Researchers are exploring various protocols and algorithms to extend the lifetime of wireless sensor networks, with a focus on energy efficiency. Different approaches, including neural networks, adaptive hybrid optimization, and machine learning, are being investigated for their potential to enhance the reliability and performance of these networks. The applications of these energy-efficient protocols range from agricultural monitoring to urban groundwater level monitoring and IoT-enabled smart grids.