4 citations · 7 across the 14 of their papers we have counts for
3 papers · 1 filter
SIMBa: System Identification Methods leveraging Backpropagation
Loris Di Natale, Muhammad Zakwan, Philipp Heer +2
This manuscript details and extends the SIMBa toolbox (System Identification Methods leveraging Backpropagation) presented in previous work, which uses well-established Machine Lea…
Stable Linear Subspace Identification: A Machine Learning Approach
Loris Di Natale, Muhammad Zakwan, Bratislav Svetozarevic +3
Machine Learning (ML) and linear System Identification (SI) have been historically developed independently. In this paper, we leverage well-established ML tools - especially the au…
Universal Approximation Property of Hamiltonian Deep Neural Networks
Muhammad Zakwan, Massimiliano d'Angelo, Giancarlo Ferrari-Trecate
This paper investigates the universal approximation capabilities of Hamiltonian Deep Neural Networks (HDNNs) that arise from the discretization of Hamiltonian Neural Ordinary Diffe…