MPNO learns a nonlocal peridynamic constitutive law with a monotone gradient network, guaranteeing unique solutions in the small-deformation regime and showing improved robustness in downstream simulations.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Monotone Peridynamic Neural Operator for Nonlinear Material Modeling with Conditionally Unique Solutions
MPNO learns a nonlocal peridynamic constitutive law with a monotone gradient network, guaranteeing unique solutions in the small-deformation regime and showing improved robustness in downstream simulations.