Vasudevan, Rama
- Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning
2022/05/30 by Maxim Ziatdinov, Yongtao Liu, Ziatdinov, Maxim +7 · 7 citations
Computer Science · Materials Science · #FOS: Computer and information sciences #FOS: Physical sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning and Algorithms #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci)
- Probing atomic-scale symmetry breaking by rotationally invariant machine learning of multidimensional electron scattering
2020/09/22 by Oxley, Mark P., Ziatdinov, Maxim, Dyck, Ondrej +3 · 2 citations
#Computational Physics (physics.comp-ph) #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Physical sciences
- Scientific Exploration with Expert Knowledge (SEEK) in Autonomous Scanning Probe Microscopy with Active Learning
2024/08/04 by Utkarsh Pratiush, Pratiush, Utkarsh, Hiroshi Funakubo +7 · 5 citations
Engineering · Physics and Astronomy · #Advanced Materials Characterization Techniques #Advanced Surface Polishing Techniques #Applied Physics (physics.app-ph) #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci)
- Human-in-the-loop: The future of Machine Learning in Automated Electron Microscopy
2023/10/08 by Sergei V. Kalinin, Yongtao Liu, Kalinin, Sergei V. +13 · 2 citations
Decision Sciences · Materials Science · #Electron and X-Ray Spectroscopy Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Scientific Computing and Data Management #electronic engineering #information engineering
- Causal analysis of competing atomistic mechanisms in ferroelectric\n materials from high-resolution Scanning Transmission Electron Microscopy data
2020/02/11 by Maxim Ziatdinov, Chris Nelson, Ziatdinov, Maxim +13 · 1 citation
Computer Science · Materials Science · #FOS: Physical sciences #Geochemistry and Geologic Mapping #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Multiferroics and related materials
- Active oversight and quality control in standard Bayesian optimization for autonomous experiments
2024/05/25 by Harris, Sumner B., Vasudevan, Rama, Liu, Yongtao · 2 citations
#FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
- Microscopy is All You Need
2022/10/12 by Sergei V. Kalinin, Rama K. Vasudevan, Kalinin, Sergei V. +9 · 1 citation
Materials Science · Computer Science · Decision Sciences · #Machine Learning in Materials Science #Software Engineering Research #Scientific Computing and Data Management
- A processing and analytics system for microscopy data workflows: the Pycroscopy ecosystem of packages
2023/02/20 by Rama K. Vasudevan, Vasudevan, Rama, Mani Valleti +7 · 1 citation
Biochemistry, Genetics and Molecular Biology · Decision Sciences · #Cell Image Analysis Techniques #Scientific Computing and Data Management #Single-cell and spatial transcriptomics
- Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy
2025/04/28 by Vatsavai, Aditya, Narasimha, Ganesh, Liu, Yongtao +5 · 2 citations
#FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci)
- Large Bandgap Observed on the Surfaces of EuZn2As2 Single Crystals
2024/08/16 by Dejia Kong, Kong, Dejia, S. Karbasizadeh +17 · 1 citation
Engineering · Physics and Astronomy · #Thermodynamic and Structural Properties of Metals and Alloys #Rare-earth and actinide compounds
- Automated Construction of Artificial Lattice Structures with Designer Electronic States
2025/08/04 by G. Narasimha, Mykola Telychko, Narasimha, Ganesh +10 · 1 citation
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Molecular Junctions and Nanostructures #Quantum-Dot Cellular Automata #Surface Chemistry and Catalysis
- Multiscale structure-property discovery via active learning in scanning tunneling microscopy
2024/04/10 by G. Narasimha, Narasimha, Ganesh, Dejia Kong +11 · 1 citation
Biochemistry, Genetics and Molecular Biology · Engineering · Physics and Astronomy · #Advanced Electron Microscopy Techniques and Applications #Advanced Materials Characterization Techniques #Applied Physics (physics.app-ph) #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci)
- Beyond Optimization: Exploring Novelty Discovery in Autonomous Experiments
2025/08/27 by Ralph Bulanadi, Jawad Chowdhury, Bulanadi, Ralph +11 · 2 citations
Computer Science · Decision Sciences · #Advanced Database Systems and Queries #Data Mining Algorithms and Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Materials Science (cond-mat.mtrl-sci) #Scientific Computing and Data Management
- Auto-3DPFM: Automating Polarization-Vector Mapping at the Nanoscale
2025/12/10 by Ralph Bulanadi, Bulanadi, Ralph, Martí Checa +20 · 2 citations
Engineering · Materials Science · #FOS: Physical sciences #Ferroelectric and Negative Capacitance Devices #Ferroelectric and Piezoelectric Materials #Materials Science (cond-mat.mtrl-sci) #Piezoelectric Actuators and Control