A Hierarchical Deep Symbolic AI Method for Closed‐Form, Interpretable Constitutive Modeling
ABSTRACT Recent advances in advanced manufacturing have enabled the development of multifunctional materials such as soft composites, whose complex nonlinear behaviors demand accurate and interpretable constitutive modeling. Traditional phenomenological formulations rely heavily on assumed functional forms and expert intuition, requiring extensive ...
Haozhe Yu +3 more
wiley +1 more source
ABSTRACT Numerical anisotropy and dispersion are inherent consequences of spatial discretization in finite element modeling of wave propagation. In two‐dimensional problems, these effects manifest not only as direction‐dependent phase and group velocities but also as angularly dependent numerical band gaps that may entirely suppress wave propagation ...
Wiktor Waszkowiak +3 more
wiley +1 more source
ABSTRACT Deep generative models, particularly denoising diffusion models, have achieved remarkable success in high‐fidelity generation of architected microstructures with desired properties and styles. However, these recent methods typically rely on conditional training mechanisms that require extensive labeled data.
Weipeng Xu +5 more
wiley +1 more source
A quantum-inspired classification for random mixed states. [PDF]
Sergioli G +6 more
europepmc +1 more source
CAP: Commutative algebra prediction of protein-nucleic acid binding affinities. [PDF]
Zia M +5 more
europepmc +1 more source
Adaptive Tensor Train Metadynamics for High-Dimensional Free Energy Exploration. [PDF]
Strand NE, Yang S, Khoo Y, Dinner AR.
europepmc +1 more source
The Group-Algebraic Formalism of Quantum Probability and Its Applications in Quantum Statistical Mechanics. [PDF]
Gu Y, Wang J.
europepmc +1 more source
Urea Detection in Phosphate Buffer and Artificial Urine: A Simplified Kinetic Model of a pH-Sensitive EISCAP Urea Biosensor. [PDF]
Simonyan K +4 more
europepmc +1 more source
An Optimized Pedestrian Inertial Navigation Method Based on the Birkhoff Pseudospectral Method. [PDF]
Zhang Z, Zhao D, Tian D.
europepmc +1 more source
A chaos-based augmented image encryption scheme for satellite images using Fredkin logic. [PDF]
Alexan W +4 more
europepmc +1 more source

