2 citations · 2 across the 3 of their papers we have counts for
3 papers
Probabilistic electric load forecasting through Bayesian Mixture Density Networks
Alessandro Brusaferri, Matteo Matteucci, Stefano Spinelli +1
Probabilistic load forecasting (PLF) is a key component in the extended tool-chain required for efficient management of smart energy grids. Neural networks are widely considered to…
Estimation of Switched Markov Polynomial NARX models
Alessandro Brusaferri, Matteo Matteucci, Stefano Spinelli
This work targets the identification of a class of models for hybrid dynamical systems characterized by nonlinear autoregressive exogenous (NARX) components, with finite-dimensiona…
Identification of Probability weighted ARX models with arbitrary domains
Alessandro Brusaferri, Matteo Matteucci, Stefano Spinelli
Hybrid system identification is a key tool to achieve reliable models of Cyber-Physical Systems from data. PieceWise Affine models guarantees universal approximation, local lineari…