2021
DOI: 10.3390/s21051775
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Centralized Multi-Hop Routing Based on Multi-Start Minimum Spanning Forest Algorithm in the Wireless Sensor Networks

Abstract: Wireless sensor networks (WSNs) are widely applied in environmental monitoring, target tracking, military, and industrial fields. However, the battery energy of sensor nodes in WSNs is limited, which limits its development. Previous studies have shown that clustering protocols and multi-hop communication are beneficial to reduce nodes energy consumption. The multi-hop protocol based on low energy adaptive clustering hierarchy (LEACH) has been proven to significantly reduce energy dissipation. However, LEACH-ba… Show more

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Cited by 10 publications
(6 citation statements)
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“…Gamal et al introduced a hybrid PSO and Kmeans clustering strategy [21], extending network lifetime and improving stability. Jin et al presented a multi-hop routing protocol for WSN [22], implementing the minimum spanning forest algorithm for intra-cluster and inter-cluster routing tree construction. Ma et al proposed an adaptive Voronoi diagrambased clustering protocol [23] and a CH selection algorithm based on the weighted sum of the distance to the CH and the residual energy of the nodes.…”
Section: A Distributed Clustering Protocolsmentioning
confidence: 99%
See 1 more Smart Citation
“…Gamal et al introduced a hybrid PSO and Kmeans clustering strategy [21], extending network lifetime and improving stability. Jin et al presented a multi-hop routing protocol for WSN [22], implementing the minimum spanning forest algorithm for intra-cluster and inter-cluster routing tree construction. Ma et al proposed an adaptive Voronoi diagrambased clustering protocol [23] and a CH selection algorithm based on the weighted sum of the distance to the CH and the residual energy of the nodes.…”
Section: A Distributed Clustering Protocolsmentioning
confidence: 99%
“…The majority of existing protocols ( [9], [10], [4], [11], [14], [15], [16], [17], [18], [20], [22], [23], [13]) have primarily focused on specific aspects, such as modified thresholds, energy optimization, or clustering strategies, but have fallen short in simultaneously optimizing both energy efficiency and control overhead.…”
Section: Comparison With Related Workmentioning
confidence: 99%
“…The sink had an ample power supply, and each node was initialized with a constant energy value. As stated in [ 28 ], the energy consumption of nodes is dependent on the data length ( k ) and distance ( d ). …”
Section: Simulations and Performance Evaluationmentioning
confidence: 99%
“…Although both FD and NOMA greatly facilitate the SE of the wireless networks, they suffer from the low signal-to-interference-plus-noise ratio (SINR) owing to strong self-interference [ 17 , 18 ]. Hence, to truly attain benefits from both NOMA and FD, ameliorating the SINR is mandatory, one of the promising solutions is to utilize multihop communications that improve the SINR by shortening the transmission distance [ 19 , 20 ]. Particularly, if the transmission distance is compressed, the intended signals are improved while the self-interference does not remarkably change thus scaling up the SINR.…”
Section: Introductionmentioning
confidence: 99%