One significant aspect that influences the overall efficiency of the DC/DC boost converters is the switching power losses incurred during operation. Predicting and optimizing these losses is essential for enhancing converter efficiency and reducing energy wastage. This article explores the utilization of a backpropagation algorithm neural network approach for predicting switching power losses in DC/DC boost converters. By combining the optimization capabilities of backpropagation algorithms with the learning capabilities of neural networks, this methodology aims to provide a more robust and accurate prediction model for switching power losses. The integration of these advanced techniques offers a novel and effective solution for optimizing the efficiency of DC/DC boost converters in various practical applications.
Quercio, M., Sabino, L., Lozito, G.M., Asghar, R., Parise, M., Riganti Fulginei, F. (2024). Prediction of DC/DC Boost Converter Switching Power Losses Using a Backpropagation Algorithm Neural Network. In 8th IEEE International Forum on Research and Technologies for Society and Industry Innovation, RTSI 2024 - Proceeding (pp.449-452). Institute of Electrical and Electronics Engineers Inc. [10.1109/RTSI61910.2024.10761247].
Prediction of DC/DC Boost Converter Switching Power Losses Using a Backpropagation Algorithm Neural Network
Quercio M.;Sabino L.;Riganti Fulginei F.
2024-01-01
Abstract
One significant aspect that influences the overall efficiency of the DC/DC boost converters is the switching power losses incurred during operation. Predicting and optimizing these losses is essential for enhancing converter efficiency and reducing energy wastage. This article explores the utilization of a backpropagation algorithm neural network approach for predicting switching power losses in DC/DC boost converters. By combining the optimization capabilities of backpropagation algorithms with the learning capabilities of neural networks, this methodology aims to provide a more robust and accurate prediction model for switching power losses. The integration of these advanced techniques offers a novel and effective solution for optimizing the efficiency of DC/DC boost converters in various practical applications.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.