PECDF-CMRP: A Power-Efficient Compressive Data Fusion and Cluster-Based Multi-hop Relay-Assisted Routing Protocol for IoT Sensor Networks

被引:4
作者
Agbulu, G. Pius [1 ]
Kumar, G. Joselin Retnar [1 ]
Juliet, Vimala A. [2 ]
Hassan, S. Adurrashid [3 ]
机构
[1] SRM Inst Sci & Technol, Dept Elect & Instrumentat Engn, Chennai 603203, Tamil Nadu, India
[2] Inst Sci & Technol, Chennai, Tamil Nadu, India
[3] Ecole Technol Super, Dept Elect Engn, 1100 Notre Dame St W, Montreal, PQ H3C 1K3, Canada
关键词
Cluster-based; Data fusion; Gradient ascent; Internet of things; Relay; Wavelet; WSN; WIRELESS; AGGREGATION;
D O I
10.1007/s11277-022-09905-6
中图分类号
TN [电子技术、通信技术];
学科分类号
0809 ;
摘要
Wireless sensor network (WSN) is the predominantly used technology in building real-time event monitoring and dissemination frameworks for the internet of things (IoT) applications. However, WSN being power-hungry, fragile, and highly susceptible to loss of connectivity, it becomes vital to strengthen the network's communication reliability and energy efficiency. In this paper, a power-efficient compressive data fusion and cluster-based multi-hop relay-assisted protocol (PECDF-CMRP) for IoT sensor networks is proposed. Firstly, K-means algorithm is adapted to assign the nodes into unequal cells. Then cluster heads are nominated by multi-weight functions. Next, relays are chosen from the K cells to establish cooperative networks for data broadcast from the event sectors to the central gateway. The relay allocation is formulated as a maximization problem regarding the node's energy and path loss. The data aggregation is realized with single-level wavelet sparsity-based fusion. Experimental results confirm the supremacy of the proposed PECDF-CMRP in terms of reduced delay and energy consumption with enhanced lifetime and reception-ratio well above related models.
引用
收藏
页码:2955 / 2977
页数:23
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