Predictive Battery Thermal Management of Electric Vehicles using Deep Learning
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...
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| Natura: | Online |
| Lingua: | inglese |
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KIT Scientific Publishing
2025
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| Accesso online: | ONIX_20251202T160246_9783731514299_31 |
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| _version_ | 1869522657341341696 |
|---|---|
| author | Billert, Andreas M. |
| author_browse | Billert, Andreas M. |
| author_facet | Billert, Andreas M. |
| author_sort | Billert, Andreas M. |
| collection | Directory of Open Access Books |
| description | 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. |
| format | Online |
| id | doab-20.500.12854ir-169796 |
| institution | Directory of Open Access Books |
| language | eng |
| publishDate | 2025 |
| publishDateRange | 2025 |
| publishDateSort | 2025 |
| publisher | KIT Scientific Publishing |
| publisherStr | KIT Scientific Publishing |
| record_format | ojs |
| spelling | doab-20.500.12854ir-1697962025-12-03T05:02:35Z Predictive Battery Thermal Management of Electric Vehicles using Deep Learning Billert, Andreas M. Batteriethermomanagement Tiefes Lernen Neuronale Netze Prädiktive Regelung Battery Thermal Management Deep Learning Neural Networks Predictive Control thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes 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. 2025-12-03T05:02:34Z 2025-12-03T05:02:34Z 2025-12-02T15:14:02Z 2025 book ONIX_20251202T160246_9783731514299_31 1869-6058 (Online) https://library.oapen.org/handle/20.500.12657/108923 9783731514299 https://directory.doabooks.org/handle/20.500.12854/169796 eng Karlsruher Schriftenreihe Fahrzeugsystemtechnik open access image/jpeg Attribution-ShareAlike 4.0 International https://library.oapen.org/bitstream/20.500.12657/108923/1/9783731514299.pdf KIT Scientific Publishing KIT Scientific Publishing 10.5445/KSP/1000180497 10.5445/KSP/1000180497 68fffc18-8f7b-44fa-ac7e-0b7d7d979bd2 9783731514299 KIT Scientific Publishing 224 Karlsruhe, Germany open access |
| spellingShingle | Batteriethermomanagement Tiefes Lernen Neuronale Netze Prädiktive Regelung Battery Thermal Management Deep Learning Neural Networks Predictive Control thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes Billert, Andreas M. Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title | Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title_full | Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title_fullStr | Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title_full_unstemmed | Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title_short | Predictive Battery Thermal Management of Electric Vehicles using Deep Learning |
| title_sort | predictive battery thermal management of electric vehicles using deep learning |
| topic | Batteriethermomanagement Tiefes Lernen Neuronale Netze Prädiktive Regelung Battery Thermal Management Deep Learning Neural Networks Predictive Control thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes |
| topic_facet | Batteriethermomanagement Tiefes Lernen Neuronale Netze Prädiktive Regelung Battery Thermal Management Deep Learning Neural Networks Predictive Control thema EDItEUR::T Technology, Engineering, Agriculture, Industrial processes |
| url | ONIX_20251202T160246_9783731514299_31 |
| work_keys_str_mv | AT billertandreasm predictivebatterythermalmanagementofelectricvehiclesusingdeeplearning |