International Business Machines Corporation

Niranjan Abhijeet Mirashi

Ronald Jason Barber

Chad Eric DeLuca

Uche Uba

Saisujit Madiraju

Francisco Loya

Rishabh Anup Nair

Emmanuel Shedu

A method for managing charging resources of a charging system for plug-in electric vehicles (PEVs), the charging system including a central recording center including a tracking database. The method including initiating a charging session to a first PEV based on detecting that the first PEV has been plugged into a charging station. The first PEV is associated with the charging session in the tracking database. The first PEV is associated, in the tracking database, to a first user and a first PEV profile. The first PEV is charged in accordance with information from the first PEV profile. Charging session data is monitored and stored in the tracking database during the charging session. A machine learning model is generated based on collective charging data. Charge completion time of the first PEV is predicted based on the machine learning model.

Electric vehicle charging optimization based on predictive analytics utilizing machine learning

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San Jose, CA, United States of America

Niranjan Abhijeet Mirashi