Robin Schulte
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View article: Enhancing damage prediction in bulk metal forming through machine learning-assisted parameter identification
Enhancing damage prediction in bulk metal forming through machine learning-assisted parameter identification Open
The open-source parameter identification tool ADAPT (A diversely applicable parameter identification Tool) is integrated with a machine learning-based approach for start value prediction in order to calibrate a Gurson–Tvergaard–Needleman (…
View article: Machine learning-assisted parameter identification for constitutive models based on concatenated loading path sequences
Machine learning-assisted parameter identification for constitutive models based on concatenated loading path sequences Open
A hybrid strategy for the identification of material parameters of constitutive models is presented. One main challenge in the context of classic optimisation-based parameter identification schemes is the generation of adequate starting va…
View article: ADAPT — A Diversely Applicable Parameter Identification Tool: Overview and full-field application examples
ADAPT — A Diversely Applicable Parameter Identification Tool: Overview and full-field application examples Open
The free and open source software tool ADAPT (A Diversely Applicable Parameter Identification Tool) for the inverse parameter identification of constitutive material models is presented and applied in combination with Finite Element (FE) s…
View article: A computational framework for gradient‐enhanced damage – implementation and applications
A computational framework for gradient‐enhanced damage – implementation and applications Open
A gradient‐enhanced damage model is combined with finite viscoelasticity and implemented in an Abaqus user subroutine, exploiting the heat equation solution capabilities for the damage regularisation, in order to simulate soft polymers. Th…
View article: Gradient-Enhanced Modelling of Damage for Rate-Dependent Material Behaviour—A Parameter Identification Framework
Gradient-Enhanced Modelling of Damage for Rate-Dependent Material Behaviour—A Parameter Identification Framework Open
The simulation of complex engineering components and structures under loads requires the formulation and adequate calibration of appropriate material models. This work introduces an optimisation-based scheme for the calibration of viscoela…