Gotham testbed: a reproducible IoT testbed for security experiments and dataset generation

X Sáez-de-Cámara, JL Flores… - … on Dependable and …, 2023 - ieeexplore.ieee.org
The growing adoption of the Internet of Things (IoT) has brought a significant increase in
attacks targeting those devices. Machine learning (ML) methods have shown promising …

Internet of things (IoT) security dataset evolution: Challenges and future directions

B Kaur, S Dadkhah, F Shoeleh, ECP Neto, P Xiong… - Internet of Things, 2023 - Elsevier
The evolution of mobile technologies has introduced smarter and more connected objects
into our day-to-day lives. This trend, known as the Internet of Things (IoT), has applications …

Study of machine learning for cloud assisted iot security as a service

M Alsharif, DB Rawat - Sensors, 2021 - mdpi.com
Machine learning (ML) has been emerging as a viable solution for intrusion detection
systems (IDS) to secure IoT devices against different types of attacks. ML based IDS (ML …

Taxonomy and challenges in machine learning-based approaches to detect attacks in the internet of things

O Faraj, D Megías, AM Ahmad… - Proceedings of the 15th …, 2020 - dl.acm.org
The insecure growth of Internet-of-Things (IoT) can threaten its promising benefits to our
daily life activities. Weak designs, low computational capabilities, and faulty protocol …

Creating a Large-scale Memory Error IoT Botnet Using NS3DockerEmulator

I Obaidat, B Kahn, F Tavakoli… - 2023 53rd Annual IEEE …, 2023 - ieeexplore.ieee.org
DDoSim, a simulation testbed for mimicking real-world, large-scale botnet DDoS attacks, is
presented. DDoSim offers various capabilities, including running user-specified software …

A Comprehensive Analysis of Machine Learning-Based Intrusion Detection System for IoT-23 Dataset

YG Kim, KJ Ahmed, MJ Lee, K Tsukamoto - International Conference on …, 2022 - Springer
With the proliferation of IoT devices, securing the IoT-based network is of paramount
importance. IoT-based networks consist of diversely purposed IoT devices. This diversity of …

A secure contained testbed for analyzing IoT botnets

A Kumar, TJ Lim - Testbeds and Research Infrastructures for the …, 2019 - Springer
Many security issues have come to the fore with the increasingly widespread adoption of
Internet-of-Things (IoT) devices. The Mirai attack on Dyn DNS service, in which vulnerable …

Analysis, implications, and challenges of an evolving consumer iot security landscape

C Bellman, PC Van Oorschot - 2019 17th International …, 2019 - ieeexplore.ieee.org
The Internet of Things (IoT) is a rapidly growing subset of our modern computing
architecture, and as such, provides significant new attack surface. The history of IoT has …

IoT intrusion detection taxonomy, reference architecture, and analyses

K Albulayhi, AA Smadi, FT Sheldon, RK Abercrombie - Sensors, 2021 - mdpi.com
This paper surveys the deep learning (DL) approaches for intrusion-detection systems
(IDSs) in Internet of Things (IoT) and the associated datasets toward identifying gaps …

Edge2guard: Botnet attacks detecting offline models for resource-constrained iot devices

B Sudharsan, D Sundaram, P Patel… - … and other Affiliated …, 2021 - ieeexplore.ieee.org
In today's IoT smart environments, dozens of MCU-based connected device types exist such
as HVAC controllers, smart meters, smoke detectors, etc. The security conditions for these …