Systematic Matrix-Oriented Diffusion for Wireless Detection Systems
R Hamsalekha, Paramita Mitra, L Niranjan, Mala M, Ramya R, Husna Tabassum · 2024
To enhance wireless detection systems, the study suggests using the Matrix-Oriented Diffusion (MOD) technique. This is accomplished by lowering node energy consumption through the use of a matrix-based diffusion mechanism. MOD prioritizes the optimization of energy utilization in wireless detection systems to extend the system’s lifespan and improve overall performance. Small clusters of nodes are formed and created on a virtual matrix built with routing fidelity in mind. This configuration enables the efficient dissemination of information within clusters, resulting in decreased energy usage. The virtual matrix enables the effective and efficient distribution of knowledge among clusters, reducing energy consumption and enhancing system efficiency. Clusters in MOD are utilized for the management of substantial quantities of data produced by sensing nodes. This strategy facilitates expedited processing and diminishes energy use by allocating jobs among members of a cluster. The process of grouping nodes into clusters makes it possible to manage data floods more effectively, hence lowering the workload on specific nodes and enhancing the overall performance of the system. In summary, the MOD technique provides a systematic approach to energy-efficient data dissemination in wireless detection systems, resulting in enhanced performance and prolonged system longevity. The MOD approach enhances the efficiency of the WDS by strategically positioning nodes, resulting in less energy loss. The MOD approach employs clusters to achieve the substantial volumes of information generated by the detecting nodes. This could lead to faster management speeds and reduced power use.