ANN-Based Energy Storage System for an EV Charging Station Using Quadratic Boost Converter
T. Muthamizhan, M Janarthanan, P Nalin, M Nirmal
Abstract
A solar PV, wind energy and battery energy storage system (BESS), connected to a dc bus by a quadratic boost converter (QBC), controlled by a closed loop PI and ANN Control is instigated in this work. The QBC for renewable energy sources (RES), energy storage elements and a DC Micro-Grid with resistive and dc motor loads with different control topologies are analysed. When compared to a PI controller, ANN confirms the power balance and grid stability even in worst environmental conditions and load variation, with respect to time. Open loop DC micro-grid system (DC-MGs) framework with disturbance, closed loop PI control and ANN based Data Management frameworks are formed and pretended using MATLAB/Simulink simulation software. Assessment of the time-domain parameters exhibit the accomplishment of DC-MGs framework control. The proposed framework has characteristics like minimal error towards the disturbance and have a quick response for the proposed system.