ARTIFICIAL INTELLIGENCE BASED SMART ELECTRIC VEHICLE BATTERY MANAGEMENT SYSTEM In the current decade, electric vehicles have attracted human community due to low cost of operation and maintenance but it can provide optimal performance only by smart management of battery. This invention focuses on machine learning technology for developing a self-reconfigurable, flexible and reliable model for battery management of electric vehicles. This work gives significant solution for the issues of battery management in electric vehicles based on the integration of concept of artificial intelligence with grid connected vehicle. Firstly, Cyber Physical system (CPS) is utilized for managing the issues of battery management then a classical artificial intelligence algorithm - support vector regression (SVR) algorithm is utilized for establishing a precise model of battery in cloud. Finally battery degradation quantification is done based on rain-flow cycle counting algorithm for dealing with issues related to aging of battery based on the model of the battery. CYBER SYSTEM:CL OUD-BASED IATERYF MODEUNGYAND MONHRING DC||p ] Cam1 alg0-tlm ciban Kernelery mam ) Selled ) (V (WI lv Actuate Data Command commVneFatFin Networ Sens or hA P PM13ICA4L WORLD BA TER F AND YEHICLES Figure 1. Proposed Artificial Intelligence based Battery Management System X2 Ki Support Kernel Output Temna olae Vector Function layer Figure 2. Support vector regression with Kernel Function and its Parameters
ARTIFICIAL INTELLIGENCE BASED SMART ELECTRIC VEHICLE BATTERY MANAGEMENT SYSTEM
2021-06-03
Patent
Elektronische Ressource
Englisch
IPC: | G05B Steuer- oder Regelsysteme allgemein , CONTROL OR REGULATING SYSTEMS IN GENERAL / B60L PROPULSION OF ELECTRICALLY-PROPELLED VEHICLES , Antrieb von elektrisch angetriebenen Fahrzeugen / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / H04L TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION , Übertragung digitaler Information, z.B. Telegrafieverkehr |
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