Learning and analyticals for measurements

ORAL · W31 · ID: 48307

Presentations

  • Convolutional Neural Network for Classification of Material Defects in Pulsed Thermal Tomography Images

    ORAL

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    Publication: [1]. A. Heifetz, D. Shribak, X. Zhang, J. Saniie, Z.L. Fisher, T. Liu, J.G. Sun, T. Elmer, S. Bakhtiari, W. Cleary, "Thermal Tomography 3D Imaging of Additively Manufactured Metallic Structures," AIP Advances 10(10), 105318 (2020).
    [2]. X. Zhang, J. Saniie, A. Heifetz, "Detection of Defects in Additively Manufactured Stainless Steel 316L with Compact Infrared Camera and Machine Learning Algorithms," JOM 72(12), 4244-4253 (2020).
    [3]. X. Zhang, J. Saniie, W. Cleary, A. Heifetz, "Quality Control of Additively Manufactured Metallic Structures with Machine Learning of Thermography Images," JOM 72(12), 4682-4694 (2020).

    Presenters

    • Victoria Ankel

      University of Chicago and Argonne National Laboratory

    Authors

    • Alexander Heifetz

      Argonne National Laboratory

    • Victoria Ankel

      University of Chicago and Argonne National Laboratory

    • Wei-Ying Chen

      Argonne National Laboratory

    View abstract →

  • Improving data acquisition and thermal resolution of ultra-low temperature tuning fork thermometers in liquid <sup>3</sup>He using machine learning and other algorithms

    ORAL

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    Publication: [1] R. Blaauwgeers et al., JLTP 146, 537 (2007).
    [2] A. Woods, A. Donald, L. Steinke, arXiv:2107.02387 (2021).

    Presenters

    • Alexander Donald

      University of Florida

    Authors

    • Alexander Donald

      University of Florida

    • Andrew J Woods

      University of Florida, Los Alamos National Laboratory

    • Lucia Steinke

      University of Florida

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  • Detection of Anomalies in Environmental Gamma Radiation Background with Hopfield Artificial Neural Network

    ORAL

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    Publication: [1]. M. Weinstein, A. Heifetz, R. Klann, "Detection of nuclear sources in search survey using dynamic quantum clustering of gamma-ray spectral data," The European Physical Journal Plus, 129(11), 239 (2014).
    [2]. M. Alamaniotis, A. Heifetz, A.C. Raptis, L.H. Tsoukalas, "Fuzzy-logic radioisotope identifier for gamma spectroscopy in source search," IEEE Transactions on Nuclear Science, 60(4), 3014-3024 (2013).
    [3]. E.W. Bai, A. Heifetz, A.C. Raptis, S. Dasgupta, R. Mudumbai, "Maximum likelihood localization of radioactive sources against a highly fluctuating background," IEEE Transactions on Nuclear Science, 62(6), 3274-3282 (2015).

    Presenters

    • Luis A Valdez

      University of Texas San Antonio and Argonne National Laboratory

    Authors

    • Alexander Heifetz

      Argonne National Laboratory

    • Luis A Valdez

      University of Texas San Antonio and Argonne National Laboratory

    • Miltos Alamaniotis

      University of Texas San Antonio

    View abstract →

  • Machine Learning for Estimation of Fiber Optics Temperature Field Sensing in a Thermal Hydraulic Flow Loop

    ORAL

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    Presenters

    • Styliani Pantopoulou

      Purdue University, Argonne National Laboratory

    Authors

    • Styliani Pantopoulou

      Purdue University, Argonne National Laboratory

    • Matthew Weathered

      Argonne National Laboratory

    • Darius Lisowski

      Argonne National Laboratory

    • Lefteri H Tsoukalas

      Purdue University

    • Alexander Heifetz

      Argonne National Laboratory

    View abstract →

  • Neural Network Based Solution of Heat Equation for Thermography Modelling

    ORAL

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    Publication: 1. P.L. Lagari, L.H. Tsoukalas, S. Safarkhani, I.E. Lagaris, "Systematic Construction of Neural Forms for Solving Partial Differential Equations Inside Rectangular Domains, Subject to Initial, Boundary and Interface Conditions," International Journal on Artificial Intelligence Tools 29 (05), 2050009 (2020).

    2. A. Heifetz, D. Shribak, X. Zhang, J. Saniie, Z.L. Fisher, T. Liu, J.G. Sun, T. Elmer, S. Bakhtiari, W. Cleary, "Thermal Tomography 3D Imaging of Additively Manufactured Metallic Structures," AIP Advances 10(10), 105318 (2020).

    Presenters

    • Pola Lydia Lagari

      Purdue University

    Authors

    • Pola Lydia Lagari

      Purdue University

    • Alexander Heifetz

      Argonne National Laboratory

    • Lefteri H Tsoukalas

      Purdue University

    View abstract →

  • Visualization of acoustic mode conversion and power flow in suspended thin-film phononic device

    ORAL

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    Presenters

    • Daehun Lee

      University of Texas at Austin

    Authors

    • Daehun Lee

      University of Texas at Austin

    • Qiyu Liu

      University of Washington

    • Huan Li

      Zhejiang University

    • Lu Zheng

      University of Texas at Austin

    • Xuejian Ma

      University of Texas at Austin

    • Shawn I Meyer

      University of Texas at Austin

    • Songbin Gong

      University of Illinois Urbana-Champaign

    • Ruochen Lu

      University of Texas at Austin

    • Mo Li

      University of Washington

    • Keji Lai

      University of Texas at Austin

    View abstract →