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  1. Article

    Open Access

    A dynamic Bayesian optimized active recommender system for curiosity-driven partially Human-in-the-loop automated experiments

    Optimization of experimental materials synthesis and characterization through active learning methods has been growing over the last decade, with examples ranging from measurements of diffraction on combinator...

    Arpan Biswas, Yongtao Liu, Nicole Creange, Yu-Chen Liu in npj Computational Materials (2024)

  2. Article

    Open Access

    Direct imaging of electron density with a scanning transmission electron microscope

    Recent studies of secondary electron (SE) emission in scanning transmission electron microscopes suggest that material’s properties such as electrical conductivity, connectivity, and work function can be probe...

    Ondrej Dyck, Jawaher Almutlaq, David Lingerfelt, Jacob L. Swett in Nature Communications (2023)

  3. Article

    Open Access

    High-speed map** of surface charge dynamics using sparse scanning Kelvin probe force microscopy

    Unraveling local dynamic charge processes is vital for progress in diverse fields, from microelectronics to energy storage. This relies on the ability to map charge carrier motion across multiple length- and t...

    Marti Checa, Addis S. Fuhr, Changhyo Sun, Rama Vasudevan in Nature Communications (2023)

  4. Article

    Open Access

    Deep learning for exploring ultra-thin ferroelectrics with highly improved sensitivity of piezoresponse force microscopy

    Hafnium oxide-based ferroelectrics have been extensively studied because of their existing ferroelectricity, even in ultra-thin film form. However, studying the weak response from ultra-thin film requires impr...

    Panithan Sriboriboon, Huimin Qiao, Owoong Kwon in npj Computational Materials (2023)

  5. No Access

    Chapter and Conference Paper

    Smoky Mountain Data Challenge 2021: An Open Call to Solve Scientific Data Challenges Using Advanced Data Analytics and Edge Computing

    The 2021 Smoky Mountains Computational Sciences and Engineering Conference enlists scientists from across Oak Ridge National Laboratory (ORNL) and industry to be data sponsors and help create data analytics an...

    Pravallika Devineni, Panchapakesan Ganesh in Driving Scientific and Engineering Discove… (2022)

  6. No Access

    Chapter and Conference Paper

    Building an Integrated Ecosystem of Computational and Observational Facilities to Accelerate Scientific Discovery

    Future scientific discoveries will rely on flexible ecosystems that incorporate modern scientific instruments, high performance computing resources, parallel distributed data storage, and performant networks a...

    Suhas Somnath, Rama K. Vasudevan in Driving Scientific and Engineering Discove… (2022)

  7. Article

    Author Correction: Atom-by-atom fabrication with electron beams

    An amendment to this paper has been published and can be accessed via a link at the top of the paper.

    Ondrej Dyck, Maxim Ziatdinov, David B. Lingerfelt in Nature Reviews Materials (2021)

  8. Article

    Open Access

    Author Correction: Tensor factorization for elucidating mechanisms of piezoresponse relaxation via dynamic Piezoresponse Force Spectroscopy

    An amendment to this paper has been published and can be accessed via a link at the top of the paper.

    Kyle P. Kelley, Linglong Li, Yao Ren, Yoshitaka Ehara in npj Computational Materials (2020)

  9. Article

    Open Access

    Tensor factorization for elucidating mechanisms of piezoresponse relaxation via dynamic Piezoresponse Force Spectroscopy

    Spatially resolved time and voltage-dependent polarization dynamics in PbTiO3 thin films is explored using dynamic piezoresponse force microscopy (D-PFM) in conjunction with interferometric displacement sensing. ...

    Kyle P. Kelley, Linglong Li, Yao Ren, Yoshitaka Ehara in npj Computational Materials (2020)

  10. Article

    Open Access

    Author Correction: Manifold learning of four-dimensional scanning transmission electron microscopy

    An amendment to this paper has been published and can be accessed via a link at the top of the paper.

    **n Li, Ondrej E. Dyck, Mark P. Oxley, Andrew R. Lupini in npj Computational Materials (2020)

  11. Article

    Open Access

    Detection of defects in atomic-resolution images of materials using cycle analysis

    The automated detection of defects in high-angle annular dark-field Z-contrast (HAADF) scanning-transmission-electron microscopy (STEM) images has been a major challenge. Here, we report an approach for the autom...

    Oleg S. Ovchinnikov, Andrew O’Hara in Advanced Structural and Chemical Imaging (2020)

  12. Article

    Open Access

    Imaging mechanism for hyperspectral scanning probe microscopy via Gaussian process modelling

    We investigate the ability to reconstruct and derive spatial structure from sparsely sampled 3D piezoresponse force microcopy data, captured using the band-excitation (BE) technique, via Gaussian Process (GP) ...

    Maxim Ziatdinov, Dohyung Kim, Sabine Neumayer in npj Computational Materials (2020)

  13. Article

    Open Access

    Author Correction: Deep learning analysis of defect and phase evolution during electron beam-induced transformations in WS2

    An amendment to this paper has been published and can be accessed via a link at the top of the paper.

    Artem Maksov, Ondrej Dyck, Kai Wang, Kai **ao in npj Computational Materials (2020)

  14. No Access

    Article

    Tunable quadruple-well ferroelectric van der Waals crystals

    The family of layered thio- and seleno-phosphates has gained attention as potential control dielectrics for the rapidly growing family of two-dimensional and quasi-two-dimensional electronic materials. Here we...

    John A. Brehm, Sabine M. Neumayer, Lei Tao, Andrew O’Hara in Nature Materials (2020)

  15. Article

    Publisher Correction: Reply to: On the ferroelectricity of CH3NH3PbI3 perovskites

    An amendment to this paper has been published and can be accessed via a link at the top of the paper.

    Yongtao Liu, Liam Collins, Roger Proksch, Songkil Kim in Nature Materials (2019)

  16. No Access

    Article

    Reply to: On the ferroelectricity of CH3NH3PbI3 perovskites

    Yongtao Liu, Liam Collins, Roger Proksch, Songkil Kim in Nature Materials (2019)

  17. Article

    Open Access

    Few-cycle Regime Atomic Force Microscopy

    Traditionally, dynamic atomic force microscopy (AFM) techniques are based on the analysis of the quasi-steady state response of the cantilever deflection in terms of Fourier analysis. Here we describe a techni...

    Enrique A. López-Guerra, Suhas Somnath, Santiago D. Solares in Scientific Reports (2019)

  18. Article

    A self-driving microscope and the Atomic Forge

    Ondrej Dyck, Stephen Jesse, Sergei V. Kalinin in MRS Bulletin (2019)

  19. No Access

    Article

    Lab on a beam—Big data and artificial intelligence in scanning transmission electron microscopy

    Atomically resolved imaging of materials enabled by the advent of aberration-corrected scanning transmission electron microscopy (STEM) has become a mainstay of modern materials science. However, much of the w...

    Sergei V. Kalinin, Andrew R. Lupini, Ondrej Dyck, Stephen Jesse in MRS Bulletin (2019)

  20. No Access

    Article

    Atom-by-atom fabrication with electron beams

    Assembling matter atom-by-atom into functional devices is the ultimate goal of nanotechnology. The possibility of achieving this goal is intrinsically dependent on the ability to visualize matter at the atomic...

    Ondrej Dyck, Maxim Ziatdinov, David B. Lingerfelt in Nature Reviews Materials (2019)

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