A novel algorithm for the development of a multipath protocol for routing and energy efficient in IoT with varying density

IF 1.7 4区 计算机科学 Q3 TELECOMMUNICATIONS Telecommunication Systems Pub Date : 2024-06-01 DOI:10.1007/s11235-024-01170-1
Radwan S. Abujassar
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Abstract

Data transmission from sensor nodes is the biggest problem for IoT networks. Overusing communication power shortens node lifespans. Thus, network issues including QoS, security, network heterogeneity, congestion avoidance, reliable routing, and energy savings must be addressed. Routing protocols are essential for delivering data between organizations. Information gathering and consolidation require data aggregation to minimize traffic congestion, operating expenses, energy usage, and network lifespan. IoT data aggregation makes route planning dependable, energy-efficient, and difficult. Disjoint & Scalable Multipath Routing (D &SMR) is a new routing system developed using NS2 simulation. The method estimates delivery success using decision trees and neural networks. We evaluate characteristics such as (D &SMR) routing scheme predictability, node popularity, power consumption, speed, and location while training the model. Simulation results show that (D &SMR) outperforms a reliable routing system in terms of delivery success, lost messages, overhead, and hop count. The proposed hybrid routing method involves cluster construction and intra- and inter-cluster routing. The study found that (D &SMR) beats previous research in network resilience, packet transmission efficiency, end-to-end latency, and energy usage.

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在密度不同的物联网中开发路由和节能多径协议的新型算法
传感器节点的数据传输是物联网网络面临的最大问题。过度使用通信功率会缩短节点的寿命。因此,必须解决包括服务质量、安全性、网络异构性、避免拥塞、可靠路由和节能在内的网络问题。路由协议对组织间的数据传输至关重要。信息收集和整合需要数据聚合,以最大限度地减少交通拥堵、运营费用、能源使用和网络寿命。物联网数据聚合使路由规划变得可靠、节能且困难。可扩展多路径路由(D&SMR)是一种利用 NS2 仿真开发的新型路由系统。该方法使用决策树和神经网络估算交付成功率。我们在训练模型时评估了 (D &SMR) 路由方案的可预测性、节点受欢迎程度、功耗、速度和位置等特性。仿真结果表明,(D &SMR) 在传送成功率、信息丢失、开销和跳数方面都优于可靠路由系统。所提出的混合路由方法包括簇构建以及簇内和簇间路由。研究发现,(D&SMR)在网络恢复能力、数据包传输效率、端到端延迟和能源使用方面优于之前的研究。
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来源期刊
Telecommunication Systems
Telecommunication Systems 工程技术-电信学
CiteScore
5.40
自引率
8.00%
发文量
105
审稿时长
6.0 months
期刊介绍: Telecommunication Systems is a journal covering all aspects of modeling, analysis, design and management of telecommunication systems. The journal publishes high quality articles dealing with the use of analytic and quantitative tools for the modeling, analysis, design and management of telecommunication systems covering: Performance Evaluation of Wide Area and Local Networks; Network Interconnection; Wire, wireless, Adhoc, mobile networks; Impact of New Services (economic and organizational impact); Fiberoptics and photonic switching; DSL, ADSL, cable TV and their impact; Design and Analysis Issues in Metropolitan Area Networks; Networking Protocols; Dynamics and Capacity Expansion of Telecommunication Systems; Multimedia Based Systems, Their Design Configuration and Impact; Configuration of Distributed Systems; Pricing for Networking and Telecommunication Services; Performance Analysis of Local Area Networks; Distributed Group Decision Support Systems; Configuring Telecommunication Systems with Reliability and Availability; Cost Benefit Analysis and Economic Impact of Telecommunication Systems; Standardization and Regulatory Issues; Security, Privacy and Encryption in Telecommunication Systems; Cellular, Mobile and Satellite Based Systems.
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