中文
相关论文

相关论文: Decentralized Spectrum Learning for IoT Wireless N…

200 篇论文

The Internet of Things (IoT) presents a unique cybersecurity challenge due to its vast network of interconnected, resource-constrained devices. These vulnerabilities not only threaten data integrity but also the overall functionality of IoT…

This paper proposes a novel federated learning approach for improving IoT network intrusion detection. The rise of IoT has expanded the cyber attack surface, making traditional centralized machine learning methods insufficient due to…

机器学习 · 计算机科学 2025-04-04 Van Tuan Nguyen , Razvan Beuran

As the Internet of Things (IoT) continues to expand, ensuring the security of connected devices has become increasingly critical. Traditional Intrusion Detection Systems (IDS) often fall short in managing the dynamic and large-scale nature…

密码学与安全 · 计算机科学 2025-04-11 Saeid Jamshidi , Amin Nikanjam , Nafi Kawser Wazed , Foutse Khomh

Attack vectors for adversaries have increased in organizations because of the growing use of less secure IoT devices. The risk of attacks on an organization's network has also increased due to the bring your own device (BYOD) policy which…

网络与互联网体系结构 · 计算机科学 2023-03-24 Jaidip Kotak , Yuval Elovici

Federated Learning (FL) has emerged as a promising paradigm for enabling collaborative machine learning while preserving data privacy, making it particularly suitable for Internet of Things (IoT) environments. However, resource-constrained…

机器学习 · 计算机科学 2025-09-17 Wilfrid Sougrinoma Compaoré , Yaya Etiabi , El Mehdi Amhoud , Mohamad Assaad

Cyberattacks in an Internet of Things (IoT) environment can have significant impacts because of the interconnected nature of devices and systems. An attacker uses a network of compromised IoT devices in a botnet attack to carry out various…

There is a growing trend of cyberattacks against Internet of Things (IoT) devices; moreover, the sophistication and motivation of those attacks is increasing. The vast scale of IoT, diverse hardware and software, and being typically placed…

密码学与安全 · 计算机科学 2023-07-28 Xabier Sáez-de-Cámara , Jose Luis Flores , Cristóbal Arellano , Aitor Urbieta , Urko Zurutuza

The increase of IoT devices, driven by advancements in hardware technologies, has led to widespread deployment in large-scale networks that process massive amounts of data daily. However, the reliance on Edge Computing to manage these…

密码学与安全 · 计算机科学 2025-08-05 Dulana Rupanetti , Naima Kaabouch

Federated learning (FL) has been increasingly considered to preserve data training privacy from eavesdropping attacks in mobile edge computing-based Internet of Thing (EdgeIoT). On the one hand, the learning accuracy of FL can be improved…

机器学习 · 计算机科学 2022-05-19 Jingjing Zheng , Kai Li , Naram Mhaisen , Wei Ni , Eduardo Tovar , Mohsen Guizani

After decades of research, the Internet of Things (IoT) is finally permeating real-life and helps improve the efficiency of infrastructures and processes as well as our health. As a massive number of IoT devices are deployed, they naturally…

网络与互联网体系结构 · 计算机科学 2020-11-25 Gregor Cerar , Halil Yetgin , Blaž Bertalanič , Carolina Fortuna

Blockchain technology has gained increasing popularity in the research of Internet of Things (IoT) systems in the past decade. As a distributed and immutable ledger secured by strong cryptography algorithms, the blockchain brings a new…

密码学与安全 · 计算机科学 2022-10-31 Ruipeng Zhang , Chen Xu , Mengjun Xie

Wireless Sensor Networks (WSNs) play a pivotal role in enabling Internet of Things (IoT) devices with sensing and actuation capabilities. Operating in remote and resource-constrained environments, these IoT devices face challenges related…

网络与互联网体系结构 · 计算机科学 2025-03-20 F. Fernando Jurado-Lasso , J. F. Jurado , Xenofon Fafoutis

Deep Reinforcement Learning (DRL) has emerged as an efficient approach to resource allocation due to its strong capability in handling complex decision-making tasks. However, only limited research has explored the training of DRL models…

机器学习 · 计算机科学 2025-09-23 Aohan Li , Miyu Tsuzuki

This paper focuses on cognitive radio (CR) internet- of-things (IoT) networks where spectrum sensors are deployed for IoT CR devices, which do not have enough hardware capability to identify an unoccupied spectrum by themselves. In this…

网络与互联网体系结构 · 计算机科学 2017-03-23 Hyesung Kim , Seung-Woo Ko , Seong-Lyun Kim

The proliferation of Internet of Things (IoT) devices has intensified the demand for energyefficient solutions supporting ondevice and distributed learning applications. This re search presents a circumscribed comparative analysis of…

网络与互联网体系结构 · 计算机科学 2023-12-27 Antoine Bonneau , Fabien Mieyeville , Frédéric Le Mouël , Regis Rousseau

In this paper, we propose a Meta-IoT system to achieve ubiquitous deployment and pervasive sensing for future Internet of Things (IoT). In such a system, sensors are composed of dedicated meta-materials whose frequency response of wireless…

信号处理 · 电气工程与系统科学 2021-07-06 Xu Liu , Jingzhi Hu , Hongliang Zhang , Boya Di , Lingyang Song

The recent advancements in the Internet of Things (IoT) are giving rise to the proliferation of interconnected devices, enabling various smart applications. These enormous number of IoT devices generates a large capacity of data that…

信号处理 · 电气工程与系统科学 2020-08-18 Ruhul Amin Khalil , Nasir Saeed , Yasaman Moradi Fard , Tareq Y. Al-Naffouri , Mohamed-Slim Alouini

The Internet of Things (IoT) realizes a vision where billions of interconnected devices are deployed just about everywhere, from inside our bodies to the most remote areas of the globe. As the IoT will soon pervade every aspect of our lives…

密码学与安全 · 计算机科学 2018-06-12 Francesco Restuccia , Salvatore D'Oro , Tommaso Melodia

The increasing complexity and scale of the Internet of Things (IoT) have made security a critical concern. This paper presents a novel Large Language Model (LLM)-based framework for comprehensive threat detection and prevention in IoT…

密码学与安全 · 计算机科学 2025-05-14 Yazan Otoum , Arghavan Asad , Amiya Nayak

Small, low-cost IoT devices are typically equipped with only a single, low-quality antenna, significantly limiting communication range and link quality. In particular, these antennas are typically linearly polarized and therefore…

网络与互联网体系结构 · 计算机科学 2020-10-09 Lili Chen , Wenjun Hu , Kyle Jamieson , Xiaojiang Chen , Dingyi Fang , Jeremy Gummeson