Journal Publications
See my publications also at Google Scholar
Physics-Informed Neural Nets for Control of Dynamical Systems. arXiv preprint arXiv:2104.02556. .
Submitted.
Nonlinear Model Predictive Control of Electrical Submersible Pumps based on Echo State Networks . Advanced Engineering Informatics. .
In Press.
Echo State Networks for Practical Nonlinear Model Predictive Control of Unknown Dynamic Systems. IEEE Transactions on Neural Networks and Learning Systems. :1-15. .
2021.
Online Learning Control with Echo State Networks of an Oil Production Platform. Engineering Applications of Artificial Intelligence. 85:214-228.
(512.33 KB) .
2019.

Nonlinear Model Predictive Control of an Oil Well with Echo State Networks. IFAC-PapersOnLine (3rd IFAC Workshop on Automatic Control in Offshore Oil and Gas Production OOGP 2018). 51:13-18.
(386.53 KB) .
2018.

Reservoir Computing for Detection of Steady State in Performance Tests of Compressors. Neurocomputing. 275:607.
(876.98 KB) .
2018.

Echo State Networks for Data-driven Downhole Pressure Estimation in Gas-lift Oil Wells. Neural Networks. 85:106-117.
(913.18 KB) .
2017.

On Learning Navigation Behaviors for Small Mobile Robots With Reservoir Computing Architectures. IEEE Transactions on Neural Networks and Learning Systems. 26:763-780.
(5.14 MB) .
2015.

System Identification of a Vertical Riser Model with Echo State Networks. IFAC-PapersOnLine (2nd IFAC Workshop on Automatic Control in Offshore Oil and Gas Production). 48(6):304-310.
(549.4 KB) .
2015.

Learning Slow Features with Reservoir Computing for Biologically-inspired Robot Localization. Neural Networks. 25:178-190.
(2.77 MB) .
2012.
