| Integrating recurrent neural networks with data assimilation for scalable data‐driven state estimation SG Penny, TA Smith, TC Chen, JA Platt, HY Lin, M Goodliff, ... Journal of Advances in Modeling Earth Systems 14 (3), e2021MS002843, 2022 | 44 | 2022 |
| A systematic exploration of reservoir computing for forecasting complex spatiotemporal dynamics JA Platt, SG Penny, TA Smith, TC Chen, HDI Abarbanel Neural Networks 153, 530-552, 2022 | 42 | 2022 |
| Robust forecasting using predictive generalized synchronization in reservoir computing JA Platt, A Wong, R Clark, SG Penny, HDI Abarbanel Chaos: An Interdisciplinary Journal of Nonlinear Science 31 (12), 2021 | 41* | 2021 |
| Natural and experimental constraints on a flow law for dislocation‐dominated creep in wet quartz ADJ Lusk, JP Platt, JA Platt Journal of Geophysical Research: Solid Earth 126 (5), e2020JB021302, 2021 | 19 | 2021 |
| Constraining chaos: Enforcing dynamical invariants in the training of reservoir computers JA Platt, SG Penny, TA Smith, TC Chen, HDI Abarbanel Chaos: An Interdisciplinary Journal of Nonlinear Science 33 (10), 2023 | 18* | 2023 |
| Optimal operation of a plug-in hybrid vehicle J Platt, N Moehle, JD Fox, W Dally IEEE Transactions on Vehicular Technology 67 (11), 10366-10377, 2018 | 15 | 2018 |
| Reduced-dimension, biophysical neuron models constructed from observed data R Clark, L Fuller, JA Platt, HDI Abarbanel Neural computation 34 (7), 1545-1587, 2022 | 13 | 2022 |
| Temporal subsampling diminishes small spatial scales in recurrent neural network emulators of geophysical turbulence TA Smith, SG Penny, JA Platt, TC Chen Journal of Advances in Modeling Earth Systems 15 (12), e2023MS003792, 2023 | 5 | 2023 |
| Statistical data assimilation: Formulation and examples from Neurobiology A Miller, D Li, J Platt, A Daou, D Margoliash, HDI Abarbanel Frontiers in Applied Mathematics and Statistics 4, 53, 2018 | 5 | 2018 |
| Equalizer design techniques for dispersive cables with application to the SPS wideband kicker J Platt, W Hofle, K Pollock, J Fox Nuclear Instruments and Methods in Physics Research Section A: Accelerators …, 2017 | 5 | 2017 |
| Next Generation'Reservoir Computing: an Empirical Data-Driven Expression of Dynamical Equations in Time-Stepping Form TC Chen, SG Penny, TA Smith, JA Platt arXiv preprint arXiv:2201.05193, 2022 | 2 | 2022 |
| Machine Learned Empirical Numerical Integrator from Simulated Data TC Chen, SG Penny, TA Smith, JA Platt Artificial Intelligence for the Earth Systems, 2025 | | 2025 |
| xesn: Echo state networks powered by Xarray and Dask TA Smith, SG Penny, JA Platt, TC Chen Journal of Open Source Software 9 (PNNL-SA-206387), 2024 | | 2024 |
| Recurrent Neural Network Emulation for High Resolution Sea Surface Forecasts T Smith, SG Penny, TC Chen, J Platt AGU Fall Meeting Abstracts 2022, NG42B-0404, 2022 | | 2022 |
| A Study in Synchrony: Forecasting Complex Systems JA Platt University of California, San Diego, 2022 | | 2022 |
| Machine Learning Classification Informed by a Functional Biophysical System JA Platt, A Miller, L Fuller, HDI Abarbanel arXiv preprint arXiv:1911.08589, 2019 | | 2019 |
| Quantitative Characterization of Neuromorphic Neural Circuits J Platt, J Wang, H Abarbanel, G Cauwenberghs APS March Meeting Abstracts 2019, P67. 012, 2019 | | 2019 |
| Use of Convex Optimization to Increase Energy Efficiency of Plug-in Hybrid Vehicles J Fox, J Platt, N Moehle APS March Meeting Abstracts 2018, G60. 329, 2018 | | 2018 |
| Finite Element Modelling of the Apollo Heat Flow Experiments J Platt, MA Siegler, J Williams AGU Fall Meeting Abstracts 2013, P43C-2017, 2013 | | 2013 |
Henry AbarbanelProfessor of Physics, UCSDVerified email at ucsd.edu
John D. FoxStanford UniversityVerified email at stanford.edu
William DallyChief Scientist, NVIDIA; Adjunct Professor of CS and EE, Stanford University;Verified email at stanford.edu
Arij DaouUniversity of ChicagoVerified email at uchicago.edu
Kristin PollockStanford UniversityVerified email at stanford.edu