Physics-Informed Machine Learning for metal additive manufacturing

Scientific Machine Learning Through Physics–Informed Neural Networks: Where we are and What’s Next

Salvatore Cuomo, Vincenzo Schiano Di Cola, Fabio Giampaolo et al. · Journal of Scientific Computing · 2022 · 2.3K citations · Full text

Computing, Computer Science, Physics +16

DGM: A deep learning algorithm for solving partial differential equations

Justin Sirignano, Konstantinos Spiliopoulos · Journal of Computational Physics · 2018 · 2.1K citations · Full text

Natural Sciences, Computer Science, Mathematics +13

B-PINNs: Bayesian physics-informed neural networks for forward and inverse PDE problems with noisy data

Liu Yang, Xuhui Meng, George Em Karniadakis · Journal of Computational Physics · 2020 · 1.1K citations · Full text

Natural Sciences, Mathematics, Physics +14

Processing parameters in laser powder bed fusion metal additive manufacturing

J.P. Oliveira, Aaron D. LaLonde, Ji Ma · Materials & Design · 2020 · 835 citations · Full text

Engineering, Materials Engineering, Materials Science +17

Machine learning in additive manufacturing: State-of-the-art and perspectives

Chengcheng Wang, Xipeng Tan, Shu Beng Tor et al. · Additive manufacturing · 2020 · 680 citations · Full text

Engineering, Manufacturing Engineering, Materials Engineering +14