Learning and analyticals for measurements
ORAL · W31 · ID: 48307
Presentations
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Application of Quantum Information Processing Algorithms to Advanced Reactor Informatics
ORAL
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Presenters
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Maria Pantopoulou
- Purdue University
Authors
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Maria Pantopoulou
- Purdue University
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Madeleine Roberts
- University of Chicago, Argonne National Laboratory
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Lefteri H Tsoukalas
- Purdue University
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Alexander Heifetz
- Argonne National Laboratory
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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
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Victoria Ankel
- University of Chicago and Argonne National Laboratory
Authors
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Alexander Heifetz
- Argonne National Laboratory
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Victoria Ankel
- University of Chicago and Argonne National Laboratory
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Wei-Ying Chen
- Argonne National Laboratory
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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
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Alexander Donald
- University of Florida
Authors
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Alexander Donald
- University of Florida
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Andrew J Woods
- University of Florida
- Los Alamos National Laboratory
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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
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Luis A Valdez
- University of Texas San Antonio and Argonne National Laboratory
Authors
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Alexander Heifetz
- Argonne National Laboratory
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Luis A Valdez
- University of Texas San Antonio and Argonne National Laboratory
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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
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Styliani Pantopoulou
- Purdue University, Argonne National Laboratory
Authors
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Styliani Pantopoulou
- Purdue University, Argonne National Laboratory
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Matthew Weathered
- Argonne National Laboratory
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Darius Lisowski
- Argonne National Laboratory
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Lefteri H Tsoukalas
- Purdue University
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Alexander Heifetz
- Argonne National Laboratory
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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
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Pola Lydia Lagari
- Purdue University
Authors
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Pola Lydia Lagari
- Purdue University
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Alexander Heifetz
- Argonne National Laboratory
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Lefteri H Tsoukalas
- Purdue University
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Visualization of acoustic mode conversion and power flow in suspended thin-film phononic device
ORAL
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Presenters
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Daehun Lee
- University of Texas at Austin
Authors
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Daehun Lee
- University of Texas at Austin
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Qiyu Liu
- University of Washington
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Huan Li
- Zhejiang University
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Lu Zheng
- University of Texas at Austin
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Xuejian Ma
- University of Texas at Austin
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Shawn I Meyer
- University of Texas at Austin
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Songbin Gong
- University of Illinois Urbana-Champaign
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Ruochen Lu
- University of Texas at Austin
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Mo Li
- University of Washington
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Keji Lai
- University of Texas at Austin
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Full Physical Modeling of EM Signals in a Photon Nano-Sensor Platform
ORAL
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Presenters
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Andrew J Nonaka
- Lawrence Berkeley National Laboratory
Authors
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Andrew J Nonaka
- Lawrence Berkeley National Laboratory
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Revathi Jambunathan
- Lawrence Berkeley National Laboratory
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Prabhat Kumar
- Lawrence Berkeley National Laboratory
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Zhi Yao
- Lawrence Berkeley National Laboratory
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