A PVW-based framework predicts viscoelastic crack delay times and crack evolution under arbitrary loads while introducing a path-independent J-integral that yields a generalized Griffith criterion for delayed fracture.
Reciprocal Relations in Irreversible Processes
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A thermodynamics-constrained ML framework learns robust, consistent constitutive models for inelastic materials from macroscopic stress-strain data and generalizes to unseen paths.
NNET unifies Nambu-bracket reversible dynamics with entropy-gradient irreversible processes in a covariant formulation, illustrated by emergent conserved quantities in a triangular chemical reaction network.
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Theory of fracture initiation and propagation in viscoelastic media
A PVW-based framework predicts viscoelastic crack delay times and crack evolution under arbitrary loads while introducing a path-independent J-integral that yields a generalized Griffith criterion for delayed fracture.
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Learning inelastic constitutive models from stress-strain data under hard thermodynamic constraints
A thermodynamics-constrained ML framework learns robust, consistent constitutive models for inelastic materials from macroscopic stress-strain data and generalizes to unseen paths.
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Nambu Non-equilibrium Thermodynamics: Axiomatic Formulation and Foundation
NNET unifies Nambu-bracket reversible dynamics with entropy-gradient irreversible processes in a covariant formulation, illustrated by emergent conserved quantities in a triangular chemical reaction network.