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Systems and Methods for Using an Artificial Intelligence Decision Engine to Extend the Lifespan of Batteries

Application US20260087408A1 Kind: A1 Mar 26, 2026

Assignee

EATRON TECHNOLOGIES LIMITED

Inventors

MUHARREM UGUR YAVAS, CAN KURTULUS, ALI IBRAHIM OZKAN

Abstract

In one aspect, a computer-implemented method for executing an artificial intelligence (AI) engine, including executing a categorization model configured to categorize, into categories, vehicles based on factors comprising age, temperature conditions, usage patterns, battery health metrics, or some combination thereof, executing a behavior analysis model configured to analyze behavior of the vehicles in each of the categories to identify battery performance metrics including charging habits, discharge rates, charge rates, state of charge, state of health, state of power, or some combination thereof, executing a recommendation generation model configured to generate, based on the battery performance metrics, recommendations for enhancing battery management strategies, wherein the recommendation generation model accounts for a current state of a vehicle to suggest actions to improve battery health; and executing a battery model configured to determine power and energy consumption based on the recommendations generated by the recommendation generation model.

CPC Classifications

G06N 20/00 G06N 20/20 G06Q 10/20

Filing Date

2025-05-09

Application No.

19204024