Model reduction of dynamical systems on nonlinear manifolds using deep convolutional autoencoders K Lee, KT Carlberg Journal of Computational Physics 404, 108973, 2020 | 684 | 2020 |
Machine type communication system KJ Lee, JH Kim, JY Ahn US Patent App. 13/520,837, 2013 | 85 | 2013 |
DPM: A novel training method for physics-informed neural networks in extrapolation J Kim, K Lee, D Lee, SY Jhin, N Park Proceedings of the AAAI Conference on Artificial Intelligence 35 (9), 8146-8154, 2021 | 68 | 2021 |
Deep Conservation: A latent-dynamics model for exact satisfaction of physical conservation laws K Lee, K Carlberg Proceedings of the AAAI Conference on Artificial Intelligence 35 (1), 277-285, 2021 | 60 | 2021 |
Parameterized neural ordinary differential equations: Applications to computational physics problems K Lee, EJ Parish Proceedings of the Royal Society A, 2021 | 54 | 2021 |
Partition of unity networks: deep hp-approximation K Lee, NA Trask, RG Patel, MA Gulian, EC Cyr arXiv preprint arXiv:2101.11256, 2021 | 40 | 2021 |
Machine learning structure preserving brackets for forecasting irreversible processes K Lee, N Trask, P Stinis Advances in Neural Information Processing Systems 34, 5696-5707, 2021 | 37 | 2021 |
A group-based communication scheme based on the location information of MTC devices in cellular networks K Lee, JS Shin, Y Cho, KS Ko, DK Sung, H Shin 2012 IEEE International Conference on Communications (ICC), 4899-4903, 2012 | 34 | 2012 |
A preconditioned low-rank projection method with a rank-reduction scheme for stochastic partial differential equations K Lee, HC Elman SIAM Journal on Scientific Computing 39 (5), S828-S850, 2017 | 31 | 2017 |
Apparatus supporting an MBMS service JH Kim, KS Lee, KJ Lee, JY Ahn, YJ Kim US Patent 9,025,520, 2015 | 24 | 2015 |
Method of channel management for multiple component carrier in mobile communication system KS Lee, JH Kim, KJ Lee US Patent 8,743,720, 2014 | 23 | 2014 |
Structure-preserving sparse identification of nonlinear dynamics for data-driven modeling K Lee, N Trask, P Stinis Mathematical and Scientific Machine Learning, 65-80, 2022 | 20 | 2022 |
Climate modeling with neural diffusion equations J Hwang, J Choi, H Choi, K Lee, D Lee, N Park 2021 IEEE International Conference on Data Mining (ICDM), 230-239, 2021 | 20 | 2021 |
MMGAN: manifold-matching generative adversarial networks N Park, A Anand, JRA Moniz, K Lee, J Choo, DK Park, T Chakraborty, ... 2018 24th international conference on pattern recognition (ICPR), 1343-1348, 2018 | 18 | 2018 |
Projection-based model reduction of dynamical systems using space–time subspace and machine learning C Hoang, K Chowdhary, K Lee, J Ray Computer Methods in Applied Mechanics and Engineering 389, 114341, 2022 | 17 | 2022 |
A Low-rank solver for the Navier--Stokes equations with uncertain viscosity K Lee, HC Elman, B Sousedik SIAM/ASA Journal on Uncertainty Quantification 7 (4), 1275-1300, 2019 | 16 | 2019 |
Climate modeling with neural advection–diffusion equation H Choi, J Choi, J Hwang, K Lee, D Lee, N Park Knowledge and Information Systems 65 (6), 2403-2427, 2023 | 13 | 2023 |
Calibrating hypersonic turbulence flow models with the HIFiRE-1 experiment using data-driven machine-learned models K Chowdhary, C Hoang, K Lee, J Ray, VG Weirs, B Carnes Computer Methods in Applied Mechanics and Engineering 401, 115396, 2022 | 13 | 2022 |
Scheduling apparatus and method for multicast broadcast service KJ Lee US Patent 8,477,702, 2013 | 12 | 2013 |
Stochastic least-squares Petrov--Galerkin method for parameterized linear systems K Lee, K Carlberg, HC Elman SIAM/ASA Journal on Uncertainty Quantification 6 (1), 374-396, 2018 | 11 | 2018 |