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EVBattery: A Large-Scale Electric Vehicle Dataset for Battery Health and Capacity Estimation. (arXiv:2201.12358v3 [cs.LG] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Electric vehicles (EVs) play an important role in reducing carbon emissions.
As EV adoption accelerates, safety issues caused by EV batteries have become an
important research topic. In order to benchmark and develop data-driven methods
for this task, we introduce a large and comprehensive dataset of EV batteries.
Our dataset includes charging records collected from hundreds of EVs from three
manufacturers over several years. Our dataset is the first large-scale public
dataset on real-world battery data, as existing data either …
adoption arxiv batteries battery become benchmark capacity carbon data data-driven dataset electric electric vehicle electric vehicles emissions ev batteries evs health research role safety scale vehicles