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相关论文: Enhancing IoT Security Against DDoS Attacks throug…

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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

The rapid growth of the Internet of Things (IoT) has revolutionized industries, enabling unprecedented connectivity and functionality. However, this expansion also increases vulnerabilities, exposing IoT networks to increasingly…

密码学与安全 · 计算机科学 2025-02-19 Md Ahnaf Akif , Ismail Butun , Andre Williams , Imadeldin Mahgoub

The rapid expansion of the Internet of Things (IoT) has intensified security challenges, notably from Distributed Denial of Service (DDoS) attacks launched by compromised, resource-constrained devices. Traditional defenses are often…

密码学与安全 · 计算机科学 2025-08-05 Abdurrahman Tolay

Applying Federated Learning (FL) on Internet-of-Things devices is necessitated by the large volumes of data they produce and growing concerns of data privacy. However, there are three challenges that need to be addressed to make FL…

分布式、并行与集群计算 · 计算机科学 2022-05-19 Di Wu , Rehmat Ullah , Paul Harvey , Peter Kilpatrick , Ivor Spence , Blesson Varghese

The rapid adoption of Internet of Things (IoT) devices in healthcare has introduced new challenges in preserving data privacy, security and patient safety. Traditional approaches need to ensure security and privacy while maintaining…

The exponential growth of android-based mobile IoT systems has significantly increased the susceptibility of devices to cyberattacks, particularly in smart homes, UAVs, and other connected mobile environments. This article presents a…

密码学与安全 · 计算机科学 2025-06-24 Akarsh K Nair , Shanik Hubert Satheesh Kumar. , Deepti Gupta

With the proliferation of the Internet and smart devices, IoT technology has seen significant advancements and has become an integral component of smart homes, urban security, smart logistics, and other sectors. IoT facilitates real-time…

密码学与安全 · 计算机科学 2024-12-12 Yining Pang , Chenghan Li

Federated learning is proposed as an alternative to centralized machine learning since its client-server structure provides better privacy protection and scalability in real-world applications. In many applications, such as smart homes with…

机器学习 · 计算机科学 2022-02-21 Yuchen Zhao , Payam Barnaghi , Hamed Haddadi

Billions of IoT devices will be deployed in the near future, taking advantage of faster Internet speed and the possibility of orders of magnitude more endpoints brought by 5G/6G. With the growth of IoT devices, vast quantities of data that…

机器学习 · 计算机科学 2022-04-07 Tuo Zhang , Lei Gao , Chaoyang He , Mi Zhang , Bhaskar Krishnamachari , Salman Avestimehr

The Internet of Medical Things (IoMT) represents a paradigm shift in the healthcare sector, enabling the interconnection of medical devices, sensors, and systems to enhance patient monitoring, diagnosis, and management. The rapid evolution…

密码学与安全 · 计算机科学 2025-07-08 Nelly Elsayed , Lily Dzamesi , Zag ElSayed , Murat Ozer

Existing distributed denial of service attack (DDoS) solutions cannot handle highly aggregated data rates; thus, they are unsuitable for Internet service provider (ISP) core networks. This article proposes a digital twin-enabled intelligent…

密码学与安全 · 计算机科学 2023-10-27 Yagmur Yigit , Bahadir Bal , Aytac Karameseoglu , Trung Q. Duong , Berk Canberk

Federated learning is an improved version of distributed machine learning that further offloads operations which would usually be performed by a central server. The server becomes more like an assistant coordinating clients to work together…

分布式、并行与集群计算 · 计算机科学 2020-10-20 Sheng Shen , Tianqing Zhu , Di Wu , Wei Wang , Wanlei Zhou

The Internet of Things (IoT) has significantly expanded the digital landscape, interconnecting an unprecedented array of devices, from home appliances to industrial equipment. This growth enhances functionality, e.g., automation, remote…

密码学与安全 · 计算机科学 2025-05-25 Saeid Jamshidi , Amin Nikanjam , Kawser Wazed Nafi , Foutse Khomh , Rasoul Rasta

The exponential expansion of IoT and 5G-Advanced applications has enlarged the attack surface for DDoS, malware, and zero-day intrusions. We propose an intrusion detection system that fuses a convolutional neural network (CNN), a…

密码学与安全 · 计算机科学 2025-09-22 Rasil Baidar , Sasa Maric , Robert Abbas

The Internet of Things(IoT) paradigm provides persistent sensing and data collection capabilities and is becoming increasingly prevalent across many market sectors. However, most IoT devices emphasize usability and function over security,…

密码学与安全 · 计算机科学 2023-05-25 Farooq Shaikh , Elias Bou-Harb , Aldin Vehabovic , Jorge Crichigno , Aysegul Yayimli , Nasir Ghani

Data Distribution Service (DDS) is an innovative approach towards communication in ICS/IoT infrastructure and robotics. Being based on the cross-platform and cross-language API to be applicable in any computerised device, it offers the…

机器学习 · 计算机科学 2021-06-15 Stanislav Abaimov

Device failure detection is one of most essential problems in industrial internet of things (IIoT). However, in conventional IIoT device failure detection, client devices need to upload raw data to the central server for model training,…

分布式、并行与集群计算 · 计算机科学 2020-10-20 Weishan Zhang , Qinghua Lu , Qiuyu Yu , Zhaotong Li , Yue Liu , Sin Kit Lo , Shiping Chen , Xiwei Xu , Liming Zhu

Device fingerprinting combined with Machine and Deep Learning (ML/DL) report promising performance when detecting cyberattacks targeting data managed by resource-constrained spectrum sensors. However, the amount of data needed to train…

Federated learning is a technique of decentralized machine learning. that allows multiple parties to collaborate and learn a shared model without sharing their raw data. Our paper proposes a federated learning framework for intrusion…

密码学与安全 · 计算机科学 2023-11-27 Abhishek Sebastian , Pragna R , Sudhakaran G , Renjith P N , Leela Karthikeyan H

The emergence of new services and applications in emerging wireless networks (e.g., beyond 5G and 6G) has shown a growing demand for the usage of artificial intelligence (AI) in the Internet of Things (IoT). However, the proliferation of…

网络与互联网体系结构 · 计算机科学 2023-10-17 Mai Le , Thien Huynh-The , Tan Do-Duy , Thai-Hoc Vu , Won-Joo Hwang , Quoc-Viet Pham