Guidelines to Achieving High Selectivity for the Hydrogenation of α,β-Unsaturated Aldehydes with Bimetallic and Dilute Alloy Catalysts: A Review M Luneau, JS Lim, DA Patel, ECH Sykes, CM Friend, P Sautet Chemical Reviews 120 (23), 12834-12872, 2020 | 168 | 2020 |
Active learning of reactive Bayesian force fields applied to heterogeneous catalysis dynamics of H/Pt J Vandermause, Y Xie, JS Lim, CJ Owen, B Kozinsky Nature Communications 13 (1), 5183, 2022 | 70 | 2022 |
Evolution of Metastable Structures at Bimetallic Surfaces from Microscopy and Machine-Learning Molecular Dynamics JS Lim, J Vandermause, MA van Spronsen, A Musaelian, Y Xie, L Sun, ... Journal of the American Chemical Society 142 (37), 15907-15916, 2020 | 62 | 2020 |
Decoding reactive structures in dilute alloy catalysts N Marcella, JS Lim, AM Płonka, G Yan, CJ Owen, JES van der Hoeven, ... Nature communications 13 (1), 832, 2022 | 43 | 2022 |
Improved pseudopotential transferability for magnetic and electronic properties of binary manganese oxides from calculations JS Lim, D Saldana-Greco, AM Rappe Physical Review B 94 (16), 165151, 2016 | 43 | 2016 |
First-principles modeling of water permeation through periodically porous graphene derivatives JS Lim, G Kim Journal of colloid and interface science 538, 367-376, 2019 | 17 | 2019 |
Dynamical Study of Adsorbate-Induced Restructuring Kinetics in Bimetallic Catalysts Using the PdAu(111) Model System C Zhou, HT Ngan, JS Lim, Z Darbari, A Lewandowski, DJ Stacchiola, ... Journal of the American Chemical Society 144 (33), 15132-15142, 2022 | 16 | 2022 |
Improper magnetic ferroelectricity of nearly pure electronic nature in helicoidal spiral JS Lim, D Saldana-Greco, AM Rappe Physical Review B 97 (4), 045115, 2018 | 16 | 2018 |
Automated Detection and Characterization of Surface Restructuring Events in Bimetallic Catalysts JS Lim, N Molinari, K Duanmu, P Sautet, B Kozinsky Journal of Physical Chemistry C 123 (26), 16332-16344, 2019 | 15 | 2019 |
Micron-scale heterogeneous catalysis with Bayesian force fields from first principles and active learning A Johansson, Y Xie, CJ Owen, JS Lim, L Sun, J Vandermause, ... arXiv preprint arXiv:2204.12573, 2022 | 12 | 2022 |
Electronic transition above room temperature in CaMn7O12 films A Huon, AC Lang, D Saldana-Greco, JS Lim, EJ Moon, AM Rappe, ... Applied Physics Letters 107 (14), 2015 | 12 | 2015 |
Dynamic Evolution of Nanoparticle Heterogeneous Catalysts Using Machine Learned Force Fields from First Principles CJ Owen, N Marcella, Y Xie, A Johansson, JS Lim, L Sun, A Frenkel, ... The 28th North American Catalysis Society Meeting, 2023 | | 2023 |
Nanoparticle Heterogeneous Catalysis Dynamics Simulations with Machine Learned Force Fields C Owen, Y Xie, JS Lim, B Kozinsky APS March Meeting Abstracts 2023, Q53. 010, 2023 | | 2023 |
Billions of Atoms with Machine Learning Interatomic Potentials: Application to Direct Heterogeneous Reactive Dynamics A Johansson, Y Xie, C Owen, JS Lim, L Sun, J Vandermause, B Kozinsky APS March Meeting Abstracts 2023, D60. 005, 2023 | | 2023 |
Dynamics of surfaces and interfaces: From first-principles modeling to machine-learning molecular dynamics JS Lim Harvard University Graduate School of Arts and Sciences, 2022 | | 2022 |
Featurization and Regression Analysis of Stability of Dilute Bimetallic Catalyst Surfaces I Diersen, C Owen, S Torrisi, JS Lim, L Sun, B Kozinsky APS March Meeting Abstracts 2022, T32. 002, 2022 | | 2022 |
Benchmarking Descriptors, Models, and Systems for Many-Body Machine Learned Force Fields in Molten Transition Metals C Owen, S Torrisi, I Diersen, L Sun, JS Lim, Y Xie, J Vandermause, ... APS March Meeting Abstracts 2022, Z32. 004, 2022 | | 2022 |
Two-tier machine learning acceleration of molecular dynamics with enhanced sampling: surface reactions and restructuring on metal catalysts L Sun, S Batzner, W Che, JS Lim, Y Xie, S Torrisi, J Vandermause, ... Bulletin of the American Physical Society, 2021 | | 2021 |
Neural network-assisted search for active site ensembles in dilute bimetallic nanoparticle catalysts N Marcella, S Torrisi, JS Lim, B Kozinsky, A Frenkel, I Team APS March Meeting Abstracts 2021, A60. 002, 2021 | | 2021 |
Insights on Bimetallic Surface Dynamics via Automatically Trained Gaussian Process Machine Learning Potentials S Torrisi, JS Lim, L Sun, Y Xie, J Vandermause, B Kozinsky APS March Meeting Abstracts 2021, P22. 006, 2021 | | 2021 |