Researchers are exploring various protocols to enhance the lifetime of wireless sensor networks, including energy-driven and energy-efficient approaches. Different methods, such as machine learning, optimization algorithms, and clustering techniques, are being investigated for their potential to improve network performance. The specific details and effectiveness of these protocols are being studied and reported in various scientific outlets.