Rama K. Vasudevan

1. Experimental discovery of structure-property relationships in ferroelectric materials via active learning
   2021/08/13 by Yongtao Liu, Kyle P. Kelley, Liu, Yongtao +9 · 7 citations
   Materials Science · Physics and Astronomy · #FOS: Physical sciences #Ferroelectric and Piezoelectric Materials #Force Microscopy Techniques and Applications #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci)
2. Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning
   2022/05/30 by Maxim Ziatdinov, Ziatdinov, Maxim, Yongtao Liu +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)
3. AEcroscoPy: A software-hardware framework empowering microscopy toward automated and autonomous experimentation
   2023/12/16 by Yongtao Liu, Liu, Yongtao, Kevin M. Roccapriore +11 · 6 citations
   Biochemistry, Genetics and Molecular Biology · Materials Science · Physics and Astronomy · #Advanced Electron Microscopy Techniques and Applications #Electron and X-Ray Spectroscopy Techniques #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci)
4. Opportunities for Retrieval and Tool Augmented Large Language Models in Scientific Facilities
   2023/12/03 by Michael H. Prince, Henry Chan, Prince, Michael H. +15 · 5 citations
   Computer Science · Decision Sciences · Materials Science · #Accelerator Physics (physics.acc-ph) #Applied Physics (physics.app-ph) #Computational Engineering #FOS: Computer and information sciences #FOS: Physical sciences #Finance #Instrumentation and Detectors (physics.ins-det) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Research Data Management Practices #Scientific Computing and Data Management #and Science (cs.CE)
5. Ferroelectric or non-ferroelectric: why so many materials exhibit\n ferroelectricity on the nanoscale
   2017/01/04 by Rama K. Vasudevan, Vasudevan, Rama K., Nina Balke +6 · 2 citations
   Engineering · Materials Science · Physics and Astronomy · #Acoustic Wave Resonator Technologies #FOS: Physical sciences #Ferroelectric and Piezoelectric Materials #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci) #Mechanical and Optical Resonators #Mesoscale and Nanoscale Physics (cond-mat.mes-hall)
6. Fast Scanning Probe Microscopy via Machine Learning: Non-rectangular\n scans with compressed sensing and Gaussian process optimization
   2020/04/23 by Kyle P. Kelley, Maxim Ziatdinov, Kelley, Kyle P. +13 · 2 citations
   Physics and Astronomy · Engineering · #Force Microscopy Techniques and Applications #Near-Field Optical Microscopy #Piezoelectric Actuators and Control
7. Automated Experiments of Local Non-linear Behavior in Ferroelectric Materials
   2022/06/30 by Yongtao Liu, Liu, Yongtao, Kyle P. Kelley +17 · 3 citations
   Engineering · Physics and Astronomy · #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci) #Structural Health Monitoring Techniques #Ultrasonics and Acoustic Wave Propagation
8. 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)
9. 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
10. Imaging Mechanism for Hyperspectral Scanning Probe Microscopy via\n Gaussian Process Modelling
    2019/11/26 by Maxim Ziatdinov, Dohyung Kim, Ziatdinov, Maxim +13 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Engineering · Physics and Astronomy · #Advanced Fluorescence Microscopy Techniques #Computational Physics (physics.comp-ph) #FOS: Physical sciences #Force Microscopy Techniques and Applications #Materials Science (cond-mat.mtrl-sci) #Photoacoustic and Ultrasonic Imaging
11. 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
12. Microscopy is All You Need
    2022/10/12 by Sergei V. Kalinin, Kalinin, Sergei V., Rama K. Vasudevan +9 · 1 citation
    Materials Science · Computer Science · Decision Sciences · #Machine Learning in Materials Science #Software Engineering Research #Scientific Computing and Data Management
13. Designing Workflows for Materials Characterization
    2023/02/07 by Sergei V. Kalinin, Maxim Ziatdinov, Kalinin, Sergei V. +11 · 1 citation
    Computer Science · Decision Sciences · Materials Science · #FOS: Physical sciences #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Research Data Management Practices #Scientific Computing and Data Management
14. A processing and analytics system for microscopy data workflows: the Pycroscopy ecosystem of packages
    2023/02/20 by Rama K. Vasudevan, Mani Valleti, Vasudevan, Rama +7 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Decision Sciences · #Cell Image Analysis Techniques #Scientific Computing and Data Management #Single-cell and spatial transcriptomics
15. Synergizing Human Expertise and AI Efficiency with Language Model for Microscopy Operation and Automated Experiment Design
    2024/01/24 by Yongtao Liu, Martí Checa, Liu, Yongtao +3 · 1 citation
    Decision Sciences · Materials Science · Medicine · #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #FOS: Physical sciences #Human-Computer Interaction (cs.HC) #Machine Learning in Materials Science #Materials Science (cond-mat.mtrl-sci) #Scientific Computing and Data Management
16. 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
17. 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
18. 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)
19. 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
20. 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