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Keywords: thermal sensing
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Journal Articles

Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition

Christian Zamiela, Ryan Stokes, Wenmeng Tian, Haley Doude, Matthew W. Priddy, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081007.
Paper No: MANU-23-1769
https://doi.org/10.1115/1.4065416
Published Online: May 21, 2024
... learning deformation detection physics-informed machine learning thermal sensing wire arc directed energy deposition additive manufacturing inspection and quality control sensing U.S. Army Corps of Engineers 10.13039/100006752 W911NF-20-2-0206 Wire arc directed energy...
View Article titled, Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition
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Topics: Deformation, Modeling, Physics, Surface deformation, Approximation, Heat flux, Wire, Heat, Additive manufacturing, Sensors
Journal Articles

Deep Multi-Modal U-Net Fusion Methodology of Thermal and Ultrasonic Images for Porosity Detection in Additive Manufacturing

Christian Zamiela, Zhipeng Jiang, Ryan Stokes, Zhenhua Tian, Anton Netchaev, Charles Dickerson, Wenmeng Tian, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2023, 145(6): 061009.
Paper No: MANU-22-1240
https://doi.org/10.1115/1.4056873
Published Online: March 14, 2023
... disclaims all interest in the U.S. Government’s contributions. 10 05 2022 04 02 2023 04 02 2023 14 03 2023 additive manufacturing sensor fusion porosity detection thermal sensing ultrasonic sensing inspection and quality control laser processes nondestructive sensing...
View Article titled, Deep Multi-Modal U-Net Fusion Methodology of Thermal and Ultrasonic Images for Porosity Detection in Additive Manufacturing
Open the PDF for Deep Multi-Modal U-Net Fusion Methodology of Thermal and Ultrasonic Images for Porosity Detection in Additive Manufacturing in another window
Topics: Porosity, Sensors, Metals, Additive manufacturing, Manufacturing, Pyrometers, Image segmentation