增强型智能水滴算法优化路由(EIWDR)用于增强基于物联网的无线传感器网络(IWSN)的服务质量

Q4 Computer Science
D. Deepalakshmi, B. Pushpa
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引用次数: 0

摘要

–物联网(IoT)改变了人类参与技术的方式,允许普遍的连接和数据共享。在无线传感器网络(WSN)框架中,已经为几个领域创建了基于物联网的应用程序,包括农业,在农业中部署了温室自动化以提高农业产量。然而,无线传感器网络面临着巨大的挑战,如资源有限、通信不可预测和能源消耗。由于干扰、拥塞和服务质量(QoS)要求,这些问题在应用于温室农业时变得更加明显。因此,高效的路由协议对于解决这些挑战至关重要。拟议的研究解决了用于温室农业的基于物联网的无线传感器网络(IWSN)中的路由问题。具体而言,提出了增强型智能水滴算法优化路由(EIWDR)作为一种新的路由协议,以提高基于物联网的无线传感器网络的QoS。EIWDR协议利用智能水滴算法来优化路由路径选择。该算法优先考虑节能路由,选择延迟和数据丢失最小的最可靠路径,并平衡网络负载以防止拥塞。当应用于IWSN时,所提出的协议还使用修改的权重函数来提高路由性能。为了测试EIWDR的有效性,在NS-3模拟器中进行了模拟测试。与其他路由协议相比,EIWDR协议在网络寿命、数据包传输率、能耗和数据包延迟方面表现更好。在所提出的EIWDR协议的帮助下,使用IWSN提高温室农业服务质量是可能的。在智能路由算法的帮助下,有效地利用了网络资源,可靠地发送了数据,并提高了整体性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Enhanced Intelligent Water Drop Algorithm Optimized Routing (EIWDR) for Quality of Service Enhancement in Internet of Things-Based Wireless Sensor Networks (IWSN)
– The Internet of Things (IoT) has transformed how humans engage with technology, allowing pervasive connection and data sharing. In the Wireless Sensor Networks (WSNs) framework, IoT-based applications have been created for several areas, including agriculture, where greenhouse automation has been deployed for enhanced agricultural yields. However, WSNs face significant challenges, such as limited resources, unpredictable communication, and energy consumption. These issues become more pronounced when applied to greenhouse agriculture due to interference, congestion, and quality of service (QoS) requirements. Therefore, efficient routing protocols are crucial to address these challenges. The proposed study addresses the routing issues in IoT-based WSNs (IWSN) for greenhouse agriculture. Specifically, the Enhanced Intelligent Water Drop Algorithm Optimized Routing (EIWDR) is proposed as a novel routing protocol to enhance the QoS in IoT-based WSNs. The EIWDR protocol utilizes the intelligent water drop algorithm to optimize the routing path selection. The algorithm prioritizes energy-efficient routing, selects the most reliable path with minimum delay and data loss, and balances network load to prevent congestion. The proposed protocol also uses a modified weight function to improve the routing performance when applied in IWSN. To test the efficacy of the EIWDR, simulation tests were conducted in the NS-3 simulator. The EIWDR protocol fares better regarding network lifetime, packet delivery ratio, energy consumption, and packet delay than other routing protocols. Improved greenhouse agricultural quality of service using IWSN is possible with the help of the proposed EIWDR protocol. With the help of intelligent routing algorithms, network resources are used effectively, data is sent reliably, and overall performance is enhanced.
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来源期刊
International Journal of Computer Networks and Applications
International Journal of Computer Networks and Applications Computer Science-Computer Science Applications
CiteScore
2.30
自引率
0.00%
发文量
40
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