Intelligent system for improving the state of batteries of electric vehicles through mechanical learning and artificial intelligence

摘要

Intelligent system for improving the state of batteries of electric vehicles using machine learning and artistic intelligence, including:an electric vehicle battery pack consisting of:several cell modules arranged in series and parallel;a battery monitoring device typically used to monitor the voltage of each battery cell in the system, the temperature of different points in the battery packs and other conditions of the vehicle;a battery management system (BMS), comprising the battery management system (BMS):monitoring components in the vicinity of the battery cells themselves, one or more power conversion stages, which are tailored to the needs of the vehicle; andan intelligent control unit is placed at strategic points in the architecture to manage different aspects of the vehicle energy subsystem, with a data storage to a battery cell management controller (CMC) and, depending on complexitythe system, to which higher processing elements are notified,where the intelligent control device is used to control the efficient charging and discharge of the battery, as this avoids thermal extractors or other conditions that would either reduce the battery's capacity or service life, using an algorithm for machine learning, which is used to manage and improve the state of batteries in electric vehicles.