Browsing by Published at "World Electric Vehicle Journal"

Now showing items 1-3 of 3

Calendar Ageing Model for Li-Ion Batteries Using Transfer Learning Methods

Azkue, Markel ; Aizpuru, Iosu (MDPI, 2021)

Getting accurate lifetime predictions for a particular cell chemistry remains a challenging process, largely dependent on time and cost-intensive experimental battery testing. This paper proposes a transfer learning (TL) ...
Creating a Robust SoC Estimation Algorithm Based on LSTM Units and Trained with Synthetic Data

Azkue, Markel; Miguel, Eduardo; Oca, Laura; IRAOLA, UNAI (MDPI, 2023)

Creating SoC algorithms for Li-ion batteries based on neural networks requires a large amount of training data, since it is necessary to test the batteries under different conditions so that the algorithm learns the ...
Parametric Optimisation of a Direct Liquid Cooling–Based Prototype for Electric Vehicles Focused on Pouch-Type Battery Cells

Martinez Agirre, Manex; Fernandez de Arroiabe, Peru; Berasategi Arostegi, Joanes (MDPI, 2022)

In this work, a numerical optimisation process is applied to improve the fluid dynamical aspect of an innovative direct liquid cooling strategy for lithium-ion–based HEV/EV. First, the thermofluidic numerical model of the ...