In today's Internet of Things (IoT) development paradigm, energy efficiency is of particular importance. A significant proportion of devices in this ecosystem operate under limited power supply, bringing autonomy, reliability, and sustainable energy provision to the forefront. Consequently, current research focuses on combining energy-efficient hardware with intelligent control systems and, above all, hybrid power supplies capable of adaptively responding to changing environmental conditions.