Inverse Thermal Process Design for Interlayer Temperature Control in Wire-Directed Energy Deposition Using Physics-Informed Neural Networks Article

Hasan, Fuad, Hamrani, Abderrachid, Dolmetsch, Tyler et al. (2026). Inverse Thermal Process Design for Interlayer Temperature Control in Wire-Directed Energy Deposition Using Physics-Informed Neural Networks . 10(2), 10.3390/jmmp10020052

cited authors

  • Hasan, Fuad; Hamrani, Abderrachid; Dolmetsch, Tyler; Somadder, Somnath; Rayhan, Md Munim; Agarwal, Arvind; McDaniel, Dwayne

authors

publication date

  • February 1, 2026

keywords

  • Engineering
  • Engineering, Manufacturing
  • Engineering, Mechanical
  • FRAMEWORK
  • Materials Science
  • Materials Science, Multidisciplinary
  • Science & Technology
  • Technology
  • WAAM
  • inverse process optimization
  • metal additive manufacturing
  • physics informed neural network (PINN)
  • thermal modeling
  • wire arc additive manufacturing (WAAM)

Digital Object Identifier (DOI)

publisher

  • MDPI

volume

  • 10

issue

  • 2