Danny Perez

Presentation History

2024 MRS Fall Meeting & Exhibit

Incorporating Detailed Balance and Uncertainty Quantification in Machine Learning-Based Models of Defect Transport in Alloys

Dec 4, 2024, 4:30 PM

2024 MRS Spring Meeting & Exhibit

Machine Learning and Kinetic Monte Carlo Models of Transport in Concentrated Alloys

Apr 25, 2024, 11:45 AM

2024 MRS Spring Meeting & Exhibit

Uncertainty-Quantification-Driven Autonomous Workflows for Upscaling of Complex Materials Properties

Apr 22, 2024, 2:00 PM

2023 MRS Fall Meeting & Exhibit

Active Learning of Continuum-Scale Mechanics by Guiding Discrete Dislocation Dynamics Simulations

Nov 30, 2023, 11:15 AM

2023 MRS Spring Meeting & Exhibit

A Predictive Approach to Quantify the Role of Entropy in Metal Plasticity from Atomistic Simulations

Apr 13, 2023, 11:15 AM

2023 MRS Spring Meeting & Exhibit

Regression-Based Projection for Learning Mori–Zwanzig Operators

Apr 12, 2023, 3:00 PM

2023 MRS Spring Meeting & Exhibit

Enabling Long Timescale Molecular Dynamics Simulation with Ab Initio Precision

Apr 12, 2023, 2:00 PM

2023 MRS Spring Meeting & Exhibit

Training Data Generation for Machine-Learning Interatomic Potentials

Apr 12, 2023, 11:00 AM

2023 MRS Spring Meeting & Exhibit

Automated Data-Driven Upscaling of Transport Properties in Materials

Apr 12, 2023, 9:15 AM

2022 MRS Fall Meeting

Significant Entropic Effects Driving Dislocation Nucleation Kinetics at Surfaces

Dec 1, 2022, 3:45 PM

2022 MRS Fall Meeting

Machine Learning for Accelerated Defect Dynamics in Multicomponent Alloys

Nov 27, 2022, 8:30 AM

2021 MRS Fall Meeting

Optimal Resource Allocation in Parallel Trajectory Splicing

Dec 7, 2021, 2:30 PM

2021 MRS Fall Meeting

Estimation of Errors in the Prediction of Long Time Scale Properties with Machine Learning Potentials for Fusion Materials

Nov 30, 2021, 4:45 PM

2021 MRS Fall Meeting

An Entropy-Maximization Approach for the Generation of Training Sets for Machine-Learned Potentials

Nov 30, 2021, 1:45 PM

2019 MRS Fall Meeting

Accelerated Molecular Dynamics Simulations of Dislocation Climb in Nickel

Dec 5, 2019, 10:30 AM

2019 MRS Fall Meeting

Parallel Trajectory Splicing for the Exascale

Dec 5, 2019, 9:45 AM

2019 MRS Fall Meeting

Shape Fluctuation of Metallic Nanoclusters—Observations from Long-Timescale Simulations

Dec 5, 2019, 9:30 AM

2019 MRS Fall Meeting

Long-Time Dynamics Without Predefined States—A Data-Driven Parallel Replica Dynamics Approach

Dec 5, 2019, 9:00 AM

2019 MRS Fall Meeting

Uncertainty-Driven Construction of Markov Models—Finding and Evaluating Transition Rates

Dec 4, 2019, 10:30 AM