Shallow Water Equations

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Period ending 2026-09-21

4 new papers

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Period ending 2026-09-14

2 new papers

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Period ending 2026-09-07

1 new paper

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57 papers

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  1. The Neural Forcing for Three-Dimensional Incompressible Navier-Stokes finite time blowup

    Sep 20, 2026Beibei LiShallow Water Equations

  2. Well-posedness of neural turbulence closures and tangent dissipation

    Sep 17, 2026Zhen Zhang, George Em KarniadakisShallow Water EquationsTurbulence

  3. Computer-assisted global regularity across nonlinear families of three-dimensional periodic Navier-Stokes flows

    Sep 14, 2026Jose Luis Lima de Jesus SilvaShallow Water EquationsTurbulence

  4. DU-NO: A Parameter-Efficient Double U-Shaped Neural Operator for Phase-Resolving Wave Modeling

    Sep 14, 2026Enrique Hernandez Noguera, Md Meftahul Ferdaus, Nathan Cooper +2Neural OperatorsWave

  5. Physics-Informed Conformal Prediction: Embedding PDE Consistency into Distribution-Free Uncertainty Quantification for Neural Operators

    Sep 14, 2026Michael ChinConformal PredictionPartial Differential Equation Benchmarks

  6. Structured Extrema Errors in Classical Surrogates for Viscous Burgers: A Physics-Consistent Interpretation

    Sep 7, 2026Youssef OubariSurrogate ModelsHigh-Fidelity Surrogates

  7. The Structure of Merging Turbulent Jets Beneath a Small Quadrotor

    Aug 31, 2026Anoop Kiran, Nora Ayanian, Kenneth BreuerTurbulenceQuadrotor Flight

  8. Optimal control of a swimming robot based on Purcell's microswimmer model

    Aug 18, 2026Noam Berkovich Lahav, Oren Wiezel, Yizhar OrOptimal ControlFluidic Transport

  9. Neural Operators for Immersed-Boundary Soft Swimmers Locomotion

    Aug 7, 2026Mohammad Sadegh Eshaghi, Yizheng Wang, Navid Valizadeh +2Fluid DynamicsNeural Operators

  10. Fixed and Adaptive Topological DeepONets: Functional Measurements on Hausdorff Locally Convex Spaces

    Aug 5, 2026Khemraj Shukla, George Em KarniadakisFourier Neural OperatorsShallow Water Equations

  11. Transferable Dual-Stream Representations for Mesoscale-Preserving Sea Surface Temperature Downscaling

    Aug 4, 2026Parth Doshi, Priyanka Aravindan, Vaishnav Vaidheeswaran +2Dynamical DownscalingSea-Surface Temperature Data

  12. TIDE: A Physically Diverse 3D Turbulence Benchmark Dataset for Advancing Scientific Machine Learning

    Aug 4, 2026Yilong Dai, Yiming Sun, Yiheng Chen +4TurbulenceShallow Water Equations

  13. FedCritic-MIMO: Communication-Efficient Serverless Federated Critic Learning for Massive-MIMO Resource Control in Open and Disaggregated 6G RANs

    Aug 4, 2026Amin Farajzadeh, Melike Erol-KantarciFederated Reinforcement LearningMulti-Agent Reinforcement Learning

  14. Quaternion Tensor Modeling for Joint Color-Polarization Demosaicking

    Aug 3, 2026Yanqing Song, Jifei Miao, Chaoqian Li +3Infrared-Visible Image FusionPolarization

  15. Localization in Spatiotemporal Fields via Environmental PDEs

    Jul 31, 2026Jose Fuentes, Abdullah Al Redwan Newaz, Ana Cavalcanti +1Robust LocalizationAdvection-Reaction-Diffusion

  16. Stokes-Informed Diffusion for Robust Linear Polarization Estimation

    Jul 23, 2026Yidong Luo, Chenggong Li, Yuchao Feng +3PolarizationInfrared-Visible Image Fusion

  17. Guarantees by Construction for Learned Finite Volume Schemes on Steady Supersonic Flow

    Jul 22, 2026Denis GueyffierShallow Water EquationsTurbulence

  18. Physics-Informed Super-Resolution of Atmospheric Data

    Jul 21, 2026Chang Xu, Gencer Sumbul, Hugo Porta +3Atmospheric DynamicsPhysics-Informed Machine Learning

  19. Image Editing Models are Numerical Solvers

    Jul 21, 2026Ulysse MizrahiImage EditingClassical Numerical Solver

  20. Subgrid-Scale Parameterization in Burgers' Equation Using Structure-Preserving Neural Networks and Entropy Variables

    Jul 16, 2026Aijaz Nazir, Ilya TimofeyevShallow Water EquationsReduced-Order Models

  21. A Shortcut to Statistically Steady-State Turbulence with Flow Matching

    Jul 14, 2026Gianluca Galletti, Gerald Gutenbrunner, William Hornsby +5TurbulenceShallow Water Equations

  22. An optimal control approach for neural network architecture adaptation with a posteriori error estimation

    Jul 8, 2026C G Krishnanunni, Thomas Scott, Tan Bui-ThanhNeural-Network ApproximationNeural Network Optimization

  23. Fourier Neural Operators for Rayleigh-Bénard Convection

    Jul 2, 2026Chelsea Maria John, Thibaut Lunet, Sebastian Götschel +3Fourier Neural OperatorsShallow Water Equations

  24. A Multi-Resolution Finite-Volume Inspired Deep Learning Framework for Spatiotemporal Dynamics Prediction

    Jul 1, 2026Xin-Yang Liu, Xiantao Fan, Jian-Xun WangSpatiotemporal PredictionShallow Water Equations

  25. Attention mechanism for scalable mesh-based neural surrogates of free-surface fluids

    Jun 22, 2026Federico Lanteri, Massimiliano CremonesiFluid DynamicsFinite Element Method

  26. Structure-Oriented Randomized Neural Networks for Poisson-Nernst-Planck and Poisson-Nernst-Planck-Navier-Stokes Systems

    Jun 18, 2026Yunlong Li, Fei WangShallow Water EquationsNeural Network

  27. Advances in Scientific Machine Learning for Coupled Fluid Flow and Transport

    Jun 17, 2026Gabriel F. Barros, Rômulo M. Silva, Alvaro L. G. A. CoutinhoFluid DynamicsShallow Water Equations

  28. Acceleration of an algebraic multigrid pressure solver using graph neural networks

    Jun 17, 2026Eric Chillón, Artur K. Lidtke, Nguyen Anh Khoa Doan +1Shallow Water EquationsGraph Neural Networks

  29. A Convex Quasilinearization Method for Solving Nonlinear PDEs with Physics-Informed Neural Networks

    Jun 16, 2026Gbenga T. Awojinrin, Abdul-Akeem Olawoyin, Rami M. YounisConventional Physics-Informed Neural NetworksPartial Differential Equations

  30. Feature-preserving Latent-EnKF for Data Assimilation of Flows with Shocks

    Jun 10, 2026Hemanth Chandravamsi, Hangchuan Hu, Ponkrshnan Thiagarajan +1Data AssimilationMulti-Material Shock Physics

  31. Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime

    Jun 7, 2026Weinan Wang, Bowen Gang, Hao DengProbabilistic Operator LearningShallow Water Equations

  32. Architecture Shapes Transfer Specificity in Implicit Neural Representations

    Jun 5, 2026D Yang EngImplicit Neural RepresentationsNeural Architectures

  33. Advanced Flood Prediction with Physics-Guided Deep Learning: Combining UNet, FNO, and SAR/Optical Imagery

    Jun 2, 2026Tewodros Syum Gebre, Jagrati Talreja, Leila Hashemi-BeniAccurate Flood PredictionFlood Detection

  34. QoEReasoner: An Agentic Reasoning Framework for Automated and Explainable QoE Diagnosis in RANs

    Jun 1, 2026Qizhe Li, Haolong Chen, Shan Dai +5Root Cause AnalysisAgentic Reasoning

  35. Striding Across Reynolds Numbers: Representation Geometry in Neural PDE Generalisation

    May 28, 2026Jianing ShiShallow Water EquationsNeural Partial Differential Equation Solvers

  36. Uncertainty-aware Multi-fidelity Closure via Conditional Normalizing Flows

    May 27, 2026Jice Zeng, Shady E. Ahmed, David Barajas-Solano +1Reduced-Order ModelsShallow Water Equations

  37. Sparse POD Mode Selection and Manifold Dimensionality Reduction with Neural Networks

    May 26, 2026Tomoki Koike, Prakash Mohan, Marc T. Henry de Frahan +2Dimensionality ReductionShallow Water Equations

  38. Deep Learning-based Algebraic Reynolds Stress Closures for RANS Simulations of Turbulent Flows

    May 25, 2026Daniel Dehtyriov, Jonathan F. MacArt, Justin SirignanoShallow Water EquationsTurbulence

  39. Samudra 2: Scaling Ocean Emulators across Resolutions

    May 24, 2026Yuan Yuan, Jesse Rusak, Alexander Merose +5Global Climate ModelsEmulators

  40. Graph Navier Stokes Networks

    May 20, 2026Zexing Zhao, Guangsi Shi, Yu Gong +4Graph Neural NetworksShallow Water Equations

  41. An End-to-End PyTorch Interface for Differentiable PDE Solvers: A RANS Model-Correction Study

    May 19, 2026Luca Saverio, Michele Alessandro Bucci, Gianmarco Farro +2Partial Differential Equation BenchmarksPartial Differential Equations

  42. The impact of observation density on Bayesian inversion of latent dynamics in shock-dominated flows

    May 18, 2026Bipin Tiwari, Muhammad Abid, Omer SanMulti-Material Shock PhysicsIll-Posed Inverse Problem

  43. Multi-Fidelity Flow Matching: Cascaded Refinement of PDE Solutions

    May 15, 2026Sipeng Chen, Junliang Liu, Hewei Tang +1Conditional Flow MatchingShallow Water Equations

  44. Njord: A Probabilistic Graph Neural Network for Ensemble Ocean Forecasting

    May 14, 2026Daniel Holmberg, Joel Oskarsson, Erik Wikingsson +2Shallow Water EquationsNeural Network

  45. Breakeven complexity: A new perspective on neural partial differential equation solvers

    May 14, 2026Yijing Zhang, Nicholas Roberts, Tanya Marwah +1Neural Partial Differential Equation SolversShallow Water Equations

  46. Toward AI-Driven Digital Twins for Metropolitan Floods: A Conditional Latent Dynamics Network Surrogate of the Shallow Water Equations

    May 13, 2026Phillip Si, Yuan Qiu, Omar Sallam +4Accurate Flood PredictionSen1Floods11

  47. U-HNO: A U-shaped Hybrid Neural Operator with Sparse-Point Adaptive Routing for Non-stationary PDE Dynamics

    May 13, 2026Yingzhe Ma, Xiao Yang, Yuxin Xie +2Neural OperatorsPartial Differential Equations

  48. Finite Volume-Informed Neural Network Framework for 2D Shallow Water Equations: Rugged Loss Landscapes and the Importance of Data Guidance

    May 9, 2026Xiaofeng LiuConventional Physics-Informed Neural NetworksShallow Water Equations

  49. Accelerated and data-efficient flow prediction in stirred tanks via physics-informed learning

    May 8, 2026Mahdi Naderibeni, Liang Wu, David M. J. TaxShallow Water EquationsMachine Learning

  50. Exactness Matters for Physical Rule Enforcement

    May 8, 2026Bum Jun KimShallow Water EquationsExact

  51. Learning Neural Operator Surrogates for the Black Hole Accretion Code

    Apr 28, 2026Matthias Nägele, Cedric Bös, Chester Tan +3Plasma Shape ControlNeural Operators

  52. Deep Learning of Solver-Aware Turbulence Closures from Nudged LES Dynamics

    Apr 26, 2026Ashwin Suriyanarayanan, Dibyajyoti Chakraborty, Romit MaulikShallow Water EquationsTurbulence

  53. Singularity Formation: Synergy in Theoretical, Numerical and Machine Learning Approaches

    Apr 18, 2026Yixuan WangShallow Water EquationsSingularity

  54. Efficient Adaptation of ROMs for Unsteady Flows Using Data Assimilation

    Feb 26, 2026Ismaël Zighed, Andrea Nóvoa, Luca Magri +1Reduced-Order ModelsData Assimilation

  55. GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance

    Jan 16, 2026Francisco Giral, Álvaro Manzano, Ignacio Gómez +2Data AssimilationUrban Wind

  56. Addressing A Posteriori Performance Degradation in Neural Network Subgrid Stress Models

    Nov 21, 2025Andy Wu, Sanjiva K. LeleShallow Water EquationsNeural Network

  57. Surrogate Modeling of 3D Rayleigh-Benard Convection with Equivariant Autoencoders

    Date pendingFynn Fromme, Hans Harder, Christine Allen-Blanchette +1Surrogate ModelsAccurate Surrogate Models