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OceanNet: A principled neural operator-based digital twin for regional
  oceans

OceanNet: A principled neural operator-based digital twin for regional oceans

Scientific Reports (Sci Rep), 2023
1 October 2023
Ashesh Chattopadhyay
Michael Gray
Tianning Wu
Anna B. Lowe
Ruoying He
    AI4Cl
ArXiv (abs)PDFHTMLGithub

Papers citing "OceanNet: A principled neural operator-based digital twin for regional oceans"

15 / 15 papers shown
SWR-Viz: AI-assisted Interactive Visual Analytics Framework for Ship Weather Routing
SWR-Viz: AI-assisted Interactive Visual Analytics Framework for Ship Weather Routing
Subhashis Hazarika
Leonard Lupin-Jimenez
Rohit Vuppala
Ashesh Chattopadhyay
Hon Yung Wong
151
0
0
19 Nov 2025
Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems
Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems
Hans Harder
Abhijeet Vishwasrao
L. Guastoni
Ricardo Vinuesa
Sebastian Peitz
260
0
0
06 Nov 2025
Principled Operator Learning in Ocean Dynamics: The Role of Temporal Structure
Principled Operator Learning in Ocean Dynamics: The Role of Temporal Structure
Vahidreza Jahanmard
Ali Ramezani-Kebrya
Robinson Hordoir
AI4CE
129
0
0
10 Oct 2025
Ensembles of Neural Surrogates for Parametric Sensitivity in Ocean Modeling
Ensembles of Neural Surrogates for Parametric Sensitivity in Ocean Modeling
Yixuan Sun
Romain Egele
Sri Hari Krishna Narayana
Luke Van Roekel
Carmelo Gonzales
Steven Brus
B. Nadiga
Sandeep Madireddy
Dali Wang
AI4CE
169
0
0
22 Aug 2025
Structure-Preserving Digital Twins via Conditional Neural Whitney Forms
Structure-Preserving Digital Twins via Conditional Neural Whitney Forms
Brooks Kinch
Benjamin Shaffer
Elizabeth Armstrong
Michael Meehan
John Hewson
Nathaniel Trask
AI4CE
207
4
0
09 Aug 2025
Probing forced responses and causality in data-driven climate emulators: conceptual limitations and the role of reduced-order models
Probing forced responses and causality in data-driven climate emulators: conceptual limitations and the role of reduced-order models
Fabrizio Falasca
324
3
0
27 Jun 2025
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System
Deep Learning Weather Models for Subregional Ocean Forecasting: A Case Study on the Canary Current Upwelling System
Giovanny C-Londoño
Javier Sánchez
Ángel Rodríguez-Santana
AI4ClAI4CE
289
2
0
30 May 2025
Geometry-Informed Neural Operator Transformer
Geometry-Informed Neural Operator Transformer
Qibang Liu
Vincient Zhong
Hadi Meidani
Diab Abueidda
S. Koric
Philippe Geubelle
AI4CE
603
5
0
28 Apr 2025
Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulence
Fourier analysis of the physics of transfer learning for data-driven subgrid-scale models of ocean turbulence
Moein Darman
Pedram Hassanzadeh
Laure Zanna
Ashesh Chattopadhyay
263
1
0
21 Apr 2025
Simultaneous emulation and downscaling with physically-consistent deep learning-based regional ocean emulators
Simultaneous emulation and downscaling with physically-consistent deep learning-based regional ocean emulatorsJournal of Geophysical Research (JGR), 2025
Leonard Lupin-Jimenez
Moein Darman
Subhashis Hazarika
Tianning Wu
Michael Gray
Ruyoing He
Anthony Wong
Ashesh Chattopadhyay
AI4Cl
282
5
0
10 Jan 2025
Improved deep learning of chaotic dynamical systems with multistep
  penalty losses
Improved deep learning of chaotic dynamical systems with multistep penalty losses
Dibyajyoti Chakraborty
Seung Whan Chung
Ashesh Chattopadhyay
R. Maulik
AI4CE
270
3
0
08 Oct 2024
Evaluation of Tropical Cyclone Track and Intensity Forecasts from
  Artificial Intelligence Weather Prediction (AIWP) Models
Evaluation of Tropical Cyclone Track and Intensity Forecasts from Artificial Intelligence Weather Prediction (AIWP) Models
Mark DeMaria
James L. Franklin
Galina Chirokova
Jacob Radford
Robert DeMaria
K. Musgrave
Imme Ebert-Uphoff
263
12
0
08 Sep 2024
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System
  Model
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
Chenggong Wang
Michael S. Pritchard
Noah D. Brenowitz
Y. Cohen
Boris Bonev
Thorsten Kurth
Dale Durran
Jaideep Pathak
BDLAI4Cl
317
30
0
12 Jun 2024
LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles
LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles
Haiwen Guan
T. Arcomano
Ashesh Chattopadhyay
R. Maulik
AI4Cl
755
23
0
25 May 2024
Gradient-free online learning of subgrid-scale dynamics with neural emulators
Gradient-free online learning of subgrid-scale dynamics with neural emulators
Hugo Frezat
Ronan Fablet
G. Balarac
Julien Le Sommer
540
6
0
30 Oct 2023
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