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Dhrubajyoti Gupta Received The Best Student Paper in IISE Annual Meeting Manufacturing and Design Track, held on May 17, 2026, in Arlington, TX

Smart lab Ph.D. student Dhrubajyoti (DJ) Gupta received this Best Student Paper Award. The paper is entitled “Multi-task Coupled Physics-Informed Neural Networks for Thermo-Mechanical Modeling of Additive Friction-Stir Deposition,” and it received the Best Student Paper Award from the Manufacturing & Design Division at the Institute of Industrial and Systems Engineers (IISE) Annual Conference & Expo 2026.


This work presents a multi-task coupled physics-informed neural network framework for AFSD that jointly learns the thermal field, mechanical fields, and temperature-dependent material properties while enforcing process-specific physics.


 
 
 

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