Neural Network-Based Routing Energy-Saving Algorithm for Wireless Sensor Networks

Abstract

With the evolvement, standards have changed, mobile Internet technology has also been upgraded, and it has also driven the development of smart objects mobile. With the continuous development of smart objects mobile, the bottleneck of small node size and low battery energy storage has not been solved in the end, which makes the research of wireless sensor network energy-saving technology become the focus, and the improvement of routing technology is an effective way to improve energy-saving technology. From the data transmission energy consumption of smart objects mobile, the routing algorithm of smart objects mobile is discussed and analyzed and the classical representative LEACH is the object of in-depth research. Routing algorithms can easily and reliably process network data and make the network work well and are widely used in highly secure military systems and smaller commercial networks. Aiming at these deficiencies, a corresponding improved algorithm is proposed, and it is tested through simulation and specific experiments to verify the correctness and the system’s reliability. The SMPSO-BP algorithm converges when the number of iterations is about 600, which is earlier than the LEACH algorithm and the improved LEACH algorithm, so the SMPSO-BP algorithm is due to the other two algorithms. In the wireless sensor network routing energy consumption experiment, in addition, the SMPSO-BP algorithm uses less energy than the other two methods. Therefore, the energy-saving algorithm under the neural network data fusion mechanism is still feasible.

Performance Analysis by Improving Energy Efficiency in IoT Based Wireless Sensor Network for Routing Algorithm

“…It is possible for the information message to be sent or delivered numerous amounts of times as shown in Figure 3 b. https://www.indjst.org/ The sender employs the packet identifier in every packet to match the PUBLISH message packet for the equivalent publish acknowledgment message packet (16,17) . If the node end does not receive a publish acknowledgment packet within a stipulated interval, the node will realize the non-delivery of the message and resends the PUBLISH packet.…”

WSN Clustering Routing Algorithm Combining Sine Cosine Algorithm and Lévy Mutation

“…Therefore, clustering routing algorithm has always been a significant research content of WSN. Clustering routing algorithm is generally divided into distributed routing algorithm [4][5][6] [15] and centralized clustering routing algorithm [7][8][9], represented by LEACH and LEACH-C respectively, which have different applications. The distributed algorithm requires higher capability of sensor nodes, and the centralized clustering routing algorithm can select the relatively optimal cluster head or path scheme in each round.…”

“…Some experts consider some factors which affecting network energy consumption from the perspective of system heterogeneous [16] [24] [28] or nonuniform clustering [6] [14] [19] [20] [25]. In addition, in recent years, many experts have introduced various innovative algorithms in WSN and improved the algorithm prototype, such as swarm intelligence optimization algorithm [26][27][28], artificial intelligence algorithm [8] [29] [30], genetic evolution algorithm [11] [31] [32] or combined with fuzzy logic algorithm [33], trying to find new ways and new ideas to solve the problem of WSN clustering routing algorithm.…”