WSNs (Wireless sensor networks) have lately gained popularity such as remote tracking, a wide range of applications where information transfer through nodes to base stations necessitates a substantial amount of power. As a consequence, efficient routing methods for forwarding data to the base station should be used to decrease energy utilization and thus prolong the network's life span. Thus, Deterministic energy efficient protocol enhanced with deep learning model is proposed to obtain optimal routing that indirectly improves the life span of WSN. Ant Colony (AC) Environment is considered for system optimization with the goal of picking the proper conceivable clusters in the shortest amount of duration in a feasible cluster. Furthermore, in routing optimization to increase the effectiveness of service, a Newly Designed Enhanced Ant Colony has been suggested, where premier operators were used to increase speed of iteration and choose the shortest path. Ultimately, a Deep Convolution Classifier is used to discover the optimal path. Consequently, compared to other existing methods, our suggested model enhances QoS, reduces energy consumption, and provides superior routing to the sensor nodes, all of which mobile nodes increase their lifespan.
Liczniki mediów coraz częściej wyposażane są w możliwość zdalnego odczytu wskazań. Jest on realizowany w modelu stacjonarnym lub obchodzonym. W modelu obchodzonym najpopularniejszym schematem komunikacji jest periodyczne nadawanie ramek pomiarowych, jednak jak pokazuje analiza w niniejszej pracy, schemat komunikacji oparty na energooszczędnym nasłuchu (próbkowaniu preambuły) jest bardziej energooszczędny, a także wymaga mniej czasu na realizację transmisji. Wskazane także zostały parametry mające wpływ na wybór schematu komunikacji.
EN
Utility meters are increasingly equipped with the ability to remote readouts process. It is implemented in an stationary or walk-by model. In walk-by model, the most popular communication scheme is the periodic transmission of measurement frames, but as the analysis in this work shows, the communication scheme based on low power lis- tening (preamble sampling) is more energy-efficient and also requires less time to complete the transmission. Parameters influencing the choice of communication scheme were also indicated.
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