IoTBoT-IDS: A novel statistical learning-enabled botnet detection framework for protecting networks of smart cities

J Ashraf, M Keshk, N Moustafa, M Abdel-Basset… - Sustainable Cities and …, 2021 - Elsevier
The rapid proliferation of the Internet of Things (IoT) systems, has enabled transforming
urban areas into smart cities. Smart cities' paradigm has resulted in improved quality of life …

A visualized botnet detection system based deep learning for the internet of things networks of smart cities

R Vinayakumar, M Alazab, S Srinivasan… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Internet of Things applications for smart cities have currently become a primary target for
advanced persistent threats of botnets. This article proposes a botnet detection system …

[HTML][HTML] ELBA-IoT: An ensemble learning model for botnet attack detection in IoT networks

Q Abu Al-Haija, M Al-Dala'ien - Journal of Sensor and Actuator Networks, 2022 - mdpi.com
Due to the prompt expansion and development of intelligent systems and autonomous,
energy-aware sensing devices, the Internet of Things (IoT) has remarkably grown and …

Network flow based IoT botnet attack detection using deep learning

S Sriram, R Vinayakumar, M Alazab… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
Governments around the globe are promoting smart city applications to enhance the quality
of daily-life activities in urban areas. Smart cities include internet-enabled devices that are …

[HTML][HTML] Intelligent detection of iot botnets using machine learning and deep learning

J Kim, M Shim, S Hong, Y Shin, E Choi - Applied Sciences, 2020 - mdpi.com
As the number of Internet of Things (IoT) devices connected to the network rapidly increases,
network attacks such as flooding and Denial of Service (DoS) are also increasing. These …

[HTML][HTML] Design of intrusion detection system based on cyborg intelligence for security of cloud network traffic of smart cities

EM Onyema, S Dalal, CAT Romero, B Seth… - Journal of Cloud …, 2022 - Springer
Abstract The Internet of things (IoT) is an important technology that is highly beneficial in
establishing smart items, connections and cities. However, there are worries regarding …

[HTML][HTML] Machine learning-based IoT-botnet attack detection with sequential architecture

YN Soe, Y Feng, PI Santosa, R Hartanto, K Sakurai - Sensors, 2020 - mdpi.com
With the rapid development and popularization of Internet of Things (IoT) devices, an
increasing number of cyber-attacks are targeting such devices. It was said that most of the …

Intrusion detection system for iot botnet attacks using deep learning

J Shareena, A Ramdas, H AP - SN Computer Science, 2021 - Springer
The IoT industry is seen intensifying its presence along these recent years. Since IoT
devices are small and heterogeneous they can easily fall prey to the cyberattacks. Handling …

[HTML][HTML] PSI-rooted subgraph: A novel feature for IoT botnet detection using classifier algorithms

HT Nguyen, QD Ngo, DH Nguyen, VH Le - ICT Express, 2020 - Elsevier
It is obvious that IoT devices are widely used more and more in many areas. However, due
to limited resources (eg, memory, CPU), the security mechanisms on many IoT devices such …

[HTML][HTML] Botnet attack detection by using CNN-LSTM model for Internet of Things applications

H Alkahtani, THH Aldhyani - Security and Communication Networks, 2021 - hindawi.com
The Internet of Things (IoT) has grown rapidly, and nowadays, it is exploited by cyber attacks
on IoT devices. An accurate system to identify malicious attacks on the IoT environment has …