Fuzzy Aggregator Based Energy Aware RPL Routing for IoT Enabled Forest Environment

被引:1
|
作者
Srividhya, S. [1 ]
Sankaranarayanan, Suresh [2 ]
Kozlov, Sergei A. [3 ]
Rodrigues, Joel J. P. C. [3 ,4 ,5 ]
机构
[1] SRM Inst Sci & Technol, Sch Comp, Dept Data Sci & Business Syst, Chennai 603203, Tamil Nadu, India
[2] SRM Inst Sci & Technol, Sch Comp, Dept Networking & Commun, Chennai 603203, Tamil Nadu, India
[3] ITMO Univ, St Petersburg, Russia
[4] Senac Fac Ceara, Fortaleza, Ceara, Brazil
[5] Inst Telecomunicacoes, P-6201001 Covilha, Portugal
来源
CMC-COMPUTERS MATERIALS & CONTINUA | 2022年 / 72卷 / 02期
关键词
Fuzzy logic; aggregator; IoT; RPL; routing; wireless sensor network;
D O I
10.32604/cmc.2022.026306
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Forested areas are extremely vulnerable to disasters leading to environmental destruction. Forest Fire is one among them which requires immediate attention. There are lot of works done by authors where Wireless Sensors and IoT have been used for forest fire monitoring. So, towards monitoring the forest fire and managing the energy efficiently in IoT, Energy Efficient Routing Protocol for Low power lossy networks (E-RPL) was developed. There were challenges about the scalability of the network resulting in a large end-to-end delay and less packet delivery which led to the development of Aggregator-based Energy Efficient RPL with Data Compression (CAAERPL). Though CAA-ERPL proved effective in terms of reduced packet delivery, less energy consumption, and increased packet delivery ratio for varying number of nodes, there is still challenge in the selection of aggregator which is based purely on probability percentage of nodes. There has been research work where fuzzy logic been employed for Mobile Ad-hoc Routing, RPL routing and cluster head selection in Wireless Sensor. There has been no work where fuzzy logic is employed for aggregator selection in Energy Efficient RPL. So accordingly, we here have proposed Fuzzy Based Aggregator selection in Energy-efficient RPL for region thereby forming DODAG for communicating to Fog/Edge. We here have developed fuzzy inference rules for selecting the aggregator based on strength which takes residual power, Node degree, and Expected Transmission Count (ETX) as input metrics. The Fuzzy Aggregator Energy Efficient RPL (FA-ERPL) based on fuzzy inference rules were analysed against E-RPL in terms of scalability (First and Half Node die), Energy Consumption, and aggregator node energy deviation. From the analysis, it was found that FA-ERPL performed better than E-RPL. These were simulated using MATLAB and results.
引用
收藏
页码:4039 / 4055
页数:17
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