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In the recent years, we have witnessed a huge growth in the number of Internet of Things (IoT) and edge devices being used in our everyday activities. This demands the security of these devices from cyber attacks to be improved to protect…

Cryptography and Security · Computer Science 2022-07-07 Kumar Saurabh , Saksham Sood , P. Aditya Kumar , Uphar Singh , Ranjana Vyas , O. P. Vyas , Rahamatullah Khondoker

The Internet of Things (IoT) has witnessed unprecedented growth, resulting in a massive influx of diverse network traffic from interconnected devices. Effectively classifying this network traffic is crucial for optimizing resource…

Cryptography and Security · Computer Science 2024-02-05 Jawad Hussain Kalwar , Sania Bhatti

Wireless Sensor Networks (WSNs) constitute one of the most promising third-millennium technologies and have a wide range of applications in our surrounding environment. The reason behind the vast adoption of WSNs in various applications is…

Cryptography and Security · Computer Science 2019-11-19 Ismail Butun , Patrik Österberg , Houbing Song

Supporting convolutional neural network (CNN) inference on resource-constrained IoT devices in a timely manner has been an outstanding challenge for emerging smart systems. To mitigate the burden on IoT devices, the prevailing solution is…

Cryptography and Security · Computer Science 2019-01-15 Yifan Tian , Jiawei Yuan , Shucheng Yu , Yantian Hou

DDoS attacks have become a major threat to the security of IoT devices and can cause severe damage to the network infrastructure. IoT devices suffer from the inherent problem of resource constraints and are therefore susceptible to such…

Cryptography and Security · Computer Science 2025-08-15 Sandipan Dey , Payal Santosh Kate , Vatsala Upadhyay , Abhishek Vaish

To reap the benefits of the Internet of Things (IoT), it is imperative to secure the system against cyber attacks in order to enable mission critical and real-time applications. To this end, intrusion detection systems (IDSs) have been…

Cryptography and Security · Computer Science 2019-06-04 Aidin Ferdowsi , Walid Saad

This work provides a comparative analysis illustrating how Deep Learning (DL) surpasses Machine Learning (ML) in addressing tasks within Internet of Things (IoT), such as attack classification and device-type identification. Our approach…

Cryptography and Security · Computer Science 2023-12-04 Mounia Hamidouche , Eugeny Popko , Bassem Ouni

Application of deep learning to enhance the accuracy of intrusion detection in modern computer networks were studied in this paper. The identification of attacks in computer networks is divided in to two categories of intrusion detection…

Cryptography and Security · Computer Science 2020-12-16 Jafar Majidpour , Hiwa Hasanzadeh

The Internet of Things (IoT), with its high degree of interconnectivity and limited computational resources, is particularly vulnerable to a wide range of cyber threats. Intrusion detection systems (IDS) have been extensively studied to…

Cryptography and Security · Computer Science 2025-08-28 Elvin Li , Onat Gungor , Zhengli Shang , Tajana Rosing

Nowadays, the Internet of Things (IoT) is widely employed, and its usage is growing exponentially because it facilitates remote monitoring, predictive maintenance, and data-driven decision making, especially in the healthcare and industrial…

Cryptography and Security · Computer Science 2025-06-10 Silvia Lucia Sanna , Diego Soi , Davide Maiorca , Giorgio Giacinto

Over the last decade, IoT platforms have been developed into a global giant that grabs every aspect of our daily lives by advancing human life with its unaccountable smart services. Because of easy accessibility and fast-growing demand for…

Cryptography and Security · Computer Science 2020-04-14 Syeda Manjia Tahsien , Hadis Karimipour , Petros Spachos

In the evolving landscape of the Internet of Things (IoT), Machine Learning (ML)-based Intrusion Detection Systems (IDS) represent a significant advancement, especially when integrated with Software-Defined Networking (SDN). These systems…

Networking and Internet Architecture · Computer Science 2025-04-17 Saeid Jamshidi , Kawser Wazed Nafi , Amin Nikanjam , Foutse Khomh

The rapidly expanding nature of the Internet of Things (IoT) networks is beginning to attract interest across a range of applications, including smart homes, smart transportation, smart health, and industrial contexts. This cutting-edge…

Cryptography and Security · Computer Science 2021-07-01 Khizar Hameed , Saurabh Garg , Muhammad Bilal Amin , Byeong Kang , Abid Khan

The Internet of Things (IoT) is one of the main research fields in the Cybersecurity domain. This is due to (a) the increased dependency on automated device, and (b) the inadequacy of general purpose Intrusion Detection Systems (IDS) to be…

Cryptography and Security · Computer Science 2020-11-17 Hanan Hindy , Ethan Bayne , Miroslav Bures , Robert Atkinson , Christos Tachtatzis , Xavier Bellekens

The widespread adoption of Internet of Things (IoT) devices has introduced significant cybersecurity challenges, particularly with the increasing frequency and sophistication of Distributed Denial of Service (DDoS) attacks. Traditional…

Cryptography and Security · Computer Science 2025-03-28 Satvik Verma , Qun Wang , E. Wes Bethel

The rapid expansion of the Internet of Things (IoT) has introduced significant security challenges, necessitating efficient and adaptive Intrusion Detection Systems (IDS). Traditional IDS models often overlook the temporal characteristics…

Convolutional Neural Networks (CNN) has found successful adoption in many applications. The deployment of CNN on resource-constrained edge devices have proved challenging. CNN distributed deployment across different edge devices has been…

Computer Vision and Pattern Recognition · Computer Science 2020-06-17 Hawzhin Mohammed , Tolulope A. Odetola , Syed Rafay Hasan

We present a comprehensive study on applying machine learning to detect distributed Denial of service (DDoS) attacks using large-scale Internet of Things (IoT) systems. While prior works and existing DDoS attacks have largely focused on…

Cryptography and Security · Computer Science 2023-02-17 Arvin Hekmati , Nishant Jethwa , Eugenio Grippo , Bhaskar Krishnamachari

Connected and autonomous vehicles (CAVs) are an innovative form of traditional vehicles. Automotive Ethernet replaces the controller area network and FlexRay to support the large throughput required by high-definition applications. As CAVs…

Cryptography and Security · Computer Science 2021-02-09 Seonghoon Jeong , Boosun Jeon , Boheung Chung , Huy Kang Kim

The Internet of Things (IoT) is a system that connects physical computing devices, sensors, software, and other technologies. Data can be collected, transferred, and exchanged with other devices over the network without requiring human…

Machine Learning · Computer Science 2023-01-03 Eleonora Achiluzzi , Menglu Li , Md Fahd Al Georgy , Rasha Kashef