A reinforcement neural network-based grid-integrated photovoltaic (PV) system with a battery management system (BMS) was developed to enhance the efficiency and reliability of renewable energy systems. In such a setup. the PV system generates electricity. which can be used immediately. https://miamistares.shop/product-category/toys/