 2986, 10.1021/acs.chemmater.9b05322 Weng, 2020, Nat. Commun., 11, 3513, 10.1038/s41467-020-17263-9 Li, 2019, Adv. Funct. Mater., 29, 1807280, 10.1002/adfm.201807280 Saidi, 2020, npj Comput, Mater., 6, 36 Kaufmann, 2020, npj Comput Mater., 6, 42, 10.1038/s41524-020-0317-6 Hautier, 2011, Inorg. Chem., 50, 656, 10.1021/ic102031h Dewapriya, 2020, Carbon, 163, 425, 10.1016/j.carbon.2020.03.038 Gao, 2020, J. Comput. Appl. Math., 380, 10.1016/j.cam.2020.112991 Hwang, 2019, Eng. Struct., 198, 10.1016/j.engstruct.2019.109535 Matel, 2019, Int. J. Constr. Manage., 1 Wang, 2020, Sol. Energy, 204, 667, 10.1016/j.solener.2020.05.029 Friedman, 2001, Ann. Stat., 29, 1189, 10.1214/aos/1013203451 He, 2020, Water Resour. Manage., 34, 865, 10.1007/s11269-020-02483-x Liao, 2020, Hydrol. Earth Syst. Sci., 24, 2343, 10.5194/hess-24-2343-2020 Hoang, 2018, J. Civ. Struct. Health, 8, 431, 10.1007/s13349-018-0287-2 Liu, 2019, Sci. Bull., 64, 1195, 10.1016/j.scib.2019.06.026 Zhai, 2018, Comput. Mater. Sci., 151, 41, 10.1016/j.commatsci.2018.04.031 l. Breiman, 2001, Mach. Learn., 45, 5, 10.1023/A:1010933404324 Li, 2018, Appl. Energy, 232, 197, 10.1016/j.apenergy.2018.09.182 Xu, 2019, Water, 11, 228, 10.3390/w11020228 W. Zhang, C. Wu, Y. Li, L. Wang, P. Samui, Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards (2019) 1–14. Kundu, 2019, Ind. Eng. Chem. Res., 58, 22709, 10.1021/acs.iecr.9b03764 Umar, 2019, RSC Adv., 9, 17148, 10.1039/C9RA03064F Wang, 2015, Chem. Soc. Rev., 44, 5371, 10.1039/C5CS00113G Yu, 2020, J. Colloid Interface Sci., 572, 141, 10.1016/j.jcis.2020.03.030 Chen, 2020, Adv. Energy Mater., 10, 1903242, 10.1002/aenm.201903242 Zhang, 2018, Chemom. Intell. Lab. Syst., 177, 26, 10.1016/j.chemolab.2018.04.004 Schmidt, 2019, npj Comput Mater., 5, 83, 10.1038/s41524-019-0221-0 Wang, 2019, WIREs Comput. Mol. Sci., 10 Zhai, 2018, J. Math. Chem., 56, 1744, 10.1007/s10910-018-0889-2 Peng, 2005, IEEE Trans. Pattern Anal. Mach. Intell., 27, 1226, 10.1109/TPAMI.2005.159 Rodriguez Galiano, 2018, Sci. Total Environ., 624, 661, 10.1016/j.scitotenv.2017.12.152 Yusof, 2018, Int. J. Adv. Comput. Sci. Appl., 9, 509 Parida, 2010, Int. J. Hydrogen Energy, 35, 12161, 10.1016/j.ijhydene.2010.08.029 Goldschmidt, 1926, Naturwissenschaften, 14, 477, 10.1007/BF01507527 Sun, 2017, J. Am. Chem. Soc., 139, 14905, 10.1021/jacs.7b09379 Ahmed, 2016, Inorg. Chem. Front., 3, 578, 10.1039/C5QI00202H Bin Adnan, 2018, Int. J. Hydrogen Energy, 43, 23209, 10.1016/j.ijhydene.2018.10.173 Fang, 2019, Int. J. Hydrogen Energy, 44, 95 Li, 2020, Nanoscale Horiz., 5, 1174, 10.1039/D0NH00219D Ning, 2020, Nanoscale, 12, 1213, 10.1039/C9NR09183A Zhang, 2014, Chem. Soc. Rev., 43, 4395, 10.1039/C3CS60438A Xu, 2000, Am. Mineral., 85, 543, 10.2138/am-2000-0416 Pan, 2016, J. Mater. Chem. A, 4, 4544, 10.1039/C5TA10612E Carrasco Jaim, 2019, J. Photoch. Photobio. A, 371, 98, 10.1016/j.jphotochem.2018.11.004 Ralph, 1988, Inorg. Chem., 27, 734, 10.1021/ic00277a030 Alammar, 2017, ChemSusChem, 10, 3387, 10.1002/cssc.201700615 John, 2020, J. Mater. Sci.: Mater. Electron., 31, 11159 Kumar, 2020, Ceram. Int., 46, 17569, 10.1016/j.ceramint.2020.04.056 Moura, 2017, Mater. Res., 20, 317, 10.1590/1980-5373-mr-2016-1062 Zhang, 2019, Chem. Phys., 522, 91, 10.1016/j.chemphys.2019.02.018 Alammar, 2017, Inorg. Chem., 56, 6920, 10.1021/acs.inorgchem.7b00279 Kim, 2019, Adv. Mater., 31, 1903316, 10.1002/adma.201903316 Omeiri, 2010, J. Alloys Compd., 505, 592, 10.1016/j.jallcom.2010.06.081 Zhong, 2016, RSC Adv., 6, 42474, 10.1039/C6RA05614H