An AI-based approach for dynamic routing in IoT networks

被引:0
作者
Gountia, Debasis [1 ]
Mishra, Pranati [1 ]
Dash, Ranjan Kumar [1 ]
Pradhan, Nihar Ranjan [2 ]
Mohanty, Sachi Nandan [2 ]
机构
[1] Odisha Univ Technol & Res, Sch Comp Sci, Bhubaneswar 751029, Odisha, India
[2] VIT AP Univ, Sch Comp Sci & Engn, Anaravati, Andhra Pradesh, India
关键词
A* algorithm; Dynamic routing; Genetic algorithm; Internet of things; k-Means algorithm; WIRELESS SENSOR NETWORK; ENERGY OPTIMIZATION; PROTOCOL;
D O I
10.1007/s12083-025-01942-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Dynamic routing problem is an important research challenge for the robust working of the Internet of Things network as many sensors are equipped with limited energy resources. The work carried out in this paper uses a novel energy model to formulate the routing problem for IoT networks. An AI-based approach using a modified A* algorithm proposes a dynamic routing framework for IoT. The simulated results are compared with the k-Means algorithm and genetic algorithm in terms of energy consumption and the number of dead nodes. This comparison reveals the proposed routing framework to outperform than k-Means algorithm and GA by extending the lifetime of the IoT network by a factor of thrice and twice, respectively. Further, the proposed routing framework is also compared over different network configurations.
引用
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页数:13
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