In one aspect, a method comprises receiving first data pertaining to a battery pack of a vehicle, wherein the first data is received from sensors associated with the vehicle, and the first data pertains to a battery pack current, a cell voltage, a cell current, a cell temperature, or some combination thereof; predicting a remaining useful life of the battery pack of the vehicle by using a hybrid model comprising a physics-based model that receives the first and generates properties pertaining to the battery pack; a machine learning model that uses the properties to predict the remaining useful life of each cell of the battery pack; and transmitting the remaining useful life for presentation.
SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS
SYSTEME UND VERFAHREN ZUR VORHERSAGE DER VERBLEIBENDEN LEBENSDAUER VON BATTERIEN UND ANLAGEN
SYSTÈMES ET PROCÉDÉS DE PRÉDICTION DE DURÉE DE VIE UTILE RESTANTE DANS DES BATTERIES ET DES ACTIFS
2025-01-01
Patent
Electronic Resource
English
IPC: | B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen |
SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS
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|SYSTEMS AND METHODS FOR PREDICTING REMAINING USEFUL LIFE IN BATTERIES AND ASSETS
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