Physics informed activation functions and loss functions for signal reconstruction and digital twinning Article

Cook, Brent, Gainza, Adryel, Portocarrero, Bryan et al. (2026). Physics informed activation functions and loss functions for signal reconstruction and digital twinning . SCIENTIFIC REPORTS, 16(1), 10.1038/s41598-026-52773-4

cited authors

  • Cook, Brent; Gainza, Adryel; Portocarrero, Bryan; Mujawar, Mubarak; Kamat, Vivek; Ewing, Dan; Upadhyay, Himanshu; Bhansali, Shekhar

authors

publication date

  • May 23, 2026

published in

keywords

  • Activation function
  • Digital twinning
  • Loss function
  • Multidisciplinary Sciences
  • Neural networks
  • Physics-informed neural networks
  • Printing
  • Science & Technology
  • Science & Technology - Other Topics

Digital Object Identifier (DOI)

publisher

  • NATURE PORTFOLIO

volume

  • 16

issue

  • 1