ISSN No:2250-3676
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Scholarly Peer Reviewed and Fully Referred Open Access Multidisciplinary Monthly Research Journal


    MODELING AND CONTROL OF SINGLE-PHASE GRID-CONNECTED SOLAR PV SYSTEM USING FUZZY LOGIC AND NEURAL NETWORK-BASED MPPT

    Borlakunta Ravi Kumar,Dr N.Madhukar Reddy

    Author

    ID: 1544

    DOI:

    Abstract :

    This Paper Focuses On The Modeling, Design, And Control Of A Single-phase Solar Photovoltaic (PV) Supply System For Gridconnected Applications. The System Employs A Two-stage Power Conversion Process In Which A Step-up Converter (SUC) Is Placed Between The PV Array And The DC Bus Of A Voltage Source Converter (VSC). To Achieve Maximum Power Extraction, A Fuzzy Logic Controller (FLC) Is Implemented For The Switching Of The SUC, Providing Reliable Maximum Power Point Tracking (MPPT) Under Dynamic Solar Conditions. While The FLC-based Approach Ensures Efficient Energy Utilization, Power Quality Remains A Critical Concern Due To Harmonic Distortion. To Overcome This Challenge, The Proposed System Is Extended By Integrating A Neural Network (NN) Controller. The NN Enhances Adaptability And Learning Capability, Enabling Further Reduction Of Total Harmonic Distortion (THD) In The Grid Current While Improving Dynamic Response. The Performance Of The Combined FLC-NN Control Strategy Is Verified Through MATLAB/Simulink Simulations. Results Indicate That The Hybrid Approach Improves MPPT Efficiency, Minimizes THD, And Ensures Compliance With Power Quality Standards. This Makes The System Highly Effective For Residential And Small-scale Solar PV Applications, Supporting Reliable Renewable Energy Integration Into The Grid. Keywords: Solar Photovoltaic System; MPPT; Fuzzy Logic Controller; Neural Network Controller; Step-Up Converter; Voltage Source Converter; THD; Power Quality.

    Published:

    20-8-2025

    Issue:

    Vol. 25 No. 8 (2025)


    Page Nos:

    287-295


    Section:

    Articles

    License:

    This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.

    How to Cite

    Borlakunta Ravi Kumar,Dr N.Madhukar Reddy, MODELING AND CONTROL OF SINGLE-PHASE GRID-CONNECTED SOLAR PV SYSTEM USING FUZZY LOGIC AND NEURAL NETWORK-BASED MPPT , 2025, International Journal of Engineering Sciences and Advanced Technology, 25(8), Page 287-295, ISSN No: 2250-3676.

    DOI: