SYSTEMS AND METHODS FOR OPTIMAL ENERGY MANAGEMENT BASED ON TIME SERIES FORECASTING OF POWER LOAD

Abstract

An example method of optimized energy management includes creating a synthetic training dataset, where the synthetic training dataset includes a activity profiles for a period of time; training a deep learning model using the synthetic training dataset; predicting, using the trained deep learning model, a power load for the period of time; determining a projected state of charge (SOC) of an energy storage device during the period of time based, at least in part, on the predicted power load; and controlling charging operations for the energy storage device based on the projected SOC.

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