Detecting Version Number Attacks in Low Power and Lossy Networks for Internet of Things Routing: Review and Taxonomy

N Alfriehat, M Anbar, S Karuppayah, SDA Rihan… - IEEE …, 2024 - ieeexplore.ieee.org
The internet of things (IoT) is an emerging technological advancement with significant
implications. It connects a wireless sensor or node network via low-power and lossy …

A comprehensive survey on RPL routing-based attacks, defences and future directions in Internet of Things

AK Prajapati, ES Pilli, RB Battula… - Computers and …, 2025 - Elsevier
Abstract The Internet of Things (IoT) is a network of digital devices like sensors, processors,
embedded and communication devices that can connect to and exchange data with other …

[HTML][HTML] FL-DSFA: Securing RPL-Based IoT Networks against Selective Forwarding Attacks Using Federated Learning

R Khan, N Tariq, M Ashraf, FA Khan, S Shafi, A Ali - Sensors, 2024 - mdpi.com
The Internet of Things (IoT) is a significant technological advancement that allows for
seamless device integration and data flow. The development of the IoT has led to the …

Combating phishing and script-based attacks: a novel machine learning framework for improved client-side security

J Hong, H Kim, S Oh, Y Im, H Jeong, H Kim… - The Journal of …, 2025 - Springer
Given the rising challenge of client-based web attacks through vulnerabilities in websites,
traditional pattern detection methods often fall short in identifying emerging threats. To …

Federated deep learning models for detecting RPL attacks on large-scale hybrid IoT networks

M Albishari, M Li, M Ayoubi, A Alsanabani, J Tian - Computer Networks, 2024 - Elsevier
With the rapid spread of the Internet of Things (IoT), smart applications and services become
increasingly crucial, making them an easily accessible source of personally identifiable …

[PDF][PDF] Comprehensive Survey on AI-Based Technologies for Enhancing IoT Privacy and Security: Trends, Challenges, and Solutions

OEL Castro, X Deng, JH Park - HUMAN-CENTRIC COMPUTING AND …, 2023 - hcisj.com
Abstract The Internet of Things (IoT) is revolutionizing modern technology by connecting
numerous devices and applications. However, its lack of standardization has led to security …

Deep learning applications in the Internet of Things: a review, tools, and future directions

P Raoufi, A Hemmati, AM Rahmani - Evolutionary Intelligence, 2024 - Springer
The emergence of the Internet of Things (IoT) has enabled the proliferation of interconnected
devices and sensors, generating vast amounts of often complex and unstructured data …

A Lightweight Mitigation Technique Against a Modified Version Number Attack in IoT Networks

IS Alsukayti, M Alreshoodi, M Rouissat - IEEE Access, 2025 - ieeexplore.ieee.org
The potential worldwide deployment of Internet of Things (IoT) networks for a broad scope of
critical applications has led to significant security concerns. With no effective support for IoT …

HADTF: a hybrid autoencoder–decision tree framework for improved RPL-based attack detection in IoT networks based on enhanced feature selection approach

M Osman, J He, N Zhu, FM Mohammed Mokbal… - The Journal of …, 2024 - Springer
Abstract The Internet of Things (IoT) is evolving rapidly, increasing demand for safeguarding
data against routing attacks. While achieving complete security for RPL protocols remains …

Security Concerns with IoT Routing: A Review of Attacks, Countermeasures, and Future Prospects

AMA Abuagoub - Advances in Internet of Things, 2024 - scirp.org
Today's Internet of Things (IoT) application domains are widely distributed, which exposes
them to several security risks and assaults, especially when data is being transferred …