DTE AICOMAS 2025

Chaired by: Dr. M. Giselle Fernández-Godino (Lawrence Livermore National Laboratory, United States) , Dr. Javier E. Santos (Los Alamos National Laboratory, United States)

Keynote Modelling Local Steady-State and Time-Dependent Reactive Dynamics in Porous Media by Multiscale Neural Networks
A. Marcato * , A. Lombardo Pontillo , G. Boccardo , J. Santos , A. Franco , D. Marchisio
Upscaling Microscale Flow Effects Integrating Deep Learning and Differentiable Solvers
A. Macato * , D. O'Malley , E. Guiltinan , H. Viswanathan , J. E. Santos
Developing a Foundation Model for Predicting Material Failure
A. Marcato * , J. Santos , A. Pachalieva , G. Kai , R. Hill , E. Rougier , Q. Kang , J. Hyman , A. Hunter , J. Chua , E. Lawrence , H. Viswanathan , D. O'Malley
Keynote Discovering dimensionless relations from data in complex fluids
L. Wayzani , C. Oishi , J. Bakarji *

Wed, 19/02/2025
13:30 - 14:45

Lunch Break

Wed, 19/02/2025
14:45 - 15:45
Amphi Bezier

Semi-Plenary Lectures

Chaired by: Prof. Ludovic CHAMOIN (ENS Paris-Saclay, France)

Wed, 19/02/2025
14:45 - 15:45
Amphi Fournel

Semi-Plenary Lectures

Chaired by: Prof. Trond Kvamsdal (Norwegian University of Science and Technology (NTNU), Norway)

Wed, 19/02/2025
15:45 - 16:15

Coffee Break

Wed, 19/02/2025
16:15 - 18:15
Grand Amphi
MS009E

MS009E AI, Model Reduction and Data-Driven techniques for multiscale modelling of materials, structures and processes V

Main Organizer: Prof. Julien Yvonnet (Universite Gustave Eiffel, France)

Chaired by: Mr. Felipe ROCHA (Université Paris-Est Créteil, France)

Student Machine Learning-Based Scale Bridging for Permeability Prediction of 3D Fibrous Structures
D. Natarajan * , T. Schmidt , M. Duhovic , A. Dengel
Student Tailored Gaussian Process Kernels for Learning Representative Volume Elements (RVE) From EBSD Texture Data of Polycrystals
B. Li * , P. Breitkopf , L. Cauvin
Student PDE Learning for Continuum Dislocation Dynamics
N. Heinemann * , T. Hochrainer
Physically Informed Koopman Analysis of Evolving Dislocation Data
T. Hochrainer * , B. Heininger , N. Heinemann , G. Kar
Student Data-Driven Surrogate Modelling Approach for Combining Simulation and Experimental Data for Crystalline Microstructures
B. Katzer * , K. Schulz
Digital Twin of a Reheat Furnace Integrating Machine Learning and Chemical Reactor Networks
S. Shubham * , J. Lumbreras , L. Pachano , D. Mira

Wed, 19/02/2025
16:15 - 18:15
Amphi Bezier
MS002B

MS002B Enabling Technologies for Scientific Machine Learning and Reduced Order Modeling II

Main Organizer: Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil)

Chaired by: Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil) , Prof. Gianluigi Rozza (SISSA, Italy)

Keynote Student A Mesh Based Graph Neural Network Approach for Surrogate Modeling of Free Surface Fluid Flows
F. Lanteri * , M. Cremonesi
Reduced-Order Modeling for transistor overheating study in a downhole telemetry board
J. Araujo da Silva * , J. Jith Chakkungalthodikayil , S. Salvadori Velu , V. Nguyen , A. Battentier , V. Singh , D. Andres Tinoco Estrada
Student Towards Algorithmic Framework for Nonlinear Reduced Order Modeling in Industrial Digital Twin Applications
P. Malleval * , R. Scanff , D. Néron
Model Reduction and Scientific Machine Learning for the Urban Microclimate
G. Stabile *
Student Hard-Constrained Mass Conserving Neural Network Modelling for Industrial Manufacturing Processes
B. Boussaid * , C. Ghnatios , M. JEBAHI , R. Bonidal , F. Chinesta

Wed, 19/02/2025
16:15 - 18:15
Amphi Fournel
MS011A

MS011A Machine Learning and AI in Multibody System Dynamics I

Main Organizer: Prof. Johannes Gerstmayr (University of Innsbruck, Austria)

Chaired by: Prof. Johannes Gerstmayr (University of Innsbruck, Austria) , Dr. Grzegorz Orzechowski (LUT University, Finland)

Student MBD-NODE: Physics-informed data-driven modeling and simulation of constrained multibody systems
J. Wang * , S. Wang , H. Unjhawala , J. Jinlong Wu , D. Negrut
Classical Time Integration Schemes for Mechanical Systems Modeled With Artificial Neural Networks
A. Zwölfer * , B. Todorov , T. Slimak
Student Discovering Antagonists in Network of Robots
I. Wenger * , H. Ebel , P. Eberhard
Student Generating Digital Twins of Multibody Systems Using Motion Capture, IMU Sensing, and an LLM
S. Wang * , J. Wang , J. Wu , R. Serban , D. Negrut
Student Leveraging Multiple Specialized Neural Networks to Improve Extrapolation of Mechanical System Dynamics
T. Slimak * , B. Todorov , A. Zwölfer
Student Data-Driven Design Assistance for the Synthesis of Task-Specific Four-Bar Linkages
B. Röder * , H. Ebel , P. Eberhard

Wed, 19/02/2025
16:15 - 18:15
Amphi Manet
MS050A

MS050A AI-Enhanced and HPC Methods for Challenging Computational Mechanics Applications I

Main Organizer: Prof. Ioannis Kalogeris (National Technical University of Athens, Greece)

Chaired by: Prof. Vissarion Papadopoulos (National Technical University Of Athens, Greece) , Dr. Gerasimos Sotiropoulos (N.T.U.A., Greece)

Student Automated Multigrid Design Using Genetic Programming For Nonlinear Thermoelastic Finite Element Simulations
D. Parthasarathy * , T. Bevilacqua , A. Klawonn , H. Köstler , M. Lanser
A Dynamic Adaptive Learning Strategy for Enhanced Surrogate Modeling inThermodynamic-CFD Coupling
Y. KEDDAD * , B. DELHOM , R. GAYNO , J. GRATIEN , T. FANEY , A. MICHEL
AI-Enhanced Surrogate Models for Aerodynamic and Multidisciplinary Design Optimization Assisted by Multi-Fidelity and Offline Data
D. Maruyama *
Student Simulation-Based and Statistical Tools for Uncertainty Quantification in a Digital Twin of a Steam Generator
E. Jaber * , V. Chabridon , E. Remy , M. Mougeot , D. Lucor
TORCHDA: Data assimilation with neural networks
S. Cheng * , J. Min , K. Wang , S. Dance , M. Piggot , M. Bocquet , R. Arcucci
Adaptive Random Fourier Features Training Stabilized By Resampling With Applications in Image Regression
A. Kammonen * , A. Pandey , E. von Schwerin , R. Tempone

Wed, 19/02/2025
16:15 - 18:15
Amphi Pinel
MS040B

MS040B Automatic Learning Of Constitutive Relations In Solid Mechanics II

Main Organizer: Dr. Emmanuel Baranger (CNRS, France)

Chaired by: Prof. Oliver Weeger (TU Darmstadt, Germany) , Prof. Ludovic CHAMOIN (ENS Paris-Saclay, France)

Student Implicit Constitutive Modelling: Training Gated-Recurrent Units with Unlabeled Data and the Virtual Fields Method
R. Lourenço * , A. Andrade-Campos , P. Georgieva
Student Extended Minimal State Cells (EMSC): Self-Consistent Recurrent Neural Networks for Rate- and Temperature Dependent Materials
J. Heidenreich * , P. Meyer , D. Mohr
Student Neural Network Meets Phase-Field: A Hybrid Fracture Model
F. Dammass * , K. Kalina , M. Kästner
Student A Data Informed Ductile Damage Model for Metallic Materials
Y. Bao * , C. Ling , D. Li , E. Busso

Wed, 19/02/2025
16:15 - 18:15
Amphi Esquillan
MS045A

MS045A Discovering Evolution Equations Using Structure-Preserving Data-Driven Methods I

Main Organizer: Dr. Shenglin Huang (Nanyang Technological University, Singapore)

Chaired by: Dr. Shenglin Huang (Nanyang Technological University, Singapore) , Prof. Beatriz Moya (ENSAM Paris, France)

Keynote Deep learning of structure-preserving coarse graining models
Q. Hernández * , N. Trask
Strutcure preservation in neural networks and for approximating dynamics
E. Celledoni *
Coupled Lie-Poisson Neural Networks (CLPNets): Data-Based Computing of Coupled Hamiltonian Systems
V. Putkaradze *
Incorporating geometric biases into machine learning models for dynamical systems
B. Tapley *
Structure-informed model reduction of Maxwell-type systems
A. Gruber * , J. Actor * , E. Cyr *

Wed, 19/02/2025
16:15 - 18:15
Amphi A
MS046B

MS046B Scientific Machine Learning Methodologies with Applications in Computational Mechanics II

Main Organizer: Prof. Azzeddine Soulaimani (École de technologie supérieure, Montréal, Canada)

Chaired by: Prof. Azzeddine Soulaimani (École de technologie supérieure, Montréal, Canada) , Prof. Serge Prudhomme (Polytechnique Montréal, Canada)

Student A Hybrid Deep Ritz Method for Solving Generalized Monge-Ampère Equations
A. Peruso * , A. Caboussat
Student DryMAMBA: simulation and predction in drying process in the potato by State Space model
A. Liang * , D. Zhang , F. Jia
Student Recurrent Neural Network-based error estimator in spectral methods for solving PDEs
A. Liatsetskaya * , Z. Monfared , C. Datar , F. Dietrich
Digital Twin Framework application for Aeronautical Hydrogen Microinjectors Design
A. Deshons * , J. Leparoux , G. Fournier , F. Monnier , A. Vandel , G. Cabot , F. Grisch , N. Treleaven

Wed, 19/02/2025
16:15 - 18:15
Salle de Cours C3
MS024A

MS024A Digital Twins and AI-Enhanced Computational Methods for Structural Analysis I

Main Organizer: Prof. Sergio Tavares (Universidade de Aveiro, Portugal)

Chaired by: Prof. Sergio Tavares (Universidade de Aveiro, Portugal) , Eng. Natacha Rosa (University of Aveiro, Portugal)

Student A Staggered Approach for Hidden Stress Field Inference and Constitutive Model Discovery
G. Manyam * , V. Narouie , H. Wessels , K. Andreas Meyer
Real-Time Defect Detection and Segmentation in Composite Materials Using YOLOv8
N. Motamedi * , D. Vasiukov
Student Conditional and Unconditional Generation of Seismic Signals Using Diffusion Model
H. Gabrielidis * , F. Gatti , S. VIalle

Wed, 19/02/2025
16:15 - 18:15
Salle de Cours C4
MS042A

MS042A Generation and Exploitation of Experimental Full-Field Data in Solid Mechanics I

Main Organizer: Prof. Robin Bouclier (INSA Toulouse, France, France)

Chaired by: Prof. Robin Bouclier (INSA Toulouse, France, France)

Uniform and Isotropic Random Patterns for Digital Image Correlation
S. Bossuyt *
Student Development of a novel test design incorporating strain path changes for the inverse calibration of elastoplastic models
J. Henriques * , A. Andrade-Campos , J. Xavier
Student Building a Toolset to Calibrate Models from Heterogeneous Experimental Data: What are the Industrial Requirements?
A. Vintache * , R. Gras , F. Mathieu , F. Hild
Student Validation of a Method Using Tapered Specimens to Characterize Static Strain Aging
V. Björklund * , S. Bossuyt

Wed, 19/02/2025
16:15 - 18:15
Salle de Cours P4
MS034A

MS034A Model Order Reduction and Data Models in Medical Applications I

Main Organizer: Prof. Chady Ghnatios (University of North Florida, United States)

Chaired by: Prof. Chady Ghnatios (University of North Florida, United States) , Dr. Frederic Panthier (Tenon Hospital, France)

Keynote Choice of Distances in Non Parametric Statistics, Survival Data and Statistical Learning via Neural Networks. Application to Alzheimer Disease..
C. Huber *
Student Graph Neural Networks for Anatomical Personalisation of Hepatic Digital Twins
L. Tesan * , E. Cueto
Predicting Kidney Allograft Survival Using Pre-Transplant Data
R. Attieh * , C. Ghnatios
Multimodal Deep Learning for Dynamic and Static Neuroimaging: Integrating MRI and fMRI for Alzheimer’s Disease Analysis
A. Kujur * , Z. Monfared , F. Dietrich

Thu, 20/02/2025
07:30 - 08:00

Registration

Thu, 20/02/2025
08:00 - 09:00
Grand Amphi

Plenary Lecture III

Chaired by: Prof. Vissarion Papadopoulos (National Technical University Of Athens, Greece)

Physics-Enhanced Machine Learning for Monitoring & Twinning | An Exercise in Balance
E. Chatzi

Thu, 20/02/2025
09:00 - 11:00
Grand Amphi
MS018A

MS018A Digital Twins for Predictive Decision Making of Engineering Systems I

Main Organizer: Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Chaired by: Prof. Andrea Manzoni (Politecnico di Milano, Italy) , Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Keynote Algorithmic decision-making for intervention planning of degrading engineering systems
C. Andriotis *
Student Data-Driven Digital Twinning for Railway Network Optimal Maintenance Planning with Multi-Agent Reinforcement Learning Solutions
G. Arcieri * , G. Duthé , C. Muller , D. Haener , E. Chatzi
Student Toward Dynamic Digital Twin: Enhancing Model Accuracy with Adaptive Sensor Steering Strategies.
C. Ogbodo * , T. Rogers , M. Dal Borgo , D. Wagg
Predictive Digital Twins for Health Monitoring: From Structural Safety to Personalized Medicine
M. Torzoni * , M. Tezzele , M. Massi , D. Carnevali , E. Varetti , E. Di Angelantonio , S. Mariani , F. Ieva , A. Manzoni , K. Willcox

Thu, 20/02/2025
09:00 - 11:00
Amphi Bezier
MS002C

MS002C Enabling Technologies for Scientific Machine Learning and Reduced Order Modeling III

Main Organizer: Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil)

Chaired by: Prof. Gianluigi Rozza (SISSA, Italy) , Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil)

Massively-parallel and GPU-accelerated DMD: an Implementation in the Python Library Heat
F. Hoppe * , P. Knechtges , A. Rüttgers
Accelerating Finite Element Analysis Through Precise Matrix Preidiction Based on Deep Learning
G. Yoon * , H. Jin , Y. Song
Student A Streaming, Distributed Out-of-Core SVD Library on Hybrid CPU/GPU Architectures Applied to Fluid Mechanics Data
Y. Ajanif * , L. Silva , L. Lestandi
Leveraging the Cross-Entropy Method for Model Calibration and Data-Driven Modeling
A. Cunha Jr * , M. Issa , J. Basilio , J. Telles Ribeiro
Integrating DASH with Jupyter Notebooks: an Approach for Effective SciML Results Communication
S. Guo *
A High-Performance FNO pipeline for Three-phase Flow in Porous Media
G. Barros , R. Silva , A. Oliveira , E. Santos , R. Freitas , D. Velveti , X. Wu , F. Rochinha , A. Coutinho *

Thu, 20/02/2025
09:00 - 11:00
Amphi Fournel
MS011B

MS011B Machine Learning and AI in Multibody System Dynamics II

Main Organizer: Prof. Johannes Gerstmayr (University of Innsbruck, Austria)

Chaired by: Dr. Andreas Zwölfer (Technical University of Munich, Germany) , Prof. Henrik Ebel (LUT University, Finland)

Keynote Student Slide: A Machine-Learning Based Method for Forced Dynamic Response Estimation of Multibody Systems
P. Manzl * , A. Humer , Q. Khadim , J. Gerstmayr
ChronoLLM: Using LLMs to Generate Chrono Digital Twins and to Judge Their Suitability for Simulation
J. Wang * , H. Zhang , S. Wang , H. Unjhawala , K. Slaton , R. Serban , J. Wu , D. Negrut
Hybrid Friction Modeling In Mechanical Systems
S. Han * , G. Orzechowski , M. Wojtyra , J. Kim , A. Mikkola
Virtual Labs with Large Language Models and Multibody Simulation
T. Möltner * , M. Pieber , P. Manzl , J. Gerstmayr
Modelling Deformation Response of a Multibody Dynamic System using LSTM Model
S. Baisthakur * , B. Fitzgerald

Thu, 20/02/2025
09:00 - 11:00
Amphi Manet
MS050B

MS050B AI-Enhanced and HPC Methods for Challenging Computational Mechanics Applications II

Main Organizer: Prof. Ioannis Kalogeris (National Technical University of Athens, Greece)

Chaired by: Prof. Vissarion Papadopoulos (National Technical University Of Athens, Greece) , Dr. Gerasimos Sotiropoulos (N.T.U.A., Greece)

High-resolution Coastal Change Detection using AI and HPC
W. Koslow * , K. Rack , F. Hoppe , A. Ruettgers , L. Dell Amore , P. Rizzoli
Student Virtual Real-time Monitoring of Metal Laser-based Direct Energy Deposition using an AI-Driven Simulation Approach
R. Ramma * , A. Molotnikov , C. Moreira , M. Chiumenti , T. Herzog , R. Das
Prediction of Random Fields of Mechanical Properties from Microstructure Images using Convolutional Neural Networks
P. Gavallas , G. Stefanou * , D. Savvas , C. Mattrand , J. Bourinet
Blockchain Digital Twin approach to modeling HPC Data Center
M. CHINNICI * , D. de chiara , M. antonini , G. guarnieri , G. santomauro , L. acampora , F. genovese , G. PONTI , L. telesca
Student Properly constrained and approximated reference prior for efficient and robust Bayesian learning of seismic fragility curves
A. Van Biesbroeck * , N. Baillie , C. Feau
Ai Enhanced Partitioned Solution Scheme with Applications in Tumour Growth Models
G. Sotiropoulos * , K. Atzarakis , V. Papadopoulos

Thu, 20/02/2025
09:00 - 11:00
Amphi Pinel
MS040C

MS040C Automatic Learning Of Constitutive Relations In Solid Mechanics III

Main Organizer: Dr. Emmanuel Baranger (CNRS, France)

Chaired by: Dr. Karl Kalina (TU Dresden, Germany) , Prof. Laura De Lorenzis (ETH Zurich, Switzerland)

Isotropic Polyconvex Hyperelastic Energies and Hulls: A Novel Neural Network Framework Satisfying the Universal Approximation Theorem
G. Geuken * , P. Kurzeja , D. Wiedemann , J. Mosler
On the role of interpretability of data-driven constitutive modeling by Constitutive Artificial Neural Networks
K. Abdolazizi * , C. Cyron , K. Linka
Student A Blind Source Separation Perspective on the Model Identification Problem for Constitutive Material Laws
L. Mabileau * , C. Jailin , E. Baranger
Symmetric and Parameterized Physics-Augmented Neural Networks for Hyperelastic Constitutive Modeling in Beam Theory
J. Schommartz * , D. Klein , J. Alzate Cobo , O. Weeger
Neural Networks meet Hyperelasticity: On Benefits and Limits of Polyconvexity
D. Klein * , O. Weeger

Thu, 20/02/2025
09:00 - 11:00
Amphi Esquillan
MS045B

MS045B Discovering Evolution Equations Using Structure-Preserving Data-Driven Methods II

Main Organizer: Dr. Shenglin Huang (Nanyang Technological University, Singapore)

Chaired by: Dr. Shenglin Huang (Nanyang Technological University, Singapore) , Prof. Beatriz Moya (ENSAM Paris, France)

Keynote Symbolic pruning with projected neural additive model for polymer-bonded energetic materials
N. Phan * , W. Sun
Learning Latent Dynamics With Second-Order Time Derivatives
R. Stephany * , Y. Choi
Student Noether’s razor: Learning conserved quantities
T. van der Ouderaa * , M. van der Wilk * , P. de Haan *
Student Codiscovering Graphical Structure and Functional Relationships within Data: A Gaussian Process Framework for Connecting the Dots
T. Bourdais *
Student Preserving Symmetries in Neural Closure Models for Large-Eddy Simulation
S. Agdestein * , B. Sanderse

Thu, 20/02/2025
09:00 - 11:00
Amphi A
MS030A

MS030A Scientific Machine Learning and Uncertainty Quantification for Robust Digital Twins in Science and Engineering I

Main Organizer: Dr. Dimitrios Loukrezis (Siemens AG, Germany)

Chaired by: Dr. Dimitrios Loukrezis (Siemens AG, Germany) , Prof. Dimitris Giovanis (Johns Hopkins University, United States)

Solving Time-Dependent Partial Differential Equations with a Random Feature Neural Ansatz
C. Datar * , A. Rahma , F. Dietrich
Knowledge Distillation from Unstructered Data using Reliability Aware Physically-Guided Neural Networks
J. Ayensa-Jiménez * , R. Muñoz-SIerra , M. Doblare
A Sobolev neural network with adaptive residual weighting scheme as a surrogate for computational mechanics
A. Kilicsoy * , M. Valdebenito , M. Faes
Student Digital twins empowered by Thermodynamics-Informed Neural Networks
A. Tierz * , I. Alfaro , D. Gonzalez , F. Chinesta , E. Cueto
Student Physics-Augmented Model Order Reduction for Industrial Structural Digital Twin Applications
D. Fleres * , D. De Gregoriis , O. Atak , F. Naets
Student AI-SOLVE: Accelerating Computational Science with a Machine Learning-Enhanced Linear Algebra Library
I. Kalogeris * , G. Sotiropoulos , K. Atzarakis , G. Stavroulakis , V. Papadopoulos

Thu, 20/02/2025
09:00 - 11:00
Salle de Cours C3
MS057A

MS057A Digital Twins for Ship and Offshore Structures I

Main Organizer: Prof. Trond Kvamsdal (Norwegian University of Science and Technology (NTNU), Norway)

Chaired by: Prof. Trond Kvamsdal (Norwegian University of Science and Technology (NTNU), Norway) , Dr. Eivind Fonn (SINTEF Digital, Netherlands)

Digital Twinning in the European Naval Industry
A. Rullan Contreras * , C. Baixas , A. Facio Valero , I. Pena Regueiro , P. Gualeni , J. Ruiz Herrer , J. Silvera Vez , F. W. Lindberg
Hybrid real-time structural ROM of the RV Gunnerus
E. Fon * , T. Kvamsdal , K. Okstad , T. Rølvåg
Discrepancy Modeling and Physical Models Augmentation Using Machine Learning Algorithms
C. Ghnatios * , F. Chinesta
Corrective Source Term Approach for Turbulent Flow Problems
V. Tsiolakis * , M. Tabib , A. Rasheed , T. Kvamsdal
Digital Twin for Risk-Based Structural Integrity Management of Offshore Structures
S. Li *
Student Data Driven Uncertainty Quantification of a Reduced Order Model
V. Halonen * , T. Kvamsdal , A. Rasheed , I. Pölönen , V. Tsiolakis

Thu, 20/02/2025
09:00 - 11:00
Salle de Cours C4
MS042B

MS042B Generation and Exploitation of Experimental Full-Field Data in Solid Mechanics II

Main Organizer: Prof. Robin Bouclier (INSA Toulouse, France, France)

Chaired by: Dr. Julien RETHORE (CNRS, France)

Digital Twin Of Large High Pressure Die Casting Parts Using A Tomograph Simulation
L. Simon * , J. Dufour , F. Gaté , J. Genée , L. Penazzi
Student Uncertainty Quantification of Surface Microplasticity Using Stochastic Subsurface Microstructure Generation
S. Engel * , J. Quinta da Fonseca , P. Shanthraj
Understanding Ice Fracture Using Digital Image Correlation
W. Ahmad * , S. Bossuyt , J. Tuhkuri
On the Construction of CAD-based Twins of Lattice Structures from Tomographic Images
D. Bichet , J. Passieux , J. Périé , R. Bouclier *

Thu, 20/02/2025
09:00 - 11:00
Salle de Cours P4
MS043A

MS043A Advancements of Physics-Informed Machine Learning in Modelling and Simulation for Engineering and Science I

Main Organizer: Prof. Eleni Chatzi (ETH Zurich, Switzerland)

Student Real-Time Process Monitoring Using Hybrid Methods: Set-Encoders and Physics-Informed Neural Networks
M. ELAARABI * , S. COMAS-CARDONA * , D. BORZACCHIELLO * , P. LE BOT *
Student Physics-Informed Machine Learning for Parameter Identification on Shallow-Water Equations
H. Boulenc * , R. Bouclier , P. Garambois , J. Monnier
Physics-informed neural networks for solving of unsaturated groundwater flow
I. Đepina * , H. Gotovac
Physics Informed-Neural Network for Modelling the Glucose-Insulin System in Type 1 Diabetes
V. Singh * , R. Mallick , S. Saxena , D. Harusampath , K. Kant Mishra , R. Munusamy , A. Prasad Shrivastava
Domain Decomposition with Bayesian Physics-Informed Neural Networks
J. Figueres * , J. Vanderhaeghen * , K. Morozovska , K. Shukla

Thu, 20/02/2025
11:00 - 11:30

Coffee Break

Thu, 20/02/2025
11:30 - 13:30
Grand Amphi
MS018B

MS018B Digital Twins for Predictive Decision Making of Engineering Systems II

Main Organizer: Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Chaired by: Mr. Matteo Torzoni (Politecnico di Milano, Italy) , Prof. Andrea Manzoni (Politecnico di Milano, Italy)

Integrating Digital Twin Technology, Multiscale Mechanics, AI, and Human Factors for Enhanced Safety in the Energy Transition
H. Tan *
Student Adaptive Reduced order modeling for engineering decision support
K. Vlachas * , A. Kamariotis , E. Chatzi
Student Graph Neural Networks for CFD Space and Time Prediction: an Application to Solar Panels
T. Michel * , P. Garnier , P. Meliga , E. Hachem
Student A MPC Framework for Smart Predictive Digital Twins enhancing Demand-Side-Management in Water Supply Systems
A. Reis * , A. Andrade-Campos , C. Antunes , M. Lopes

Thu, 20/02/2025
11:30 - 13:30
Amphi Bezier
MS002D

MS002D Enabling Technologies for Scientific Machine Learning and Reduced Order Modeling IV

Main Organizer: Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil)

Chaired by: Prof. Gianluigi Rozza (SISSA, Italy) , Prof. Alvaro Coutinho (COPPE/Federal University of Rio de Janeiro, Brazil)

Enabling Uncertainty Quantification in Seismic Images Employing Generative Variational Autoencoders
C. Barbosa , R. Freitas , C. Silva , B. Silva , F. Rochinha * , A. Coutinho
Student Learning Biases in Plasticity Modelling
M. M Iparraguirre * , I. Alfaro , D. Gonzalez , F. Chinesta , E. Cueto
A Study on the Possibility of Developing Foundational Models for the Simulation of Physical Phenomena
A. Tierz * , M. Martinez Iparraguirre , I. Alfaro , D. Gonzalez , F. Chinesta , E. Cueto
General framework to apply the CLN method to any magnetoquasistatic potential formulations
W. Chen * , T. Henneron * , S. Clénet *
Machine Learning Approaches to Support Design for Crashworthiness
F. Duddeck *
Inverse Estimation of the Centerline Boundary Conditions in Confined Planar Mixing Layers
M. Ferreira , J. Assis , V. Egger , M. Grave * , C. Pacheco , L. Alves

Thu, 20/02/2025
11:30 - 13:30
Amphi Fournel
MS011C

MS011C Machine Learning and AI in Multibody System Dynamics III

Main Organizer: Prof. Johannes Gerstmayr (University of Innsbruck, Austria)

Chaired by: Prof. Dan Negrut (University of Wisconsin-Madison, United States) , Mr. Peter Manzl (Universität Innsbruck, Austria)

When Nonholonomic Systems Meet Machine Learning and Control: A Curse of Geometry?
H. Ebel *
Physics Informed Neural Network for Feedforward Control of a 3-DOF Manipulator with Flexure Joints
B. Harbers , R. Aarts *
Student Data-driven Model For Clearance Detection Using Neural Networks
V. Nguyen * , A. Rodríguez González , G. Orzechowski , A. Mikkola , J. Kim , F. González
Student On Automated Calibration of Multibody Simulators with Non-ideal Constraints
H. Marklund * , M. Servin * , M. Larsson *
Student AI-driven Decision-Making Strategies for Autonomous Excavation Systems
O. Rogov * , A. Liuha , G. Orzechowski

Thu, 20/02/2025
11:30 - 13:30
Amphi Manet
MS049A

MS049A Inverse Problems & Inverse Design I

Main Organizer: Mr. Leon Herrmann (Technische Universität München, Germany)

Chaired by: Mr. Leon Herrmann (Technische Universität München, Germany) , Prof. Stefan Kollmannsberger (Bauhaus University Weimar, Germany)

Keynote Reinforcement Learning for Solving Optimal Design Tasks in Computational Mechanics
D. Wolff * , A. Popp
Student Integrating Bayesian Inference with Data Driven DCGAN for Unsupervised Anomaly Detection: Case of Catenary Pole
Y. Alemu * , T. Lahmer , C. Walther
Evaluating the Impact of Constitutive Models on Xgboost Performance for Material Parameter Identification
P. Prates * , D. Mitreiro , A. Campos
Wave Equation Solvers Using Neural Networks in Inverse Problems
Q. Sun * , D. Singh , L. Herrmann , S. Kollmannsberger , F. Dietrich
Student Accelerating full waveform inversion by transfer learning
D. Singh * , L. Herrmann , T. Buerchner , Q. Sun , F. Dietrich , S. Kollmannsberger

Thu, 20/02/2025
11:30 - 13:30
Amphi Pinel
MS040D

MS040D Automatic Learning Of Constitutive Relations In Solid Mechanics IV

Main Organizer: Dr. Emmanuel Baranger (CNRS, France)

Chaired by: Prof. Laura De Lorenzis (ETH Zurich, Switzerland) , Dr. Emmanuel Baranger (CNRS, France)

Physics-augmented neural networks for hyperelastic material modeling with softening
J. Fey * , D. Klein , O. Weeger
Addressing Compressibility in Hyperelastic Materials: A Comparative Study of Classical Constitutive Laws and Physics-Augmented Neural Networks
L. Maurer * , S. Eisenträger , D. Juhre
Unsupervised Learning of Constitutive Model With Neural Networks and Sparse Identification of Internal Variables
A. Benady * , B. Emmanuel , C. Jailin , L. Chamoin
Data-driven modeling based on the Constitutive Relation Error for history-dependent materials
P. LADEVEZE * , L. CHAMOIN
Differentiable Constitutive Modeling in a Machine Learning-Compatible Framework
J. Bleyer *

Thu, 20/02/2025
11:30 - 13:30
Amphi Esquillan
MS045C

MS045C Discovering Evolution Equations Using Structure-Preserving Data-Driven Methods III

Main Organizer: Dr. Shenglin Huang (Nanyang Technological University, Singapore)

Chaired by: Prof. Beatriz Moya (ENSAM Paris, France) , Dr. Shenglin Huang (Nanyang Technological University, Singapore)

A Metriplectic Transformer Architecture for Dissipative Dynamical Systems
P. Urdeitx * , F. Chinesta , E. Cueto
A Thermodynamic-Consistent Reduced-Order Machine Learning Model for Non-Equilibrium Materials Response
S. Huang * , H. Gao
Student Thermodynamics -Informed Deep Learning for Flow Prediction
C. Bermejo Barbanoj * , A. Badías , D. González , F. Chinesta , E. Cueto
Learning equilibrium state transitions with graph neural networks: aplication to thin shells buckling
P. Martins * , E. Cueto * , B. Moya , F. Chinesta
Learning non canonical Hamiltonian systems using variational integrator
E. Franck * , L. Tremant , L. Navoret , C. Courtès , M. Krauss
Physics-Guided Neural Networks for Lyapunov-Stable Dynamic System Identification
F. Roth * , M. Kannapinn , D. Klein , O. Weeger

Thu, 20/02/2025
11:30 - 13:30
Amphi A
MS030B

MS030B Scientific Machine Learning and Uncertainty Quantification for Robust Digital Twins in Science and Engineering II

Main Organizer: Dr. Dimitrios Loukrezis (Siemens AG, Germany)

Chaired by: Prof. Dimitris Giovanis (Johns Hopkins University, United States)

Probabilistic methods for learning compact dynamical representations of nonlinear systems
M. Guo *
Data-driven Uncertainty Quantification on Manifolds for Cardiac Digital Twins
D. Giovanis * , J. Tso , K. Zhang , S. Goswami , M. Maggioni , I. Kevrekidis , N. Trayanova
Uncertainty Quantification in Machine Learning for Glass Transition Temperature Prediction of Polymers
Y. Li *
Student Comparing Surrogate Models for Real-Time Dynamic Reactor Simulations
L. Peterson * , A. Forootani , E. Sanchez Medina , I. Gosea , P. Benner , K. Sundmacher
Student Data-Driven Reduced Order Modeling Framework for Surrogate Modeling and Uncertainty Quantification in Electric Machine Design
A. Partovizadeh * , S. Schöps , D. Loukrezis
Digital Twinning Tools for 3D Bioprinting of Functional Materials
J. Urrea-Quintero * , H. Wessels

Thu, 20/02/2025
11:30 - 13:30
Salle de Cours C3
MS006A

MS006A Uncertainty quantification and design optimization of complex structures and innovative construction process using machine learning I

Main Organizer: Dr. Duc Phi Do (University of Orleans, France)

Chaired by: Prof. Dashnor HOXHA (Laboratory of MEchanics, Gabriel Lamé, University of Orleans, France) , Dr. Duc Phi Do (University of Orleans, France)

Student Application of Machine Learning on the Uncertainty Quantification of Fresh Concrete Properties and Reliability-Based Design Optimization of the 3D Printing Process
Y. ABOUSAID * , D. DO , S. Rémond , C. Florence , Y. JIN
Bayesian Model Updating for Predictive Digital Twins under Model Form Uncertainty
J. Unger * , A. Robens-Radermacher , D. Andrés-Arcones , S. Ur-Rehman
Artificial Intelligence in Stochastic Optimal Control for Planning Production Activities in a Manufacturing System
L. Ndzie Enama * , J. Kenné , A. Gharbi
Uncertainty Quantification in Semiconductor Models
L. Taghizadeh *

Thu, 20/02/2025
11:30 - 13:30
Salle de Cours C4
MS014A

MS014A Autoencoders for Fluid Mechanics and More I

Main Organizer: Phd. Ettore Saetta (University of Naples Federico II, Italy)

Chaired by: Phd. Ettore Saetta (University of Naples Federico II, Italy) , Phd. Stefania Fresca (Politecnico di Milano, Italy)

Keynote Graph-Based Machine Learning Approaches for Model Order Reduction
F. Pichi * , B. Moya , O. Morrison , J. Hesthaven
Student On Latent Dynamics Learning in Nonlinear Reduced Order Modeling
S. Fresca * , N. Farenga , S. Brivio , A. Manzoni
Learning Unsteady Trajectories in a Latent Space for Studying Ignition in Rocket Combustors
T. Zahtila * , E. Saetta , D. Rossinelli , G. Iaccarino

Thu, 20/02/2025
11:30 - 13:30
Salle de Cours P4
MS033A

MS033A Advanced and hybrid computational modeling (FEM, AI, MR) for evidence-based diagnosis in Healthcare I

Main Organizer: Prof. Marie-Christine HO BA THO (Université de technologie de Compiègne, France)

Chaired by: Prof. Marie-Christine HO BA THO (Université de technologie de Compiègne, France) , Prof. Tien-Tuan Dao (Centrale Lille Institut, France)

Keynote Childbirth Virtual Human Twin Coupled with Modern AI: Exploring the First Discovery Journey of the Human Being
T. Dao *
IntegratING Viscoelastic and Poroelastic Modeling for Predicting Soft Tissue RESPONSE and PREVENTING PRESSURE ULCER RISK
G. SCIUME , A. SEGAIN , T. LAVIGNE , S. BORDAS , H. PILLET , P. ROHAN *
Deep Learning-Based Imputation on the Facemocap Dataset for Facial Movement Analysis
E. Rodriguez * , F. Marcellin , E. Colin , F. Sarhan , S. Dakpé
Patient Specific Modelling Of The Face Towards Predictive Digital Twins For Facial Expression
M. Ho Ba Tho * , T. Dao

Thu, 20/02/2025
13:30 - 14:45

Lunch Break

Thu, 20/02/2025
14:45 - 15:45
Grand Amphi

Plenary Lecture IV

Chaired by: Prof. Ruben Sevilla (Swansea University, United Kingdom)

Trustworthy and Sustainable AI: From Mathematical Foundations to Next Generation AI Computing
G. Kutyniok

Thu, 20/02/2025
15:45 - 16:15

Coffee Break

Thu, 20/02/2025
16:15 - 18:15
Grand Amphi
MS018C

MS018C Digital Twins for Predictive Decision Making of Engineering Systems III

Main Organizer: Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Chaired by: Mr. Matteo Torzoni (Politecnico di Milano, Italy) , Prof. Andrea Manzoni (Politecnico di Milano, Italy)

DT4DED: A Digital Twin with Real-Time Slicing for Residual Stress Design of L/DED-W Additive Manufacturing
M. Kannapinn * , F. Roth , O. Weeger
Student Structural Damage Detection based on Aerodynamic Pressure Measurements
P. Franz * , I. Abdallah , G. Duthé , J. Deparday , A. Jafarabadi , A. Popp , S. Barber , E. Chatzi
Student A Digital Twin Framework for Helicopter Fleet Maintenance Integrating Real Time Degradation Tracking
E. Petriconi * , M. Giglio , C. Sbarufatti
Student Machine Learning Approaches for Water Leakage Detection in Water Supply Systems: A Comparative Study
A. Sousa * , A. Andrade-Campos , E. Rocha
Student Digital Twins for Military Aircraft: a Machine Learning Approach for Monitoring Structural Aging
C. Ferrassou * , P. Escande , M. Duval , R. Bouclier , L. Risser

Thu, 20/02/2025
16:15 - 18:15
Amphi Bezier
MS020A

MS020A Digital twins of living systems: theoretical, implementation & application challenges I

Main Organizer: Prof. Martin Genet (École Polytechnique, France)

Chaired by: Prof. Martin Genet (École Polytechnique, France) , Prof. Philippe Moireau (Ecole polytechnique, France)

Towards a digital twin of magnetic nanoparticle-mediated cancer therapy
B. Wirthl * , C. Janko , B. Schrefler , C. Alexiou , W. Wall
Autonomous catheter navigation for predictive mixed reality during endovascular interventions
M. Duprez * , S. Cotin , F. Nageotte , V. Scarponi
Mechanistic and Data-Driven Digital Twins of Patients on Non-Invasive Respiratory Support
L. Weaver * , H. Yu , H. Shamohammadi , S. Saffaran , D. Bates
Student Patient-Specific Perfusion Assessment: A Digital Twin Workflow Driven by Dynamic Imaging
J. Kowalski * , J. Hanna , S. Koning , L. Sala , R. Peul , M. Kruiswijk , J. Van der Vorst , I. Vignon-Clementel
Combining Physics-Based Modeling and Data Analytics Methods To Develop a Digital Twin for Ocular Applications
T. Saigre , V. Chabannes , C. Prud'homme , M. Szopos *

Thu, 20/02/2025
16:15 - 18:15
Amphi Fournel
MS008A

MS008A Advances in machine learning and data-driven techniques for aerodynamic optimization and uncertainty quantification I

Main Organizer: Dr. Esther Andrés Pérez (INTA, Spain)

Chaired by: Dr. Esther Andrés Pérez (INTA, Spain) , Dr. Domenico Quagliarella (CIRA, Italy)

Student Beta-Variational Autoencoders for Data-Driven Aerodynamic Models
V. Francés-Belda * , A. Solera-Rico , J. Nieto-Centenero , E. Andrés , C. Sanmiguel Vila , R. Castellanos
Student Leveraging Machine Learning for CFD Flow Field Classification
R. Margheritti * , O. Semeraro , M. Quadrio , G. Boracchi
Extracting Large-scale Coherent Structures from Turbulent Flow by Combining Dynamic Mode Decomposition and β-Variational Autoencoders
R. Halder * , B. Eiximeno , O. Lehmkuhl
Multi-fidelity surrogate-assisted multi-objective optimization: application to a low reynolds number compressor blade design
M. Schouler * , A. Belme , P. Cinnella

Thu, 20/02/2025
16:15 - 18:15
Amphi Manet
MS049B

MS049B Inverse Problems & Inverse Design II

Main Organizer: Mr. Leon Herrmann (Technische Universität München, Germany)

Chaired by: Prof. Stefan Kollmannsberger (Bauhaus University Weimar, Germany)

A Deep Learning Approach to Forward and Inverse Problems in Topology Optimization via Rank Reduction Autoencoders
I. Ben-Yelun * , M. El Fallaki Idrissi , J. Mounayer , S. Rodríguez , C. Ghnatios , F. Chinesta
Student Designing spinodoid architected materials by Bayesian optimization
A. Raßloff , P. Seibert , K. Kalina , M. Kästner , A. Otto *
Student Vibroacoustic Plate Design Using Guided Diffusion
J. Schultz * , J. van Delden , C. Blech , S. C. Langer , T. Lüddecke
Parametrizing Design Variables with Neural Networks
L. Herrmann * , O. Sigmund , S. Kollmannsberger
Student Structural Optimization of Lattice Structures Using Neural Networks for Geometry Representation
M. Kofler * , S. Elgeti
Simultaneous and Meshfree Topology Optimization with Physics-informed Gaussian Processes
R. Bostanabad *

Thu, 20/02/2025
16:15 - 18:15
Amphi Pinel
MS025A

MS025A Mathematical Aspects of Machine Learning Methods in Computional Mechanics I

Main Organizer: Prof. Mats G. Larson (Umea University, Sweden)

Chaired by: Prof. Mats G. Larson (Umea University, Sweden)

Neural Green's Operators for Parametric Partial Differential Equations
H. Melchers * , J. Prins , M. Abdelmalik
Student Combining Finite Element Methods and Neural Networks to Solve Elliptic Problems on 2D Geometries
F. Lecourtier * , N. Victorion , H. Barucq , M. Duprez , F. Faucher , E. Franck , V. Lleras , V. Michel-Dansac
Neural Network Approximation to Piecewise Constant Functions and its Applications to Hyperbolic Conservation Laws
Z. Cai * , J. Choi , M. Liu
Opening the black-box: approximation and generalization properties of convolutional neural networks in surrogate modeling
N. Franco * , S. Fresca , S. Brugiapaglia , A. Manzoni , P. Zunino
Student ELM training for Physics-Informed Neural Networks
D. De Falco *
Student Neural Network-Based Implicit Finite Volume Schemes for Hyperbolic System of Conservation Laws in 1D and 2D
L. Ávila León * , M. Castro Díaz

Thu, 20/02/2025
16:15 - 18:15
Amphi Esquillan
MS031A

MS031A Digital Twins and Artificial Intelligence Approaches for Complex/Multiscale Physiological Systems in Oncology I

Main Organizer: Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano, Italy)

Chaired by: Dr. Guillermo Lorenzo (University of A Coruña, Spain) , Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano, Italy)

Mathematical Models as the Engine of Digital Twins in Radiation Oncology
H. Enderling *
Digital-Twin Framework to Quantify Vertebral Fracture Risk due to Metastatic Cancer
S. Laranjeira * , S. Walker-Samuel , R. Shipley
a Physics-Informed Machine Learning model for Digital Twins: application to Prostate Cancer
D. Camacho-Gomez * , C. Borau , J. Garcia-Aznar , M. Gomez-Benito , M. Girolami , M. Perez
Towards a Digital Twin for Microvascular Environment in Head and Neck Cancer
L. Possenti * , S. Materne , F. Pisani , P. Vitullo , A. Cicchetti , C. Macaluso , T. Rancati , P. Zunino
Designing Digital Twins for Personalized Risk Assessment in Breast Cancer Radiotherapy: Insights From the Tetris Project
P. Zunino * , C. Fiorino , D. Gibon , S. Gutierrez-Enriquez , E. Onjukka , S. Pereira , A. Vega , T. Rancati

Thu, 20/02/2025
16:15 - 18:15
Amphi A
MS019A

MS019A Digital Twins and Their Enabling Technologies for Infrastructures I

Main Organizer: Dr. Daniel Wolff (University of the Bundeswehr Munich, Germany)

Chaired by: Prof. Alexander Popp (University of the Bundeswehr Munich, Germany) , Dr. Daniel Wolff (University of the Bundeswehr Munich, Germany)

Keynote FEM and ALE-Based Simulation of Long-Term Road Behavior Under Moving Loads and Thermal Effects for Digital Twin Applications
A. Chihadeh * , M. Kaliske
Data-driven Modeling of Processes for a Pedestrian Flow Simulation
E. Eftimova * , C. Nellinger , T. Koch
Leveraging Sensor Data to Enhance Multi-physics Simulations for Pedestrian Flow in a Digital Twin Framework
J. Bonari * , D. Gioia , M. von Danwitz , A. Popp
Student Towards Digital Twins for Real-Time Urban Physics Simulations via Model Order Reduction
L. Kühn * , J. Bonari , M. von Danwitz , A. Popp
Probabilistic Trajectory Modelling in a Digital Twin of UK Airspace
N. Pepper * , A. Hodgkin , A. Keane , M. Thomas

Thu, 20/02/2025
16:15 - 18:15
Salle de Cours C3
MS006B

MS006B Uncertainty quantification and design optimization of complex structures and innovative construction process using machine learning II

Main Organizer: Dr. Duc Phi Do (University of Orleans, France)

Chaired by: Dr. Duc Phi Do (University of Orleans, France) , Prof. Dashnor HOXHA (Laboratory of MEchanics, Gabriel Lamé, University of Orleans, France)

Grammar-Based Generative Design of Truss Structures with Monte Carlo Tree Search
M. Torzoni * , G. Garayalde , L. Rosafalco , M. Bruggi , A. Corigliano
Student Incorporating Uncertainties of EBFs using various Machine Learning Methods and Sampling-based Reliability Approaches
M. MASOOMZADEH * , M. CHARKHTAB BASIM *
Student Time-dependent convergence prediction, uncertainty quantification of creep rock behavior and design optimization of deep tunnel support using ai methods
P. Quang Hieu , T. Toan Trung * , D. Duc Phi , V. Minh Ngoc , H. Dashnor
Optimlized LSTM Neural Networks via Neural Architecture Search for Predicting Damage Evolution in Composite Laminates
O. Friderikos * , A. Mendoza , E. Baranger , D. Sagris , C. David
Student A Two-Stage Metamodeling Approach for Efficient Global Robust Optimization
T. Wanglomklang * , F. GILLOT , S. BESSET
Student Efficient Robust Optimization of Network Systems under Uncertainty
J. Paulson , A. Kudva *

Thu, 20/02/2025
16:15 - 18:15
Salle de Cours C4
MS014B

MS014B Autoencoders for Fluid Mechanics and More II

Main Organizer: Phd. Ettore Saetta (University of Naples Federico II, Italy)

Chaired by: Prof. Gianluigi Rozza (SISSA, Italy) , Dr. Federico Pichi (SISSA, Italy)

Student Reduced-Order Modeling of Experimental Turbulent Flows: from Linear Projection-Based Methods to Autoencoders
N. Tonioni * , L. Agostini , F. Kerhervé , L. Cordier , R. Vinuesa
Student Autoencoder-Based Dimensionality Reduction of Turbulent Channel Flow Under Spanwise Wall Oscillations
L. Guérin * , T. Fisk , L. Cordier , C. Flageul , L. Agostini
Student Physics Informed Spatio-Temporal Autoencoder for Flow Field Prediction in Bed Configurations
A. Mjalled * , M. Mönnigmann , R. Namdar , F. Varnik
Student Reservoir computing for system identification and predictive control with limited data
J. Williams * , N. Kutz , K. Manohar

Thu, 20/02/2025
16:15 - 18:15
Salle de Cours P4
MS007A

MS007A Advances in ML-hybrid methods for computational solid mechanics problems I

Main Organizer: Dr. Panos Pantidis (New York University Abu Dhabi, Greece)

Chaired by: Dr. Panos Pantidis (New York University Abu Dhabi, Greece) , Dr. Mostafa Mobasher (New York University Abu Dhabi, United Arab Emirates)

Bridging Neural Operators and Numerical Methods for Parametric PDE Solutions and Optimization
S. Rezaei *
Efficient and Robust Phase-Field Fracture Simulations Leveraging I-FENN
P. Pantidis * , L. Svolos , R. Saji , D. Abueidda , M. Mobasher
Multimodal Pre-Training Enables Time-Dependent Physics Inference from B-Rep
Y. Chen * , J. Bi , C. Ngo Ngoc , O. Bettinotti , V. Oancea
Student Graph Neural Network-based Gauss Quadrature for Isogeometric Analysis
D. Nath * , D. Neog , S. Gautam
Insights from Community Detection and Clustering through Modularity Function in 3D Model Glasses: an Unsupervised Machine Learning Approach
S. Swayamjyoti * , S. Alshabab , P. Jha , S. Khawas , R. Kishore , K. Sahu , B. Markert , F. Bamer

Thu, 20/02/2025
19:15 - 23:55

Banquet Dinner

Fri, 21/02/2025
07:30 - 08:00

Registration

Fri, 21/02/2025
08:00 - 09:00
Grand Amphi

Plenary Lecture V

Chaired by: Prof. Elias Cueto (Universidad de Zaragoza, Spain)

Modern Sensing and Physics Learning with Shallow Recurrent Decoders
N. Kutz

Fri, 21/02/2025
09:00 - 11:00
Grand Amphi
MS018D

MS018D Digital Twins for Predictive Decision Making of Engineering Systems IV

Main Organizer: Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Chaired by: Mr. Matteo Torzoni (Politecnico di Milano, Italy) , Prof. Andrea Manzoni (Politecnico di Milano, Italy)

Predictive Digital Twins for Underground Thermal Energy Storage using Differentiable Programming
Ø. Klemetsdal * , O. Andersen , S. Krogstad
The Role of Digital Twins in Smart Energy Systems
A. Di Meglio * , N. Massarotti
Digital Twin for Predictive Maintenance of Steam Generators
V. Chabridon , E. Remy * , M. Garo Sail , E. Jaber , A. Arnaud , A. Ajenjo , E. Dautrême , J. Caron , J. Delplace , P. Coffy , E. Ngarukiye
Student A Robust Pump Scheduling Optimization Model for Energy Cost Reduction in Smart Predictive Digital Twins
M. Brás * , A. Moura * , A. Andrade-Campos *
performance metrics and unified approaches for digital twin implementation in energy sectors
A. Razikazemi *

Fri, 21/02/2025
09:00 - 11:00
Amphi Bezier
MS020B

MS020B Digital twins of living systems: theoretical, implementation & application challenges II

Main Organizer: Prof. Martin Genet (École Polytechnique, France)

Chaired by: Prof. Martin Genet (École Polytechnique, France) , Prof. Philippe Moireau (Ecole polytechnique, France)

An Efficient Framework for Generating Patient-Specific Human Atrial Electrophysiology
E. Zappon * , L. Azzolin , M. Gsell , A. Neic , G. Plank
Patient-Specific Myocardial Microvessel Generation Using a Modified Constrained Constructive Optimization Algorithm
N. Thekkethil * , G. Pelagi , J. Mackenzie , H. Gao , N. Hill , X. Luo
Student Estimating Active Stress in Cardiac Biomechanical Models Based on Physics-Informed Neural Networks
M. Höfler * , F. Regazzoni , S. Pagani , E. Karabelas , C. Augustin , A. Quarteroni , G. Plank , G. Haase , F. Caforio
Towards a Lumped-Parameter Model Digital Twin of the Pulmonary Arterial Hypertension Patient
M. Balmus * , Z. Goh , M. Wilkins , A. Rothman , S. Niederer
Towards Digital Twins for Predicting Cardiac Growth and Remodeling
M. Sadeghinia * , H. Finsberg , E. Espe , S. Wall1 , J. Sundnes

Fri, 21/02/2025
09:00 - 11:00
Amphi Fournel
MS008B

MS008B Advances in machine learning and data-driven techniques for aerodynamic optimization and uncertainty quantification II

Main Organizer: Dr. Esther Andrés Pérez (INTA, Spain)

Chaired by: Dr. Domenico Quagliarella (CIRA, Italy) , Dr. Esther Andrés Pérez (INTA, Spain)

Optimizing UAV Electric Propulsion Systems using Artificial Neural Networks: A Data-Driven Approach
S. Goli * , D. Kurtuluş , M. Waqar , I. Imran , L. Alhems , T. Kouser , A. Memon
Green AI for Near-Optimal Mesh Generation
C. Lock * , O. Hassan , R. Sevilla , J. Jones
Student Efficient High-dimensional Design under Uncertainty: Multi-fidelity Deep Learning Approaches
D. Kilic * , M. Nikbay
Design-Space Dimensionality Reduction By Physics-Informed Parametric Model Embedding: Application To Bioinspired Underwater Gliders
A. Serani * , G. Palma , M. Diez
Sensitivity and optimization of shock bubble interaction within the framework of differentiable fluid dynamics
W. Wang * , X. Zhang , X. Chu

Fri, 21/02/2025
09:00 - 11:00
Amphi Manet
MS044A

MS044A Neural Operators for PDEs in Complex Geometries I

Main Organizer: Phd. Oriol Colomés (Delft University of Technology, Netherlands)

Chaired by: Dr. Alexander Heinlein (TU Delft, Netherlands) , Phd. Oriol Colomés (Delft University of Technology, Netherlands)

When big neural networks are not enough: physics, multifidelity and kernels
A. Howard * , W. Chen , S. Qadeer , P. Stinis
Student Efficient and accurate training of physics-informed deep operator networks with the conjugate kernel
A. Howard * , P. Stinis * , S. Murphy , S. Qadeer , T. Chiang
Neural Operator-Based Modeling of Hypersonic Flows Around Varying Geometries
A. Peyvan * , G. Karniadakis *
Bridging the Gap between Isogeometric Analysis and Deep Operator Learning
M. Möller *
Scalable Neural Network Approach for Heat Transport in Groundwater
J. Pelzer * , M. Schulte
DeepONet-based Preconditioning for Krylov Methods
A. Kopaničáková *

Fri, 21/02/2025
09:00 - 11:00
Amphi Pinel
MS025B

MS025B Mathematical Aspects of Machine Learning Methods in Computional Mechanics II

Main Organizer: Prof. Mats G. Larson (Umea University, Sweden)

Chaired by: Prof. Mats G. Larson (Umea University, Sweden)

Solving Parametric Partial Differential Equation Using Least-Squares-Based Neural Networks
S. Baharlouei * , J. Taylor , C. Uriarte , D. Pardo
Student Assessing the interpretability and robustness of MLP in tsunami prediction
J. Rodríguez Gálvez * , J. Macías Sánchez * , M. Castro Diaz * , B. Gaite Castrillo , J. Cantavella Nadal , L. Puertas González
Student Energy Minimisation Using Tensor-Product Free-Knot B-Splines
A. Magueresse * , S. Badia
A Graph-based approach towards a Hybrid Digital Twin for Satellite Thermal Management
L. Sosta * , S. Pagani , N. Parolini , F. Regazzoni , C. Ciancarelli , A. Nervo , F. Corallo , D. Di Ienno , L. Marini

Fri, 21/02/2025
09:00 - 11:00
Amphi Esquillan
MS031B

MS031B Digital Twins and Artificial Intelligence Approaches for Complex/Multiscale Physiological Systems in Oncology II

Main Organizer: Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano, Italy)

Chaired by: Mr. Paolo Zunino (MOX, Department of Mathematics, Politecnico di Milano, Italy) , Dr. Guillermo Lorenzo (University of A Coruña, Spain)

Patient-specific forecasting of prostate cancer progression during active surveillance using biomechanistic models and hybrid classifiers
G. Lorenzo * , C. Wu , J. Yung , J. Ward , H. Gomez , A. Reali , T. Yankeelov , A. Venkatesan , T. Hughes
Mathematical Modeling and Optimization of Tumor and Therapeutic Cell Delivery Incorporating Interstitial Fluid Flow
R. Woodall * , J. Hibbard , M. Gutova , C. Brown , J. Munson , R. Rockne
Biological features relevant to poor prognosis in breast cancer
J. Oh * , F. Pareja , R. Elkin , K. Xu , L. Norton , J. Deasy
The “Second Way In” : Modeling Perivascular Drug Delivery
C. Daversin-Catty * , H. Finsberg , K. Mardal , M. Rognes
Modeling of Heat Therapies Preventing Liver Cancer
T. Koeppl * , M. Weiser , M. Weber

Fri, 21/02/2025
09:00 - 11:00
Amphi A
MS019B

MS019B Digital Twins and Their Enabling Technologies for Infrastructures II

Main Organizer: Dr. Daniel Wolff (University of the Bundeswehr Munich, Germany)

Chaired by: Dr. Daniel Wolff (University of the Bundeswehr Munich, Germany) , Mr. Tobias Koch (German Aerospace Center (DLR), Germany)

Tensor Decomposition-Based HP-Variational Physics-Informed Neural Networks Optimized for Edge Devices
D. Ghose * , T. Anandh , J. Biju , S. Ganesan
Student Extension of Physics-Informed Neural Networks to Solve Solid and Contact Mechanics Problems in 3D
T. Sahin * , D. Wolff , A. Popp
Student Probabilistic Virtual Sensing of Reinforced Concrete Structures Based on Gaussian Processes and Mixed-Dimensional Modelling
B. Maradni * , S. Brandstaeter , A. Popp
Student Adjoint-Based Material Parameters and Constitutive Model Identification From Deformation Measurements
T. Ansari * , R. Löhner , R. Wüchner , H. Antil , S. Warnakulasuriya , I. Antonau , F. Airaudo
Developing a Calibrated Physics Based Digital Twin for Construction Vehicles
D. Karanfil * , D. Lindmark , M. Servin , D. Torick , B. Ravani
Student Using Digital Twinning and Augmented Reality for Optimizing Train Door Maintenance Processes
Y. An * , B. Adey , C. Haas

Fri, 21/02/2025
09:00 - 11:00
Salle de Cours C3
MS023A

MS023A Digital Twins for Infrastructures and Cities I

Main Organizer: Dr. Jeremy Bleyer (Ecole nationale des ponts et chaussées, France)

Chaired by: Dr. Jeremy Bleyer (Ecole nationale des ponts et chaussées, France)

Construction and Calibration of Digital Twins for Metallic Truss Bridges
C. Menuet *
Application of Supervised Learning in the Field of Tunnel Construction
L. Guayacán-Carrillo * , J. Pereira , J. Sulem
Digital Twins For The Smart Operation Of Long Thermoactive Urban Tunnels
I. González Tejada * , J. González Galindo , J. Muñoz Antón
RISK.twin: A Class of Digital Twins for Critical Infrastructure Protection
A. Popp * , D. Wolff
Data-Driven Condition Monitoring and Load Analysis for a Tram Rail Infrastructure
L. Heindel * , K. Marburg , D. Zschocke , A. Günther , P. Hantschke , M. Kästner

Fri, 21/02/2025
09:00 - 11:00
Salle de Cours C4
MS024B

MS024B Digital Twins and AI-Enhanced Computational Methods for Structural Analysis II

Main Organizer: Prof. Sergio Tavares (Universidade de Aveiro, Portugal)

Chaired by: Prof. Sergio Tavares (Universidade de Aveiro, Portugal) , Eng. Natacha Rosa (University of Aveiro, Portugal)

Student Evaluating digital twin maturity levels a case study of using large language models
A. Koskinen * , T. Gupta , Q. Khadim , E. Kurvinen
Developing A Digital Twin For Metals Additive Manufacturing
A. Rollett * , S. Ghosh
Reconciling Physics-based and Data-driven Process Models in the Additive Manufacturing Digital Twin
P. Witherell * , J. Michopoulos
Energy Systems Assessment Through Model Based Digital Twins for Enhanced Environmental Sustainability
N. Rosa * , S. M. O. Tavares

Fri, 21/02/2025
09:00 - 11:00
Salle de Cours P4
MS001A

MS001A Scientific Deep Learning Approaches for realtime forecast and calibration of digital models I

Main Organizer: Prof. Tan Bui-Thanh (The University of Texas, United States)

Chaired by: Prof. Tan Bui-Thanh (The University of Texas, United States)

Keynote Utilizing Scientific Deep Learning to Accelerate Data-Consistent Inversion
T. Wildey *
Student Efficient Digital Twin Development using Reduced Order Modeling for Steel Grade Intermixing in A Multiphase system of Continuous Casting Tundish
H. Gowrachari * , G. Stabile , G. Rozza
Student Improving Digital Twin using AI & SCADA
B. Malbois Le Borgne * , F. GATTI , M. CAPALDO , R. DESMORAT

Fri, 21/02/2025
11:00 - 11:30

Coffee Break

Fri, 21/02/2025
11:30 - 13:30
Grand Amphi
MS018E

MS018E Digital Twins for Predictive Decision Making of Engineering Systems V

Main Organizer: Mr. Matteo Torzoni (Politecnico di Milano, Italy)

Chaired by: Mr. Matteo Torzoni (Politecnico di Milano, Italy) , Prof. Andrea Manzoni (Politecnico di Milano, Italy)

Transforming Composite Manufacturing: AI-Driven Defect Detection and Prediction in Real-Time
I. Tretiak * , A. Koptelov , B. El Said
Student Assessing Cryobot Trajectory in Cryotwin: A Data-Integrated, Modular, and Extendable Virtual Framework
D. Bhattacharya * , J. Kowalski
Importance of Causality in Digital Twins: A Special Case for Predictive Maintenance of a Gas Turbine Engine
M. Tiwari * , P. Rao , P. Schlachter
Student Machine Learning Based Prediction of Chlorine Residuals in Water Supply Systems
S. Mota * , A. Andrade-Campos , A. Reis
Student An Industrial Digital Twin Structure Based on Maturity Level
T. Gupta * , A. Koskinen , Q. Khadim , E. Kurvinen

Fri, 21/02/2025
11:30 - 13:30
Amphi Bezier
MS020C

MS020C Digital twins of living systems: theoretical, implementation & application challenges III

Main Organizer: Prof. Martin Genet (École Polytechnique, France)

Chaired by: Prof. Philippe Moireau (Ecole polytechnique, France) , Prof. Martin Genet (École Polytechnique, France)

Urban airborne hazard for human health: CFD-DEM approach to respiratory urban airborne particulate
G. Spasov * , R. Rossi , A. Vanossi , C. Cottini , A. Benassi , G. Stabile
Student Numerical Preservation of Integral Properties of Growth-Fragmentation Models - Application to Saccharomyces Cerevisiae
B. Daignan-Fornier , C. Etchegaray , J. Granet * , B. Pinson , C. Poignard
Digital Twins in the Context of Personalized Medicine
J. de Wiljes *
Student Mathematical modeling of cardiac tissue response after Pulsed Field Ablation
S. Nati Poltri * , A. Collin , C. Poignard
Student Implicit Neural Field Reconstruction on Complex Shapes from Scattered And Noisy Data
D. Carrara * , F. Regazzoni , S. Pagani

Fri, 21/02/2025
11:30 - 13:30
Amphi Fournel
MS026A

MS026A Simplifying Digital Twin Development: Advances in Automation and AI I

Main Organizer: Mr. Jan Marius Stürmer (German Aerospace Center (DLR), Germany)

Chaired by: Mr. Jan Marius Stürmer (German Aerospace Center (DLR), Germany) , Mr. Tobias Koch (German Aerospace Center (DLR), Germany)

Scaling Digital Physical Asset Monitoring: Data-Driven Twins for Enterprise Implementations
D. Wilke *
Towards Generic Data Handling for Digital Twins in Product Development
J. Wagner * , P. Thoma
Towards Integrated Digital Twin For Kw-51 Bridge: Real-Time Structural Response Prediction And Machine Learning-Based Damage Identification
M. Mobasher * , B. Ahmed , Y. Qiu , D. Abueidda
Pipe Reconstruction From Point Clouds for Automated Digital Twin Generation
A. Alex *

Fri, 21/02/2025
11:30 - 13:30
Amphi Manet
MS044B

MS044B Neural Operators for PDEs in Complex Geometries II

Main Organizer: Phd. Oriol Colomés (Delft University of Technology, Netherlands)

Chaired by: Phd. Oriol Colomés (Delft University of Technology, Netherlands) , Dr. Alexander Heinlein (TU Delft, Netherlands)

Student Unfitted finite element interpolated neural networks for partial differential equations on complex geometries
W. Li * , S. Badia , A. Martín
Student Handling geometrical variability in nonlinear reduced order modeling through Continuous Geometry-Aware DL-ROMs
S. Brivio * , S. Fresca , A. Manzoni
Student Performance Comparison of Neural Networks and Sparse Polynomials for Operator Surrogates
J. Westermann * , T. O'Leary-Roseberry , J. Zech
Convolution neural operator preconditioning for the solution of some heterogeneous PDEs
Y. Xiang * , L. Giraud
Student A Phi-FEM approach to train a FNO for variable geometries
M. Duprez , V. Lleras , A. Lozinski , V. Vigon , K. Vuillemot *
The Generalized Weighted Shifted Boundary Method for geometry-agnostic neural operators
O. Colomes * , J. Modderman

Fri, 21/02/2025
11:30 - 13:30
Amphi Pinel
MS017A

MS017A Digital twin technology for battery cell manufacturing I

Main Organizer: Dr. Martin Thomas Horsch (Norwegian University of Life Sciences, Norway)

Chaired by: Prof. Gianluca Boccardo (Politecnico di Torino, Italy) , Prof. Michael Möckel (University of Applied Sciences Aschaffenburg, Germany)

Keynote Macine learning in the small data regime for pilot battery cell production
X. Xu , M. Moeckel *
Thermal Behavior of Automotive Lithium Batteries: Experimental Analysis and Digital Twin Development
D. Fedeli * , M. Lagnoni , C. Scarpelli , F. Quilici , A. Bertei , G. Lutzemberger , M. Salvetti , A. Mariotti
Digital Twin and Dataspace Architecture for Vanadium Redox-flow Batteries in View of Requirements for the Digital Materials and Product Passport
M. Horsch * , D. Fertig , A. Aghabarari , M. Bashir , D. Romanov , F. Al Machot , M. Janssen , E. Valseth , A. Linhart , J. große Austing , S. Chiacchiera , N. Vizcaino , M. Seaton , I. Todorov
Upscaling of Lithium-Ion Battery Models: from the Pore-Scale to the Cell- Scale through Homogenization
A. Lombardo Pontillo * , E. Buccafusco , A. Marcato , G. Boccardo , D. Marchisio , I. Battiato
Student Predicting Battery Degradation Using Cellular Neural Network Model
S. Liyanapathiranage * , F. Al Machot , M. Horsch , A. Dey

Fri, 21/02/2025
11:30 - 13:30
Amphi Esquillan
MS029A

MS029A Optimal Control and Decision Making under Uncertainty from Digital Twins I

Main Organizer: Prof. Ludovic CHAMOIN (ENS Paris-Saclay, France)

Chaired by: Prof. Ludovic CHAMOIN (ENS Paris-Saclay, France) , Prof. Nazih Mechbal (AMVALOR, France)

Semi-Autonomous Neural ODEs and Applications to Model Predictive Control
Z. Li , K. Liu , L. Liverani * , E. Zuazua
Validated prediction using intervals and integrals
L. Jaulin *
Monitoring and Control of Structures subject to Vibration and Damage using the Koopman operator
F. Colombo * , S. da Silva , M. Rebillat , N. Mechbal
Student Data-driven MPC for Real-time Control of Nonlinear Systems
D. Martin Xavier * , L. Chamoin , L. Fribourg
Optimizing Preform Charges in Sheet Molding Compound Manufacturing Through a Simulation-Based Machine Learning Approach
M. Tannous * , S. Rodriguez , C. Ghnatios , F. Chinesta
Student Reinforcement Learning Techniques Applied to the Control of Electroacoustic Resonators
A. Flor Torquato Fernandes * , L. Ferreira , R. Teloli , E. De Bono , M. Ouisse , S. De Rosa , G. Petrone

Fri, 21/02/2025
11:30 - 13:30
Amphi A
MS047A

MS047A AI improved computational methods for slender flexible structures I

Main Organizer: Prof. Elena Celledoni (NTNU, Norway)

Chaired by: Prof. Elena Celledoni (NTNU, Norway)

Reversible integrators in deep learning
S. Maslovskaya * , S. Ober-Blöbaum , C. Offen , P. Singh , B. Wembe
Towards AI Supported Estimation of Quasistatic Equilibrium Configurations of Flexible Parts
M. Roller * , J. Ljunglide , S. Lorin , J. Linn
AI-Based Constitutive Modelling for Composite Cable Structures
V. Doerlich * , D. Manfredo , J. Linn , M. Arnold
Simulation-based Assessment of Control Methods for the Robotic Manipulation of Deformable Objects
L. Dehaybe * , O. Brüls
On non-expansive ODEs and numerical integrators on manifolds with applications in computational mechanics and neural networks
B. Owren *
Neural Networks For The Approximation Of Euler's Elastica
E. Celledoni * , E. Çokaj , A. Leone , S. Leyendecker , D. Murari , B. Owren , R. Sato Martín de Almagro , M. Stavole

Fri, 21/02/2025
11:30 - 13:30
Salle de Cours C3
MS023B

MS023B Digital Twins for Infrastructures and Cities II

Main Organizer: Dr. Jeremy Bleyer (Ecole nationale des ponts et chaussées, France)

Chaired by: Prof. Ignacio González Tejada (Universidad Politécnica de Madrid, Spain)

Numerical Strategies for Cities and Territories using Digital Twin: from Urban Planning to Enhanced management
J. Waeytens * , T. Hamada , R. Chakir , G. Perrin , P. Lévèque , E. Bourgeois , D. Siegert
Student Leveraging Physics-informed Methodologies in Smart Predictive Digital Twins for Optimized Water Supply System Management
T. C. Pereira * , A. Andrade-Campos , R. Arbos
Student Real-Time Optimization and Digital Twin Integration for Water Supply Systems: A Case Study in Portugal
M. Alão * , A. Reis , A. Andrade-Campos
Data-Driven Forecasting of Residential Water, Heating and Electricity Consumption
N. Vlaminck * , L. Henneaux * , I. Parwatha * , C. Sainvitu *

Fri, 21/02/2025
11:30 - 13:30
Salle de Cours C4
MS048A

MS048A Reduced order models for environmental applications in ocean and atmosphere I

Main Organizer: Dr. Jeffrey Harris (École nationale des ponts et chaussées, France)

Chaired by: Dr. Jeffrey Harris (École nationale des ponts et chaussées, France) , Dr. Konstantin Kuznetsov (GRASP Earth, France)

Student Rapid Prediction of Tsunami Waveform with Bayesian Scenario Superposition
S. Fujita * , R. Nomura , S. Moriguchi , Y. Otake , R. LeVeque , K. Terada
Student A Reduced Ordel Model for Aerosol Coaguation
O. Jacquot * , V. Ehrlacher , T. Lelievre , K. Sartelet
Reduced order model for efficient prediction of dynamics of urban boundary layer in Paris
K. Kuznetsov * , O. Dubovik * , E. Alekseenko
On-the-fly Algorithm of Total Dynamic Mode Decomposition using Incremental Singular Value Decomposition
D. Matsumoto * , C. Janßen , T. Indinger

Fri, 21/02/2025
11:30 - 13:30
Salle de Cours P4
MS036A

MS036A Machine-Learning based Model Order Reduction for Patient-specific computational modeling I

Main Organizer: Prof. David Ryckelynck (Mines Paris PSL - Armines, France)

Chaired by: Prof. David Ryckelynck (Mines Paris PSL - Armines, France)

Finite Element Neural Network Interpolation: Hybridisation with the Proper Generalised Decomposition for Surrogate Modelling
A. Daby-Seesaram * , K. Škardová , M. Genet
Reduced Order Model for Drainage Computation in Lower Limb Lymphedema
A. Garcia-Llona * , F. Verdugo , M. Aguirre , S. Avril
Real-time prediction of strain in sitting-induced deep tissue injury using dictionary-based rom-nets
D. RYCKELYNCK * , P. ROHAN

Fri, 21/02/2025
13:30 - 14:45

Lunch Break

Fri, 21/02/2025
14:45 - 15:45
Amphi Bezier
.

. Semi-Plenary Lectures

Chaired by: Prof. Pierre Ladevèze (Paris-Saclay University, France)

Fri, 21/02/2025
14:45 - 15:45
Amphi Fournel
.

. Semi-Plenary Lectures

Chaired by: Prof. Beatriz Moya (ENSAM Paris, France)

Data assimilation from hybrid twins for the practical real-time monitoring of complex engineering systems
L. Chamoin
Digital Twins for the Earth System
P. Perdikaris *

DTE AICCOMAS 2025

Programme