Design of Shrewd Underwater Routing Synergy Using Porous Energy Shells

Abstract

During the course of ubiquitous data monitoring in the underwater environment, achieving sustainable communication links among the sensor nodes with astute link quality seems an ordeal challenge. Energy utilization has a direct impact because all active devices are battery dependent and no charging or replacement actions can be made when cost- effective data packet delivery has been set as the benchmark. Hop link inspection and the selection of a Shrewd link through a resurrecting link factor have been nothing short of a bleak challenge, and only possible after meticulous research to develop a shrewd underwater routing synergy using extra porous energy shells (SURS-PES) which has never been conducted before. After broadcasting packets, the sensor node conducts a link inspection phase, thereby, if any link is found to be less than or equal to 50% shaky, the destination receiving node adds its residual energy status and returns it to the source node which adds some unusable energy porous shell to strengthen the link from 5% to a maximum of 90% and sends it only to the targeted node, therefore, an unaltered data packet delivery is anticipated. Performance evaluation was carried out using an NS2 simulator and the obtained results were compared with depth-based routing (DBR) and energy efficient DBR (EEDBR) to observe the outcomes with results that confirmed the previously mentioned direction for research in this area.

Conversion of adverse data corpus to shrewd output using sampling metrics

“…The fitness feature was also calculated based on the number of generations made to prevent an overfitted classification model [23]. When the criteria are accomplished, the final instances will be achieved; otherwise, the operators, such as selection, crossover, and mutation, will be utilized, and a balanced condition will be attempted to maintain by deriving substantial increments [24].…”

Sagacious Communication Link Selection Mechanism for Underwater Wireless Sensors Network

“…Authors [25], used a newly built relation to residual energy and depth information to relay the data packet from source to sink-node. The environment where energy consumption has a direct influence because all active underwater nodes depend on batteries and where cost-effective data packets are distributed, no charge or substitution measures would become a key factor.…”

“…About 300 sensor nodes have been deployed at different locations in 3D region with 800 m × 800 m ×800 m dimensions while rest of the simulation parameters are given in Table.1. Thesesimulationparametersareconsidered in accordance to the broadcast nature of opportunistic routing (OR) [25,26]…”

Underwater Routing Protocols: Analysis of Intrepid Link Selection Mechanism, Challenges and Strategies

“…Using Porous Energy Shells (SURS-PES) [17]: To transmit the data packet from source to sink-node, authors used a newly-developed link with residual energy and depth detail. In an area where energy usage has direct impact as the entire active underwater nodes rely on batteries and when costeffective data packets are delivered, no charge or replacement steps are taken becomes a crucial factor.…”