Title: Predictive Battery Thermal Management of Electric Vehicles using Deep Learning
Publisher: KIT Scientific Publishing
Publication Date: 2025
Language: English
ISBN 10: 373151429X
ISBN 13: 9783731514299
Binding: Taschenbuch
Condition: Neu
Dimensions: 210 millimeters width by 148 millimeters height by 32 millimeters depth
Weight: 420 grams

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Improving the energy efficiency of battery electric vehicles increases their range and reduces well-to-wheel emissions. An efficient battery thermal management reduces the energy consumption while taking temperature- dependent battery ageing and power availability into account. This work presents a method for a predictive cooling strategy to reduce the energy consumption, using information about the route ahead and Quantile Neural Networks (Q*NN) for accurate predictions.

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