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Data analytics, self-organization, and security provisioning for smart monitoring systems

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posted on 2023-10-11, 10:37 authored by Raja Waseem Anwar, Kashif Naseer QureshiKashif Naseer Qureshi, Wamda Nagmeldin, Abdelzahir Abdelmaboud, Kayhan Zrar Ghafoor, Ibrahim Tariq Javed, Noel Crespi

Internet availability and its integration with smart technologies have favored everyday objects and things and offered new areas, such as the Internet of Things (IoT). IoT refers to a concept where smart devices or things are connected and create a network. This new area has suffered from big data handling and security issues. There is a need to design a data analytics model by using new 5G technologies, architecture, and a security model. Reliable data communication in the presence of legitimate nodes is always one of the challenges in these networks. Malicious nodes are generating inaccurate information and breach the user’s security. In this paper, a data analytics model and self-organizing architecture for IoT networks are proposed to understand the different layers of technologies and processes. The proposed model is designed for smart environmental monitoring systems. This paper also proposes a security model based on an authentication, detection, and prediction mechanism for IoT networks. The proposed model enhances security and protects the network from DoS and DDoS attacks. The proposed model evaluates in terms of accuracy, sensitivity, and specificity by using machine learning algorithms.

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Publication

Sensors, 2022, 22, 7201

Publisher

MDPI

Other Funding information

The authors extend their appreciation to the Deanship of Scientific Research at King Khalid University for funding this work through Large Groups project under grant number RGP.2/111/43.

Sustainable development goals

  • (4) Quality Education

Department or School

  • Electronic & Computer Engineering

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