Manuele Bertoluzzo
Associate professor
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Dr. Manuele Bertoluzzo is an Associate Professor at the University of Padova, Italy. His research primarily focuses on electrical engineering, with recent publications addressing topics such as wireless power transfer systems, piezoelectric transducers, and power analysis in electric vehicles. He is particularly interested in deep learning applications to enhance control mechanisms in dynamic power transfer technologies.
Articles (16)
A Deep Learning Approach to Improve the Control of Dynamic Wireless Power Transfer Systems
In this paper, an innovative approach for the fast estimation of the mutual inductance between transmitting and receiving coils for Dynamic Wireless Power Transfer Systems (DWPTSs) is implemented. To this end, a Convolutional Neural Network (CNN) is used; an image representing the geometry of two coils that are partially misaligned is the input of the CNN, while the output is the corresponding inductance value. Finite Element Analyses are used for the computation of the inductance values needed for CNN training. This way, thanks to a fast and accurate inductance estimated by the CNN, it is possible to properly manage the power converter devoted to charge the battery, avoiding the wind up of its controller when it attempts to transfer power in poor coupling conditions.
Year:
2023
Collaborators (6)
Michele Forzan
Assistant Professor
University of Padova
Paolo Di Barba
University of Pavia
Maria Evelina Mognaschi
University of Pavia
Elisabetta Sieni
University of Insubria
Amritansh Sagar
University of Padova
Federico Moro
Associate Professor
University of Padova

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