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For: Xie T, Grossman JC. Hierarchical visualization of materials space with graph convolutional neural networks. J Chem Phys 2018;149:174111. [DOI: 10.1063/1.5047803] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]  Open
Number Cited by Other Article(s)
1
Li H, Guo W, Guo Y. Impart of Heterogeneous Charge Polarization and Distribution on Friction at Water-Graphene Interfaces: a Density-Functional-Theory based Machine Learning Study. J Phys Chem Lett 2024;15:6585-6591. [PMID: 38885449 DOI: 10.1021/acs.jpclett.4c01274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/20/2024]
2
Arab F, Nazari F, Illas F. Artificial Neural Network-Derived Unified Six-Dimensional Potential Energy Surface for Tetra Atomic Isomers of the Biogenic [H, C, N, O] System. J Chem Theory Comput 2023;19:1186-1196. [PMID: 36735891 PMCID: PMC9979606 DOI: 10.1021/acs.jctc.2c00915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
3
Zhu Y, Wang M, Yin X, Zhang J, Meijering E, Hu J. Deep Learning in Diverse Intelligent Sensor Based Systems. SENSORS (BASEL, SWITZERLAND) 2022;23:62. [PMID: 36616657 PMCID: PMC9823653 DOI: 10.3390/s23010062] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 12/06/2022] [Accepted: 12/14/2022] [Indexed: 05/27/2023]
4
Gong S, Wang S, Xie T, Chae WH, Liu R, Shao-Horn Y, Grossman JC. Calibrating DFT Formation Enthalpy Calculations by Multifidelity Machine Learning. JACS AU 2022;2:1964-1977. [PMID: 36186569 PMCID: PMC9516701 DOI: 10.1021/jacsau.2c00235] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
5
Roberts J, Zurek E. Computational materials discovery. J Chem Phys 2022;156:210401. [DOI: 10.1063/5.0096008] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]  Open
6
Hughes DS, Bingham AL, Hursthouse MB, Threlfall TL, Bond AD. The extensive solid-form landscape of sulfathiazole: hydrogen-bond topology and node shape. CrystEngComm 2022. [DOI: 10.1039/d2ce00964a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
7
Gong S, Wang S, Zhu T, Chen X, Yang Z, Buehler MJ, Shao-Horn Y, Grossman JC. Screening and Understanding Li Adsorption on Two-Dimensional Metallic Materials by Learning Physics and Physics-Simplified Learning. JACS AU 2021;1:1904-1914. [PMID: 34841409 PMCID: PMC8611661 DOI: 10.1021/jacsau.1c00260] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Indexed: 06/13/2023]
8
An emerging machine learning strategy for the assisted‐design of high-performance supercapacitor materials by mining the relationship between capacitance and structural features of porous carbon. J Electroanal Chem (Lausanne) 2021. [DOI: 10.1016/j.jelechem.2021.115684] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
9
Huang L, Ling C. Leveraging Transfer Learning and Chemical Principles toward Interpretable Materials Properties. J Chem Inf Model 2021;61:4200-4209. [PMID: 34435765 DOI: 10.1021/acs.jcim.1c00434] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
10
Deringer VL, Bartók AP, Bernstein N, Wilkins DM, Ceriotti M, Csányi G. Gaussian Process Regression for Materials and Molecules. Chem Rev 2021;121:10073-10141. [PMID: 34398616 PMCID: PMC8391963 DOI: 10.1021/acs.chemrev.1c00022] [Citation(s) in RCA: 232] [Impact Index Per Article: 77.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Indexed: 12/18/2022]
11
Yoon J, Ulissi ZW. Differentiable Optimization for the Prediction of Ground State Structures (DOGSS). PHYSICAL REVIEW LETTERS 2020;125:173001. [PMID: 33156640 DOI: 10.1103/physrevlett.125.173001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/07/2020] [Accepted: 09/15/2020] [Indexed: 06/11/2023]
12
Jablonka K, Ongari D, Moosavi SM, Smit B. Big-Data Science in Porous Materials: Materials Genomics and Machine Learning. Chem Rev 2020;120:8066-8129. [PMID: 32520531 PMCID: PMC7453404 DOI: 10.1021/acs.chemrev.0c00004] [Citation(s) in RCA: 154] [Impact Index Per Article: 38.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2020] [Indexed: 12/16/2022]
13
Shao Y, Hellström M, Mitev PD, Knijff L, Zhang C. PiNN: A Python Library for Building Atomic Neural Networks of Molecules and Materials. J Chem Inf Model 2020;60:1184-1193. [DOI: 10.1021/acs.jcim.9b00994] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
14
Zimmermann NER, Jain A. Local structure order parameters and site fingerprints for quantification of coordination environment and crystal structure similarity. RSC Adv 2020;10:6063-6081. [PMID: 35497431 PMCID: PMC9049235 DOI: 10.1039/c9ra07755c] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Accepted: 01/20/2020] [Indexed: 12/12/2022]  Open
15
Janet JP, Duan C, Yang T, Nandy A, Kulik HJ. A quantitative uncertainty metric controls error in neural network-driven chemical discovery. Chem Sci 2019;10:7913-7922. [PMID: 31588334 PMCID: PMC6764470 DOI: 10.1039/c9sc02298h] [Citation(s) in RCA: 81] [Impact Index Per Article: 16.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2019] [Accepted: 07/11/2019] [Indexed: 12/14/2022]  Open
16
Kulik HJ. Making machine learning a useful tool in the accelerated discovery of transition metal complexes. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE 2019. [DOI: 10.1002/wcms.1439] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
17
Xie T, France-Lanord A, Wang Y, Shao-Horn Y, Grossman JC. Graph dynamical networks for unsupervised learning of atomic scale dynamics in materials. Nat Commun 2019;10:2667. [PMID: 31209223 PMCID: PMC6573035 DOI: 10.1038/s41467-019-10663-6] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 05/17/2019] [Indexed: 01/08/2023]  Open
18
Mater AC, Coote ML. Deep Learning in Chemistry. J Chem Inf Model 2019;59:2545-2559. [PMID: 31194543 DOI: 10.1021/acs.jcim.9b00266] [Citation(s) in RCA: 218] [Impact Index Per Article: 43.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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