Neural Network MPPT in MATLAB Simulink | NASA POWER Irradiance & Temperature Data | AI-Based MPPT

Neural Network MPPT in MATLAB Simulink | NASA POWER Irradiance & Temperature Data | AI-Based MPPT https://www.lmssolution.net.in/produc... 📝 Description: This video demonstrates the implementation of a Neural Network-Based Maximum Power Point Tracking (MPPT) algorithm for a solar PV system using NASA POWER historical irradiance and temperature data in MATLAB/Simulink. The tutorial covers the entire workflow — from data extraction to neural-network training and Simulink integration. The trained model predicts the maximum power point voltage (Vmpp) directly from real-world environmental data, enabling efficient and oscillation-free operation compared to traditional MPPT methods like P&O and INC. Key highlights: Collecting solar irradiance and temperature data from NASA POWER (Chennai, India). Generating training datasets in MATLAB using PV equations. Training a feedforward neural network (nftool) with Levenberg–Marquardt algorithm. Exporting the trained neural network to Simulink. Implementing the MPPT controller with a boost converter and PI control. Performance evaluation under varying irradiance (1000 → 200 W/m²) and load conditions. Achieved tracking accuracy: R ≈ 1.0 and extracted power ≈ theoretical Pmpp. This video is ideal for researchers, students, and engineers working on AI-based MPPT, renewable energy modeling, or smart PV systems. ⚙️ Key Points Covered: NASA POWER data import and preprocessing in MATLAB PV panel modeling and Vmpp computation Neural network training using nftool Exporting NN model to Simulink Boost converter control for PV voltage regulation Comparison of predicted vs. actual MPP performance Results under irradiation and load variations Advantages of Neural Network MPPT over P&O and INC 🔑 Keywords: neural network mppt matlab simulink, nasa power data matlab, ai mppt solar pv, matlab neural network fitting tool, nftool mppt, neural network pv modeling, artificial intelligence mppt, nasa irradiance temperature dataset, boost converter mppt matlab, pv system simulation matlab, matlab simulink renewable energy, machine learning mppt, photovoltaic optimization, solar energy matlab tutorial, ai based pv controller, neural network training matlab, mppt using neural networks, matlab ai control, pv mppt matlab project, nasa power solar data 🎯 Perfect For: Electrical & Renewable Energy Engineering students MATLAB/Simulink researchers in PV control systems AI and data-driven energy optimization projects ============================================================ Whatsapp: https://wa.me/917904458501 Whatsapp: https://wa.me/918838943991 Email Id: [email protected] https://www.lmssolution.net.in/contact