3 papers
eess.SY2022
Direct identification of continuous-time linear switched state-space models
Manas Mejari, Dario Piga
This paper presents an algorithm for direct continuous-time (CT) identification of linear switched state-space (LSS) models. The key idea for direct CT identification is based on a…
cs.LG2021
Deep learning with transfer functions: new applications in system identification
Dario Piga, Marco Forgione, Manas Mejari
This paper presents a linear dynamical operator described in terms of a rational transfer function, endowed with a well-defined and efficient back-propagation behavior for automati…
eess.SY2020
Shrinkage Strategies for Structure Selection and Identification of Piecewise Affine Models
Valentina Breschi, Manas Mejari
We propose two optimization-based heuristics for structure selection and identification of PieceWise Affine (PWA) models with exogenous inputs. The first method determines the numb…