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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).<br>[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).<br>[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).<br>

    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).<br>[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).<br>[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).<br>[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

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  • 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).<br><br>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 →