| Materials design and discovery with high-throughput density functional theory: the open quantum materials database (OQMD) JE Saal, S Kirklin, M Aykol, B Meredig, C Wolverton Jom 65, 1501-1509, 2013 | 1493 | 2013 |
| The Open Quantum Materials Database (OQMD): assessing the accuracy of DFT formation energies S Kirklin, JE Saal, B Meredig, A Thompson, JW Doak, M Aykol, S Rühl, ... npj Computational Materials 1 (1), 1-15, 2015 | 1040 | 2015 |
| Data-driven prediction of battery cycle life before capacity degradation KA Severson, PM Attia, N Jin, N Perkins, B Jiang, Z Yang, MH Chen, ... Nature Energy 4 (5), 383-391, 2019 | 924 | 2019 |
| Accelerating the discovery of materials for clean energy in the era of smart automation DP Tabor, LM Roch, SK Saikin, C Kreisbeck, D Sheberla, JH Montoya, ... Nature Reviews Materials 3 (5), 5-20, 2018 | 465 | 2018 |
| Closed-loop optimization of fast-charging protocols for batteries with machine learning PM Attia, A Grover, N Jin, KA Severson, TM Markov, YH Liao, MH Chen, ... Nature 578 (7795), 397-402, 2020 | 359 | 2020 |
| Atomate: A high-level interface to generate, execute, and analyze computational materials science workflows K Mathew, JH Montoya, A Faghaninia, S Dwarakanath, M Aykol, H Tang, ... Computational Materials Science 139, 140-152, 2017 | 222 | 2017 |
| Thermodynamic limit for synthesis of metastable inorganic materials M Aykol, SS Dwaraknath, W Sun, KA Persson Science advances 4 (4), eaaq0148, 2018 | 188 | 2018 |
| High-throughput computational design of cathode coatings for Li-ion batteries M Aykol, S Kim, VI Hegde, D Snydacker, Z Lu, S Hao, S Kirklin, D Morgan, ... Nature communications 7 (1), 13779, 2016 | 147 | 2016 |
| A machine learning approach for engineering bulk metallic glass alloys L Ward, SC O'Keeffe, J Stevick, GR Jelbert, M Aykol, C Wolverton Acta Materialia 159, 102-111, 2018 | 145 | 2018 |
| Thermodynamic Aspects of Cathode Coatings for Lithium‐Ion Batteries M Aykol, S Kirklin, C Wolverton Advanced Energy Materials 4 (17), 1400690, 2014 | 119 | 2014 |
| Controlling the intercalation chemistry to design high-performance dual-salt hybrid rechargeable batteries JH Cho, M Aykol, S Kim, JH Ha, C Wolverton, KY Chung, KB Kim, BW Cho Journal of the American Chemical Society 136 (46), 16116-16119, 2014 | 114 | 2014 |
| Van der Waals interactions in layered lithium cobalt oxides M Aykol, S Kim, C Wolverton The Journal of Physical Chemistry C 119 (33), 19053-19058, 2015 | 107 | 2015 |
| Active learning for accelerated design of layered materials L Bassman, P Rajak, RK Kalia, A Nakano, F Sha, J Sun, DJ Singh, ... npj Computational Materials 4 (1), 74, 2018 | 106 | 2018 |
| Local environment dependent GGA+ U method for accurate thermochemistry of transition metal compounds M Aykol, C Wolverton Physical Review B 90 (11), 115105, 2014 | 100 | 2014 |
| Machine learning for continuous innovation in battery technologies M Aykol, P Herring, A Anapolsky Nature Reviews Materials 5 (10), 725-727, 2020 | 86 | 2020 |
| Material design of high-capacity Li-rich layered-oxide electrodes: Li 2 MnO 3 and beyond S Kim, M Aykol, VI Hegde, Z Lu, S Kirklin, JR Croy, MM Thackeray, ... Energy & Environmental Science 10 (10), 2201-2211, 2017 | 84 | 2017 |
| Perspective—combining physics and machine learning to predict battery lifetime M Aykol, CB Gopal, A Anapolsky, PK Herring, B van Vlijmen, MD Berliner, ... Journal of The Electrochemical Society 168 (3), 030525, 2021 | 81 | 2021 |
| Surface phase diagram and stability of (001) and (111) LiM n 2 O 4 spinel oxides S Kim, M Aykol, C Wolverton Physical Review B 92 (11), 115411, 2015 | 79 | 2015 |
| Suppressing manganese dissolution from lithium manganese oxide spinel cathodes with single‐layer graphene L Jaber‐Ansari, KP Puntambekar, S Kim, M Aykol, L Luo, J Wu, BD Myers, ... Advanced Energy Materials 5 (17), 1500646, 2015 | 74 | 2015 |
| Network analysis of synthesizable materials discovery M Aykol, VI Hegde, L Hung, S Suram, P Herring, C Wolverton, ... Nature communications 10 (1), 2018, 2019 | 72 | 2019 |
Chris WolvertonProfessor of Materials Science and Eng., Northwestern UniversityVerified email at northwestern.edu
