Journal Papers
system identification, neural networks

“Parallel Training Considered Harmful?” : Comparing Series-Parallel and Parallel Feedforward Network Training
Antônio H. Ribeiro, Luis A. Aguirre
Neurocomputing (2018)
doi - arXiv - code


International Conference Papers
system identification, lasso

Lasso Regularization Paths for NARMAX Models via Coordinate Descent
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of American Control Conference (2018)
doi - arXiv - slides - code

system identification, parameter estimation

Shooting Methods for Parameter Estimation of Output Error Models
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of 20th IFAC World Congress (2017)
doi - poster - code

system identification, oil production

Selecting Transients Automatically for the Identification of Models for an Oil Well
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of 2nd IFAC Workshop on Automatic Control in Offshore Oil and Gas Production (2015)
doi - slides


National Conference Papers
system identification, nonlinear systems

Relaçoes Estáticas de Modelos NARX MISO e sua Representaçao de Hammerstein
Antônio H. Ribeiro, Luis A. Aguirre
Proceedings of the “XX Congresso Brasileiro de Automática” (2014)
pdf - slides