Data-Driven and Computational Modeling of Materials Across Scales
Click here to access the workshop report, workshop photos and video recordings of talks.
(Updated May 8, 2023)
All times are Pacific:
Wednesday, May 10
8:00 – 8:20 Registration (Lobby level of CNSI Building)
8:20 – 8:30 Opening Remarks: Prof. Bruce Dunn (Interim Dean, UCLA Samueli School Of Engineering)
Machine Learning Approaches to Problems in the Mechanics of Materials
8:30 – 9:00 Invited Speaker: Rodrigo Freitas (MIT)
Quantitative Assessment for Short-Ranged Chemical Order in High-Entropy Alloys
9:00 – 9:30 Invited Speaker: Megan McCarthy (Sandia National Laboratories)
Building a New Generation of Multiscale Materials Models with
Machine-Learned Interatomic Particles
9:30 – 10:00 Break
Machine Learning Approaches to Problems in the Mechanics of Materials
10:00 – 10:30 Invited Speaker: Susanta Ghosh (Michigan Technological University)
Bayesian Neural Networks: Novel Loss Functions, Uncertainty Quantification,
and Applications to Mechanical Deformation and Electronic Structure Calculations
10:30 – 11:00 Invited Speaker: Stephen Niezgoda (Ohio State University)
ML, Microstructure, Mechanics, Design, and Manufacturing
11:00 – 11:30 Panel Discussion
11:30 – 12:30pm Lunch
Mechanics and Physics of Low-Dimensional Materials
(Nanomaterials - 0D, 1D and 2D Materials)
12:30 – 1:00 Invited Speaker: Babak Anasori (IUPUI)
Challenges and Opportunities in Computational Studies of 2D MXenes
1:00 – 1:30 Invited Speaker: Rui Huang (University of Texas at Austin)
Strain Localization in 2D Materials: a Challenge for Computational Mechanics
1:30 – 1:45 Short Break
Mechanics and Physics of Low-Dimensional Materials
(Nanomaterials - 0D, 1D and 2D Materials)
1:45 – 2:15 Invited Speaker: Horacio Espinosa (Northwestern University)
Fracture of 2D Materials - In situ TEM Experiments and ML Parameterized Force Fields
2:15 – 2:45 Invited Speaker: Arend van der Zande (UIUC)
Slips and Polarization Flips in Deformed 2D Heterostructures
2:45 – 3:15 Panel Discussion
3:15 – 3:30 Short Break
3:30 – 5:00 Lightning talks and poster presentations
Thursday, May 11
Multiscale Physics/Mechanics of Coarse-Graining
8:30 – 9:00 Invited Speaker: Ananya Balakrishna (UCSB)
Microstructural Instabilities in Phase Transformation Materials
9:00 – 9:30 Invited Speaker: Lori Graham-Brady (Johns Hopkins University)
ML-driven Models for Microstructure Simulation and Multi-scaling
9:30 – 10:00 Invited Speaker: Giacomo Po (University of Miami)
A Model of Creep and Growth at the Mesoscale
10:00 - 10:30 Break
Multiscale Physics/Mechanics of Coarse-Graining
10:30 – 11:00 Invited Speaker: Long-Qing Chen (Penn State)
Thermodynamic Equilibrium of Strained Ferroelecric Thin Films and Heterostructures
11:00 – 11:30 Invited Speaker: Somnath Ghosh (Johns Hopkins University)
Machine Learning Enabled Parametrically Upscaled Constitutive Models (PUCM):
A Data Driven Multiscale Modeling Approach for Metals and Composites
11:30 – 12:00pm Invited Speaker: Jaime Marian (UCLA)
Coupled Crystal Plasticity/Vertex Dynamics Modeling of Static Recrystallization
12:00 – 12:30 Panel Discussion
12:30 – 1:30 Lunch
Multiscale Design of Materials and Inverse Problems
1:30 – 2:00 Invited Speaker: Vivekanand Dabade (IISc Bangalore)
Multiscale Modelling and Design of Magnetoelastic Materials and Structures
2:00 – 2:30 Invited Speaker: Marianna Maiaru (University of Massachusetts Lowell)
Multiscale Process Modeling for Computationally-Driven Manufacturing
2:30 – 2:45 Short Break
Multiscale Design of Materials and Inverse Problems
2:45 – 3:15 Invited Speaker: Abdon Pena-Francesch (University of Michigan)
Multiscale Design of Bio-inspired Protein Materials
3:15 – 3:45 Invited Speaker: Ankit Srivastava (Illinois Institute of Technology)
Open Systems: Finite Metamaterials in Connection with Infinite Sinks
3:45 – 4:00 Short Break
4:00 – 4:30 Panel Discussion
4:30 – 5:00 Poster Presentations
6:00 – 8:00 Conference dinner – Skylight Gardens
Friday, May 12
Defects and Interfaces
8:30 – 9:00 Invited Speaker: Ryan Sills (Rutgers University)
Revealing Line Defect Structures in Crystalline Interfaces
9:00 – 9:30 Invited Speaker: Anter El-Azab (Purdue University)
Discontinuous Underpinning of Continuum Dislocation Dynamics
9:30 – 10:00 Break
Defects and Interfaces
10:00 – 10:30 Invited Speaker: Abigail Hunter (Los Alamos National Laboratory)
Phase Field Dislocation Dynamics (PFDD) for Nanoscale Metals
10:30 – 11:00 Invited Speaker: Jaafar El-Awady (Johns Hopkins University)
Reconstructing the Evolution of Bulk Plastic Deformation From Limited
Surface Displacement Measurements
11:00 – 11:30 Panel Discussion
11:30 – 12:30pm Lunch
12:30 – 1:00 Closing remarks, meeting adjournment