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

    Source: Journal of Manufacturing Science and Engineering:;2024:;volume( 146 ):;issue: 008:;page 81007-1
    Author(s): Zamiela, Christian; Stokes, Ryan; Tian, Wenmeng; Doude, Haley; Priddy, Matthew W.; Bian, Linkan
    Publisher: The American Society of Mechanical Engineers (ASME)
    Abstract: This work presents a physics-informed fusion methodology for deformation detection using multi-sensor thermal data. A challenge with additive manufacturing (AM) is that abnormalities commonly occur due to rapid changes in ...
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    Layer-Wise Modeling and Anomaly Detection for Laser-Based Additive Manufacturing 

    Source: Journal of Manufacturing Science and Engineering:;2019:;volume( 141 ):;issue: 008:;page 81013
    Author(s): Seifi, Seyyed Hadi; Tian, Wenmeng; Doude, Haley; Tschopp, Mark A.; Bian, Linkan
    Publisher: American Society of Mechanical Engineers (ASME)
    Abstract: Additive manufacturing (AM) is a novel fabrication technique capable of producing highly complex parts. Nevertheless, a major challenge is the quality assurance of the AM fabricated parts. While there are several ways of ...
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