Sergei V Kalinin Collaborator, University of Tennessee Contact 865.241.0236 | kalininsv@ornl.gov All Publications Physical discovery in representation learning via conditioning on prior knowledge... Discovering invariant spatial features in electron energy loss spectroscopy images on the mesoscopic and atomic levels... Finding simplicity: unsupervised discovery of features, patterns, and order parameters via shift-invariant variational autoencoders Unsupervised machine learning discovery of structural units and transformation pathways from imaging data Autonomous scanning probe microscopy with hypothesis learning: Exploring the physics of domain switching in ferroelectric materials AtomAI framework for deep learning analysis of image and spectroscopy data in electron and scanning probe microscopy Discovering mechanisms for materials microstructure optimization via reinforcement learning of a generative model A Roadmap for Edge Computing Enabled Automated Multidimensional Transmission Electron Microscopy Physics Discovery in Nanoplasmonic Systems via Autonomous Experiments in Scanning Transmission Electron Microscopy Enabling Autonomous Electron Microscopy for Networked Computation and Steering Strain-Induced asymmetry and on-site dynamics of silicon defects in graphene Probing Temperature-Induced Phase Transitions at Individual Ferroelectric Domain Walls Unsupervised learning of ferroic variants from atomically-resolved STEM images Electron-Beam Induced Emergence of Mesoscopic Ordering in Layered MnPS3 Dynamic control of ferroionic states in ferroelectric nanoparticles Temperature-Assisted Piezoresponse Force Microscopy: Probing Local Temperature-Induced Phase Transitions in Ferroics Seamless Communication Between High-Performance Computing System and Electron Microscopes for On-Demand Automated Data Transfer and Remote Control Atomic-scale Fabrication of 1D-2D Nano Hetero-structures within 2D Materials through Automated Tracking and Electron Beam Control Strain-Induced asymmetry and on-site dynamics of silicon defects in graphene Observability of negative capacitance of a ferroelectric film: Theoretical predictions Highly enhanced ferroelectricity in HfO2-based ferroelectric thin film by light ion bombardment Exploring leakage in dielectric films via automated experiments in scanning probe microscopy Automated Experiment in 4D-STEM: Exploring Emergent Physics and Structural Behaviors Light–ferroelectric interaction in two-dimensional lead iodide perovskites... Bridging microscopy with molecular dynamics and quantum simulations: an atomAI based pipeline Pagination Current page 1 Page 2 Page 3 … Next page ›â¶Äº Last page Last » Key Links
