A POD-TANN approach for the multiscale modeling of materials and macroelement derivation in geomechanics

Giovanni Piunno, Ioannis Stefanou, Cristina Jommi

This paper introduces a novel approach that combines Proper Orthogonal Decomposition (POD) with Thermodynamics-based Artificial Neural Networks (TANN) to capture the macroscopic be…