Data-driven Modeling, Filtering and Control: Methods and Applications - Couverture rigide

 
9781785617126: Data-driven Modeling, Filtering and Control: Methods and Applications
Couverture rigide
ISBN 10 : 1785617125 ISBN 13 : 9781785617126
Editeur : Institution of Engineering and Technology, 2019

Synopsis

The scientific research in many engineering fields has been shifting from traditional first-principle-based to data-driven or evidence-based theories. The latter methods may enable better system design, based on more accurate and verifiable information.

In the era of big data, IoT and cyber-physical systems, this subject is of growing importance, as data-driven approaches are key enablers to solve problems that could not be addressed by standard approaches. This book presents a number of innovative data-driven methodologies, complemented by significant application examples, to show the potential offered by the most recent advances in the field. Applicable across a range of disciplines, the topics discussed here will be of interest to scientists, engineers and students in automatic control and learning systems, automotive and aerospace engineering, electrical engineering and signal processing.

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À propos des auteurs

Carlo Novara is an Associate Professor at Politecnico di Torino, Italy. He holds a Ph.D. degree in Computer and System Engineering. His research interests include nonlinear and LPV system identification, filtering/estimation, time series prediction, nonlinear control, data-driven methods, Set Membership methods, sparse methods, and automotive, aerospace, biomedical and sustainable energy applications.



Simone Formentin is a Tenure-track Assistant Professor at Politecnico di Milano, Italy. He obtained his Ph.D. degree in Information Technology. His research interests include machine learning and automatic control, with a focus on mechatronics and automotive applications.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Institution of Engineering and Technology
Date d'édition
2019
Langue
anglais
ISBN 10 
1785617125
ISBN 13 
9781785617126
Reliure
Relié
Nombre de pages
304
Éditeur
Novara Carlo, Formentin Simone
Coordonnées du fabricant
non disponible
Personne responsable
non disponible