Agentic Exploration of PDE Spaces using Latent Foundation Models for Parameterized Simulations
Fuente:
arXiv
Guardado en:
| Autores principales: | Vishwasrao, Abhijeet, Giral, Francisco, Golestanian, Mahmoud, Tonti, Federica, Ramo, Andrea Arroyo, Lozano-Duran, Adrian, Brunton, Steven L., Hoyas, Sergio, Clainche, Soledad Le, Gomez, Hector, Vinuesa, Ricardo |
|---|---|
| Formato: | Preprint |
| Publicado: |
2026
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
AeroJEPA: Learning Semantic Latent Representations for Scalable 3D Aerodynamic Field Modeling
por: Giral, Francisco, et al.
Publicado: (2026)
por: Giral, Francisco, et al.
Publicado: (2026)
Navigation in a Three-Dimensional Urban Flow using Deep Reinforcement Learning
por: Tonti, Federica, et al.
Publicado: (2025)
por: Tonti, Federica, et al.
Publicado: (2025)
Explainable deep reinforcement learning reveals energy-efficient control strategies for turbulent drag reduction
por: Tonti, Federica, et al.
Publicado: (2026)
por: Tonti, Federica, et al.
Publicado: (2026)
Transformer-Based Fault-Tolerant Control for Fixed-Wing UAVs Using Knowledge Distillation and In-Context Adaptation
por: Giral, Francisco, et al.
Publicado: (2024)
por: Giral, Francisco, et al.
Publicado: (2024)
Policy-DRIFT: Dynamic Reward-Informed Flow Trajectory Steering
por: Mahajan, Atharva, et al.
Publicado: (2026)
por: Mahajan, Atharva, et al.
Publicado: (2026)
GenDA: Generative Data Assimilation on Complex Urban Areas via Classifier-Free Diffusion Guidance
por: Giral, Francisco, et al.
Publicado: (2026)
por: Giral, Francisco, et al.
Publicado: (2026)
Navigation in a simplified Urban Flow through Deep Reinforcement Learning
por: Tonti, Federica, et al.
Publicado: (2024)
por: Tonti, Federica, et al.
Publicado: (2024)
Intercepting Unauthorized Aerial Robots in Controlled Airspace Using Reinforcement Learning
por: Giral, Francisco, et al.
Publicado: (2024)
por: Giral, Francisco, et al.
Publicado: (2024)
Efficient probabilistic surrogate modeling techniques for partially-observed large-scale dynamical systems
por: Harder, Hans, et al.
Publicado: (2025)
por: Harder, Hans, et al.
Publicado: (2025)
Classically studied coherent structures only paint a partial picture of wall-bounded turbulence
por: Cremades, Andrés, et al.
Publicado: (2024)
por: Cremades, Andrés, et al.
Publicado: (2024)
Utilizing indicator functions with computational data to confirm nature of overlap in normal turbulent stresses: logarithmic or quarter-power
por: Nagib, Hassan, et al.
Publicado: (2024)
por: Nagib, Hassan, et al.
Publicado: (2024)
Additive-feature-attribution methods: a review on explainable artificial intelligence for fluid dynamics and heat transfer
por: Cremades, Andrés, et al.
Publicado: (2024)
por: Cremades, Andrés, et al.
Publicado: (2024)
Generative Urban Flow Modeling: From Geometry to Airflow with Graph Diffusion
por: Giral, Francisco, et al.
Publicado: (2025)
por: Giral, Francisco, et al.
Publicado: (2025)
Sensitivity study of resolution and convergence requirements for extended overlap region in wall-bounded turbulence
por: Hoyas, Sergio, et al.
Publicado: (2023)
por: Hoyas, Sergio, et al.
Publicado: (2023)
Higher DNS-resolution requirements for expanded overlap region and confirmation of a convergence criterion
por: Hoyas, Sergio, et al.
Publicado: (2024)
por: Hoyas, Sergio, et al.
Publicado: (2024)
Explainable deep learning reveals the physical mechanisms behind the turbulent kinetic energy equation
por: Alcántara-Ávila, Francisco, et al.
Publicado: (2026)
por: Alcántara-Ávila, Francisco, et al.
Publicado: (2026)
Explainable AI: Learning from the Learners
por: Vinuesa, Ricardo, et al.
Publicado: (2026)
por: Vinuesa, Ricardo, et al.
Publicado: (2026)
Improving aircraft performance using machine learning: a review
por: Clainche, Soledad Le, et al.
Publicado: (2022)
por: Clainche, Soledad Le, et al.
Publicado: (2022)
BALANCE DE ENERGÍA SOBRE UN CULTIVO DE SOJA
por: Natalia Tonti
Publicado: (2013)
por: Natalia Tonti
Publicado: (2013)
Assessment of non-intrusive sensing in wall-bounded turbulence through explainable deep learning
por: Cremades, A., et al.
Publicado: (2025)
por: Cremades, A., et al.
Publicado: (2025)
Diff-SPORT: Diffusion-based Sensor Placement Optimization and Reconstruction of Turbulent flows in urban environments
por: Vishwasrao, Abhijeet, et al.
Publicado: (2025)
por: Vishwasrao, Abhijeet, et al.
Publicado: (2025)
Reduced-order modeling of a viscoelastic turbulent jet with hybrid machine learning models
por: Amor, Christian, et al.
Publicado: (2026)
por: Amor, Christian, et al.
Publicado: (2026)
Data-Driven Reduced-Complexity Modeling of Fluid Flows: A Community Challenge
por: Schmidt, Oliver T., et al.
Publicado: (2026)
por: Schmidt, Oliver T., et al.
Publicado: (2026)
Toward Systems Foundations for Agentic Exploration
por: Xu, Jiakai, et al.
Publicado: (2025)
por: Xu, Jiakai, et al.
Publicado: (2025)
Generalization capabilities and robustness of hybrid models grounded in physics compared to purely deep learning models
por: Abadía-Heredia, Rodrigo, et al.
Publicado: (2024)
por: Abadía-Heredia, Rodrigo, et al.
Publicado: (2024)
X-CAL: Explaining latent causality in physical space for fluid mechanics
por: Sanchis-Agudo, Marcial, et al.
Publicado: (2026)
por: Sanchis-Agudo, Marcial, et al.
Publicado: (2026)
The coherent structures of EVP Fluid Flow Past a Circular Cylinder
por: Corrochano, Adrián, et al.
Publicado: (2025)
por: Corrochano, Adrián, et al.
Publicado: (2025)
Coherent structures in Newtonian and viscoelastic turbulent planar jets
por: Amor, Christian, et al.
Publicado: (2026)
por: Amor, Christian, et al.
Publicado: (2026)
At the Confluence of Three Traditions: Architectural Drawings at the Avery Library.
por: Giral, Angela
Publicado: (1988)
por: Giral, Angela
Publicado: (1988)
Efecto de la interrupción en el consumo de leche conteniendo L. casei sobre el sistema inmune
por: Julieta Giral
Publicado: (2012)
por: Julieta Giral
Publicado: (2012)
Efficient Reduced Order Modeling Based on HODMD to Predict Intraventricular Flow Dynamics
por: Lazpita, Eneko, et al.
Publicado: (2025)
por: Lazpita, Eneko, et al.
Publicado: (2025)
LC-SVD-DLinear: A low-cost physics-based hybrid machine learning model for data forecasting using sparse measurements
por: Hetherington, Ashton, et al.
Publicado: (2024)
por: Hetherington, Ashton, et al.
Publicado: (2024)
Large language models in climate and sustainability policy: limits and opportunities
por: Larosa, Francesca, et al.
Publicado: (2025)
por: Larosa, Francesca, et al.
Publicado: (2025)
Hydrodynamically consistent many-body Harada-Sasa relation
por: Golestanian, Ramin
Publicado: (2024)
por: Golestanian, Ramin
Publicado: (2024)
Anomalous Diffusion in Driven Electrolytes due to Hydrodynamic Fluctuations
por: Golestanian, Ramin
Publicado: (2025)
por: Golestanian, Ramin
Publicado: (2025)
A Geometric Foundation for the Universal Laws of Turbulence
por: Sanchis-Agudo, Marcial, et al.
Publicado: (2025)
por: Sanchis-Agudo, Marcial, et al.
Publicado: (2025)
En la Riqueza y en la Pobreza
por: Ramo, Mildred
Publicado: (2010)
por: Ramo, Mildred
Publicado: (2010)
Derrumbe los mitos del dragón, compendio de ideas y estrategias para competir en tiempos de globalización / Mildred Ramo
por: Ramo, Mildred
Publicado: (2004)
por: Ramo, Mildred
Publicado: (2004)
A Predictive Physics‐Aware Hybrid Reduced Order Model for Reacting Flows
por: Adrián Corrochano, et al.
Publicado: (2025)
por: Adrián Corrochano, et al.
Publicado: (2025)
HYMOR: An open-source package for global modal, non-modal, and receptivity analysis in high-enthalpy hypersonic vehicles
por: Antón-Álvarez, Adrián, et al.
Publicado: (2026)
por: Antón-Álvarez, Adrián, et al.
Publicado: (2026)
Ejemplares similares
-
AeroJEPA: Learning Semantic Latent Representations for Scalable 3D Aerodynamic Field Modeling
por: Giral, Francisco, et al.
Publicado: (2026) -
Navigation in a Three-Dimensional Urban Flow using Deep Reinforcement Learning
por: Tonti, Federica, et al.
Publicado: (2025) -
Explainable deep reinforcement learning reveals energy-efficient control strategies for turbulent drag reduction
por: Tonti, Federica, et al.
Publicado: (2026) -
Transformer-Based Fault-Tolerant Control for Fixed-Wing UAVs Using Knowledge Distillation and In-Context Adaptation
por: Giral, Francisco, et al.
Publicado: (2024) -
Policy-DRIFT: Dynamic Reward-Informed Flow Trajectory Steering
por: Mahajan, Atharva, et al.
Publicado: (2026)