Subramanian Sankaranarayanan

Presentation History

2024 MRS Fall Meeting & Exhibit

Inverse Defect Design Using AI and Machine Learning

Dec 6, 2024, 10:00 AM

2024 MRS Fall Meeting & Exhibit

Molecular-Resolution Imaging of Ice Crystallized from Liquid Water

Dec 5, 2024, 11:45 AM

2024 MRS Fall Meeting & Exhibit

Predictive Design of Threshold Switching Voltage in Electron Doped VO2 for Neuromorphic Computing

Dec 4, 2024, 8:00 PM

2024 MRS Fall Meeting & Exhibit

Accelerated Material Design in Large Continuous Action Manifolds Propelled by Policy-Driven Search Trees

Dec 4, 2024, 8:00 PM

2024 MRS Fall Meeting & Exhibit

Active Learned Equivariant Neural Networks for Inverse Design of Thermoelectric Materials

Dec 4, 2024, 9:15 AM

2024 MRS Fall Meeting & Exhibit

Symbolic Regression Based on Physics Informed Neural Network for Learning Interatomic Potentials

Dec 2, 2024, 4:30 PM

2024 MRS Fall Meeting & Exhibit

Reinforcement Learning Informed Growth Dynamics in 2D Materials

Dec 2, 2024, 2:45 PM

2024 MRS Fall Meeting & Exhibit

Reinforcement Learning for Transferable Force Fields in Binary Nano-Alloy Synthesis and Soft Landing

Dec 2, 2024, 2:30 PM

2024 MRS Spring Meeting

Thermal Transport in 2D Materials Using Tersoff Interatomic Potentials

Apr 24, 2024, 5:00 PM

2024 MRS Spring Meeting

Infrared Nanoimaging of Hydrogenated Perovskite Nickelate Memristive Devices

Apr 24, 2024, 10:30 AM

2023 MRS Fall Meeting

Investigation of Structure-Processing Relationships in Metal Additive Manufacturing Through Featurization of Microstructural Images

Dec 1, 2023, 11:30 AM

2023 MRS Fall Meeting

Search Trees in Large Continuous Action Spaces for Multiscale Modeling and Design of Materials

Dec 1, 2023, 11:00 AM

2023 MRS Fall Meeting

High-Throughput Electronic Structure Prediction of Materials using Machine-Learned Extended Hückel Tight-Binding Models

Nov 30, 2023, 10:15 AM

2023 MRS Fall Meeting

Exploring Zeolite Interatomic Potentials Through Multi-Reward Reinforcement Learning

Nov 29, 2023, 4:00 PM

2023 MRS Fall Meeting

Comparison of an RL-Trained Model for Silicene with State-Of-The-Art Physics-Based and ML Models

Nov 29, 2023, 3:45 PM

2023 MRS Fall Meeting

Learning an Ab Initio-Based Bond Order Potential to Investigate Mechanical and Thermal Properties of Bismuthene

Nov 29, 2023, 11:15 AM

2023 MRS Fall Meeting

Accelerating the Discovery of Two-Dimensional Interfaces with Graph Neural Network and Evolutionary Search

Nov 29, 2023, 9:15 AM

2023 MRS Fall Meeting

Sustained Superlubricity in Mo₂TiC₂MXenes Facilitated by Tribocatalytic Reaction at The Sliding Interfaces

Nov 28, 2023, 2:30 PM

2023 MRS Fall Meeting

Meta-Learning—Efficient Force-Field Parameterization for Accurate Molecular Simulations

Nov 28, 2023, 11:30 AM

2023 MRS Spring Meeting

Physics-Based Machine Learning for the Electronic Structure of Phase Change Materials

Apr 12, 2023, 9:30 AM