Energy Efficient Routing Protocol in Novel Schemes for Performance Evaluation

Wireless sensor networks (WSNs) are a comparatively new revolutionary technology that has the potential to revolutionize how we live together with present system. To enhance data archiving, WSNs frequently used in scientific studies. Many applications have proved value of wired sensors; however, they prone wire cutting or damage. While preventing tangles and damage, wireless provide autonomous monitoring. The WS network suffers from number fundamental restrictions, including insufficient processing power, storage space, available bandwidth, information exchange. Consequently, energy-efficient strategies necessary for maximizing performance lifespan WSNs. As result, special cluster head relay node energy balancing techniques will be applied deal WSN consumptions. This extends life network. In networks, clustering is smart approach reduce consumption. Energy scarcity consumption serious issues must addressed effective dependable solutions. proposed MGSA considers distance between each its corresponding CHs, as well residual delay, important factors selection. outperforms current methods, such low-energy adaptive hierarchy, LEACH (in terms delivery rate), efficiency, longevity. next level, which boost efficiency two fitness functions, proposed. (CH) charge collecting transmitting all other nodes. flow consistency selection process beat improved rate, recommended fuzzy experiments, assessments. operations maximize lifespan.