Jaideep Pathak

发表

Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations pdf

Karthik Kashinath, Jaideep Pathak, Mustafa Mustafa, 2020, ArXiv.

Backpropagation algorithms and Reservoir Computing in Recurrent Neural Networks for the forecasting of complex spatiotemporal dynamics

Jaideep Pathak, Petros Koumoutsakos, Brian R. Hunt, 2019, Neural Networks.

Using Machine Learning to Assess Short Term Causal Dependence and Infer Network Links

Amitava Banerjee, Jaideep Pathak, Juan G. Restrepo, 2019, Chaos.

Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data.

Jaideep Pathak, Edward Ott, Zhixin Lu, 2017, Chaos.

Forecasting of Spatio-temporal Chaotic Dynamics with Recurrent Neural Networks: a comparative study of Reservoir Computing and Backpropagation Algorithms pdf

Michelle Girvan, Petros Koumoutsakos, Jaideep Pathak, 2019, ArXiv.

Why do Reservoir Computing Networks Predict Chaotic Systems so Well

Michelle Girvan, Jaideep Pathak, Edward Ott, 2017 .

Combining Machine Learning with Knowledge-Based Modeling for Scalable Forecasting and Subgrid-Scale Closure of Large, Complex, Spatiotemporal Systems

Jaideep Pathak, Istvan Szunyogh, Brian Hunt, 2020, Chaos.

Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach.

Jaideep Pathak, Zhixin Lu, Brian Hunt, 2018, Physical review letters.

Machine Learning Approaches for Data-Driven Analysis and Forecasting of High-Dimensional Chaotic Dynamical Systems

Jaideep Pathak, 2019 .

A Machine Learning‐Based Global Atmospheric Forecast Model

Jaideep Pathak, Istvan Szunyogh, Brian R. Hunt, 2020 .

Hybrid Forecasting of Chaotic Processes: Using Machine Learning in Conjunction with a Knowledge-Based Model

Michelle Girvan, Jaideep Pathak, Edward Ott, 2018, Chaos.

Reservoir Computing for Forecasting Large Spatiotemporal Dynamical Systems

Jaideep Pathak, Edward Ott, E. Ott, 2021, Reservoir Computing.

Using Data Assimilation to Train a Hybrid Forecast System that Combines Machine-Learning and Knowledge-Based Components

Michelle Girvan, Jaideep Pathak, Istvan Szunyogh, 2021, Chaos.