Passive rule-based approach to detect sinkhole attack in RPL-based internet of things networks

S Al-Sarawi, M Anbar, BA Alabsi, MA Aladaileh… - IEEE …, 2023 - ieeexplore.ieee.org
An Internet of Things (IoT) refers to a network of smart devices that enable data collection
and exchange. RPL is a protocol specifically designed for IPv6 over Low Power Wireless …

A feedforward neural network based model to predict sub-optimal path attack in IoT-LLNs

R Sahay, G Geethakumari… - 2020 20th IEEE/ACM …, 2020 - ieeexplore.ieee.org
The Internet of Things achieves its vision to connect all physical devices to the Internet
through the Low power and Lossy Networks (LLNs). The LLNs comprise constrained …

IB-RPL: embedding isolation and blacklisting of malicious nodes in RPL for securing IoT-LLNs

R Sahay, G Geethakumari… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
The constrained characteristics of devices in the Internet of Things (IoT) environment deters
the implementation of robust security solutions. Consequently, intrusion of malicious nodes …

Deep learning for detection of routing attacks in the internet of things

FY Yavuz, D Ünal, E Gül - International Journal of Computational …, 2018 - Springer
Cyber threats are a showstopper for Internet of Things (IoT) has recently been used at an
industrial scale. Network layer attacks on IoT can cause significant disruptions and loss of …

A novel realistic dataset for intrusion detection in IoT based on machine learning

W Dhifallah, M Tarhouni, T Moulahi… - … Symposium on Networks …, 2021 - ieeexplore.ieee.org
The safe deployment of Internet of Things (IoT) devices has emerged as one of the most
pressing issues in computer science. The Lossless Low Power Network (RPL) routing …

Advanced Abnormality Recognition in IoT Networks Using LSTM-RNNs for Dynamic Security Enhancement

S Pandey - 2023 International Conference on Communication …, 2023 - ieeexplore.ieee.org
As Internet of Things (IoT) devices proliferate, it is critical to guarantee the security and
dependability of IoT networks. Due to the dynamic and diverse nature of IoT networks …

Assessment of routing attacks and mitigation techniques with RPL control messages: A survey

AO Bang, UP Rao, P Kaliyar, M Conti - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Routing Protocol for Low-Power and Lossy Networks (RPL) is a standard routing protocol for
the Low Power and Lossy Networks (LLNs). It is a part of the IPv6 over Low-Power Wireless …

[HTML][HTML] Hybrid deep learning-based intrusion detection system for RPL IoT networks

Y Al Sawafi, A Touzene, R Hedjam - Journal of Sensor and Actuator …, 2023 - mdpi.com
Internet of things (IoT) has become an emerging technology transforming everyday physical
objects to be smarter by using underlying technologies such as sensor networks. The …

Attack and Anomaly Prediction in IoT Networks using Machine Learning Approaches

PK Binu, M Kiran - 2021 Fourth International Conference on …, 2021 - ieeexplore.ieee.org
Cyber-attacks are becoming a very common problem we face in IoT networks nowadays.
These attacks mainly target the comparatively less powerful IoT and gateway devices so that …

Machine learning-based multiple attack detection in RPL over IoT

MD Momand, MK Mohsin - 2021 International Conference on …, 2021 - ieeexplore.ieee.org
By connecting the low-power smart embedded devices through the internet, the Internet of
Things (IoT) is a prominent technology in smart world construction. The IoT has numerous …