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Sorbite stainless steel dataset
The dataset used in this paper for testing the proposed modular machine learning-based elastoplasticity framework. -
Structural carbon steel dataset
The dataset used in this paper for testing the proposed modular machine learning-based elastoplasticity framework. -
Uniaxial cyclic loading data
The dataset used in this paper for training and testing the proposed modular machine learning-based elastoplasticity framework. -
Pendulum Data
The dataset consists of timestamps for the time at which each pendulum crosses the midpoint of its arc. -
DGGO dataset
The dataset used in this paper for testing the DGGO for solving the 1D Burgers equation, 1D time-dependent wave advection equation, 2D Darcy flow equation, and 2D time-dependent... -
Rate-dependent material dataset
The dataset used for training the evolution TANN model, containing 60,000 samples of strain and strain rate data for a rate-dependent material. -
Viscoplastic material dataset
The dataset used for training the evolution TANN model, containing 56,000 samples of strain and strain rate data for a viscoplastic material. -
Elasto-plastic material dataset
The dataset used for training the evolution TANN model, containing 40,000 samples of strain and strain rate data for a rate-independent elasto-plastic material.
