Recent & Upcoming Talks

2020

Intelligent multiscale modeling of short fiber reinforced composites based on process-guided material database

Jun 10, 2020 virtual event

Deep material network and transfer learning - An application for multiscale short fiber composites

May 26, 2020 New York, NY, USA

Physics-based machine learning in materials modeling and multiscale simulation

The rise of Machine Learning (ML) has been continuously advancing the frontier of materials modeling and multiscale simulations. …

Apr 15, 2020 San Jose, CA, USA

Deep material network and transfer learning for multiscale modeling of composite systems

Jan 21, 2020 Dearborn, MI, USA

2019

Advances in immersed particle method and deep material network for data-driven RVE analysis

Jul 29, 2019 Austin, Texas, USA

Short course on "Machine learning data-Driven discretization theories, modeling and applications"

Jul 28, 2019 Austin, Texas, USA

Slide-1 Slide-2

Deep material networks for creating microstructural database of polycrystalline materials in additive manufacturing

Apr 1, 2019 Chicago, IL, USA

Deep material network for data-driven structure-property predictions

Mar 12, 2019 Pleasanton, CA, USA

2018

Advances in RVE large deformation analysis of heterogeneous structures using an immersed particle modeling method and mechanistic machine learning technology

Nov 10, 2018 Pittsburgh, PA, USA

Multiscale microstructural database for concurrent modeling of nonlinear softening material with damage and failure

Jul 23, 2018 New York City, NY, USA

Short course on "Mechanistic data-driven multiscale analysis and applications"

Jul 22, 2018 New York City, NY, USA

Multiscale simulations of material with heterogeneous structures based on representative volume element techniques

Jun 10, 2018 Detroit, MI, USA

2017

A consistent concurrent framework for multiscale material failure based on self-consistent clustering analysis

Jul 26, 2017 Boston, MA, USA

Multiscale microstructural database for elastoplastic material with damage based on self- consistent clustering analysis

Jun 5, 2017 San Diego, CA, USA

Multiscale microstructural database for nonlinear material homogenization based on self-consistent clustering analysis

Apr 28, 2017 Duke University, Raleigh, NC, USA

2016

Data-driven modeling of heterogeneous materials - self-consistent homogenization for elasto-plastic behavior

Jul 28, 2016 Seoul, South Korea

2015

Pattern characterization and volume-integral micromechanics model of elastic and elasto- plastic heterogeneous material

Jul 30, 2015 San Diego, CA, US

A statistical descriptor based volume-integral micromechanics model of heterogeneous material

May 28, 2015 Berkeley, CA, US