Philip Gatti

Laboratory

Paris-Saclay Mechanics Laboratory

Summary

High-fidelity physics-based source-to-structure earthquake simulation Artificial Intelligence applied to seismology Dynamic Soil-Structure Interaction coupling High Performance Computing

Publications (85)

Article in a journal 01/03/2026

Physics-based super-resolved simulation of 3D elastic wave propagation adopting scalable diffusion transformer

Hugo Gabrielidis , Philip Gatti , Stephane Vialle

27/01/2026

Divergence-Free Diffusion Models for Incompressible Fluid Flows

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

19/01/2026

From Microscopic Interactions to Macroscopic Feedback: Real-Time Traffic Control via Neural Operators

Sheida Nozari , Stefania Fresca , Philip Gatti , Alessio Iovine

Article in a journal 20/12/2025

Breaking the Black Box: Inherently Interpretable Physics‐Constrained Machine Learning With Weighted Mixed‐Effects for Imbalanced Seismic Data

Vemula Screenath , Philip Gatti , Pierre Jehel

Communication at a conference 14/11/2025

Pipeline for Semantic Segmentation of Large Railway Point Clouds

Hugo Gabrielidis , Philip Gatti , Stephane Vialle

Communication at a conference 19/10/2025

Modeling the impact of linear infrastructure on species dispersal in a changing climate: a scalable surrogate approach

Carmen Bessa-Gomes , Didier Clouteau , Pierre Jehel , Philip Gatti

26/08/2025

Breaking the Black Box: Inherently Interpretable Physics-Informed Machine Learning for Imbalanced Seismic Data

Philip Gatti , Pierre Jehel

Communication at a conference 25/08/2025

Generation of samples of granular material using diffusion models

Muhammad Moeeze Hassan , Regis Cottereau , Patryk Dec , Philip Gatti

Article in a journal 25/08/2025

Metamodeling elastic wave propagation using a mixed factorized Fourier encoder-decoder for online laser-ultrasound testing in additive manufacturing

Frédéric Allaire , Roberto Miorelli , Vincent Dorval , Jerome Laurent , Philip Gatti

Article in a journal 10/07/2025

Diagnostic performance of artifact-reduced cone-beam CT images using a generative adversarial neural network

Amanda Pelegrin Candemil , Hugo Gabrielidis , Benjamin Salmon , Matheus Oliveira , Jardel Francisco Mazzi-Chaves , Manoel Damião Sousa-Neto , Philip Gatti , Elsa Vennat

29/05/2025

Autoregressive regularized score-based diffusion models for multi-scenarios fluid flow prediction

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

01/04/2025

Integrating Fourier Neural Operators with Diffusion Models to improve Spectral Representation of Synthetic Earthquake Ground Motion Response

Niccolò Perrone , Hugo Gabrielidis , Stefania Fresca , Philip Gatti

28/03/2025

Graph Transformer-Based Flood Susceptibility Mapping: Application to the French Riviera and Railway Infrastructure Under Climate Change

Philip Gatti , Pierre Jehel

Article in a journal 09/03/2025

Numerical earthquake-induced landslide hazard assessment at regional scale in the Colombian Andes

Exneyder Montoya-Araque , Silvana Montoya-Noguera , Fernando Lopez-caballero , Fernando Lopez Caballero , Philip Gatti

Proceedings 25/02/2025

Improving Digital Twin Using AI and SCADA

Malbois Le Borgne Briac , Filippo Cats , Desmorat Rodrigue , Capaldo Matteo , Philip Gatti

Communication at a conference 17/02/2025

Graph Transformer-Based Flood Susceptibility Assessment of the French Riviera: Implications for Railway Infrastructure Resilience

Philip Gatti , Pierre Jehel

Article in a journal 03/02/2025

Multiple-Input Fourier Neural Operator (MIFNO) for source-dependent 3D elastodynamics

Philip Gatti , Didier Clouteau

01/01/2025

Fast 3D Diffusion for Scalable Granular Media Synthesis

Muhammad Moeeze Hassan , Regis Cottereau , Patryk Dec , Philip Gatti

01/01/2025

Physics-Based Super-Resolved Simulation of 3D Elastic Wave Propagation Adopting Scalable Diffusion Transformer

Hugo Gabrielidis , Philip Gatti , Stephane Vialle

Communication at a conference 01/01/2025

Conditional Score-Based Diffusion Models for Data-Driven Fluid Flow Prediction

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 01/01/2025

Data-driven Fluid Flow Prediction Using Conditional Score-based Diffusion Models

Wilfried Genuist , Eric Savin , Philip Gatti , Didier Clouteau

Communication at a conference 05/11/2024

Numerical assessment of the seismic potential for destabilization in the Colombian Andes at regional level

Exneyder Montoya-Araque , Silvana Montoya-Noguera , Fernando Lopez-caballero , Fernando Lopez Caballero , Philip Gatti

Chapter of the book 07/10/2024

Artificial neural networks

Philip Gatti

Report 01/10/2024

Report of the post-seismic mission of the January 1, 2024 Noto (Japan) earthquake

Emmanuel Javelaud , Pierre-Yves Bard , François Dommanget , Jesús Pérez-Herreros , Marguerite Mathey , Paul Quistin , Ludivine Saint-Mard , Jean-Philippe Tardivel , Boris Weliachew , Philip Gatti

Article in a journal 16/09/2024

Uncertainty propagation from crustal geologies to rock-site ground motion with a Fourier Neural Operator

Michael Bertin , Damien Grenié , Philip Gatti , Didier Clouteau

Article in a journal 03/09/2024

Synthetic ground motions in heterogeneous geologies from various sources: the HEMEW S -3D database

Michael Bertin , Philip Gatti , Didier Clouteau

Article in a journal 01/09/2024

Generative domain-adapted adversarial auto-encoder model for enhanced ultrasonic imaging applications