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Enabling large-scale energy-efficient Internet-of-things (IoT) connectivity is an essential step towards realization of networked society. While legacy wide-area wireless systems are highly dependent on network-side coordination, the level…

网络与互联网体系结构 · 计算机科学 2018-07-26 Amin Azari , Cicek Cavdar

Internet of Things (IoT) has seen a prolific rise in recent times and provides the ability to solve several key challenges faced by our societies and environment. Data produced by IoT provides a significant opportunity to infer context that…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Ashish Manchanda , Prem Prakash Jayaraman , Abhik Banerjee , Arkady Zaslavsky , Shakthi Weerasinghe , Guang-Li Huang

The significance of distributed learning and inference algorithms in Internet of Things (IoT) network is growing since they flexibly distribute computation load between IoT devices and the infrastructure, enhance data privacy, and minimize…

网络与互联网体系结构 · 计算机科学 2024-10-28 Vukan Ninkovic , Dejan Vukobratovic , Dragisa Miskovic , Marco Zennaro

Internet of Things (IoT) have widely penetrated in different aspects of modern life and many intelligent IoT services and applications are emerging. Recently, federated learning is proposed to train a globally shared model by exploiting a…

网络与互联网体系结构 · 计算机科学 2020-05-05 Qiong Wu , Kaiwen He , Xu Chen

Attacks against the Internet of Things (IoT) are rising as devices, applications, and interactions become more networked and integrated. The increase in cyber-attacks that target IoT networks poses a considerable vulnerability and threat to…

密码学与安全 · 计算机科学 2024-10-08 Mona Esmaeili , Morteza Rahimi , Hadise Pishdast , Dorsa Farahmandazad , Matin Khajavi , Hadi Jabbari Saray

The rapid growth in Internet of Things (IoT) technology has become an integral part of today's industries forming the Industrial IoT (IIoT) initiative, where industries are leveraging IoT to improve communication and connectivity via…

人工智能 · 计算机科学 2023-10-12 Lochana Telugu Rajesh , Tapadhir Das , Raj Mani Shukla , Shamik Sengupta

The IoT ecosystem is able to leverage vast amounts of data for intelligent decision-making. Federated Learning (FL), a decentralized machine learning technique, is widely used to collect and train machine learning models from a variety of…

机器学习 · 计算机科学 2023-08-28 Ishmeet Kaur andAdwaita Janardhan Jadhav

For a seamless deployment of the Internet of Things (IoT), there is a need for self-organizing solutions to overcome key IoT challenges that include data processing, resource management, coexistence with existing wireless networks, and…

信息论 · 计算机科学 2016-10-14 Taehyeun Park , Nof Abuzainab , Walid Saad

Although Federated Learning (FL) is promising to enable collaborative learning among Artificial Intelligence of Things (AIoT) devices, it suffers from the problem of low classification performance due to various heterogeneity factors (e.g.,…

机器学习 · 计算机科学 2024-04-10 Chentao Jia , Ming Hu , Zekai Chen , Yanxin Yang , Xiaofei Xie , Yang Liu , Mingsong Chen

In the Urban Internet of Things devices and systems are interconnected at the city scale to provide innovative services to the citizens.However, the traffic generated by the sensing and processing systems may overload local access networks.…

网络与互联网体系结构 · 计算机科学 2018-05-02 Sabur Baidya , Marco Levorato

For many applications envisioned for the Internet of Things (IoT), it is expected that the sensors will have very low costs and zero power, which can be satisfied by meta-material sensor based IoT, i.e., meta-IoT. As their constituent…

信号处理 · 电气工程与系统科学 2022-06-28 Jingzhi Hu , Hongliang Zhang , Boya Di , Zhu Han , H. Vincent Poor , Lingyang Song

Machine learning-based applications are increasingly prevalent in IoT devices. The power and storage constraints of these devices make it particularly challenging to run modern neural networks, limiting the number of new applications that…

机器学习 · 计算机科学 2019-03-06 Dibakar Gope , Ganesh Dasika , Matthew Mattina

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

Hybrid light fidelity (LiFi) and wireless fidelity (WiFi) networks are a promising paradigm of heterogeneous network (HetNet), attributed to the complementary physical properties of optical spectra and radio frequency. However, the current…

机器学习 · 计算机科学 2025-09-09 Han Ji , Xiping Wu , Zhihong Zeng , Chen Chen

Internet of Intelligent Things (IoIT), an emerging field, combines the utility of Internet of Things (IoT) devices with the innovation of embedded AI algorithms. However, it does not come without challenges, and struggles regarding…

网络与互联网体系结构 · 计算机科学 2025-09-16 Vadim Allayev , Mahbubur Rahman

The advances in deep neural networks (DNN) have significantly enhanced real-time detection of anomalous data in IoT applications. However, the complexity-accuracy-delay dilemma persists: complex DNN models offer higher accuracy, but typical…

机器学习 · 计算机科学 2021-08-21 Mao V. Ngo , Tie Luo , Tony Q. S. Quek

The proliferation of Internet of Things (IoT) has increased interest in federated learning (FL) for privacy-preserving distributed data utilization. However, traditional two-tier FL architectures inadequately adapt to multi-tier IoT…

机器学习 · 计算机科学 2024-12-30 Jiechao Gao , Yuangang Li , Yue Zhao , Brad Campbell

In this paper, we analyze a Cognitive Radio-based Internet-of-Things (CR-IoT) network comprising a Primary Network Provider (PNP) and an IoT operator. The PNP uses its licensed spectrum to serve its users. The IoT operator identifies the…

性能 · 计算机科学 2021-03-17 Asif Ahmed Sardar , Dibbendu Roy , Washim Uddin Mondal , Goutam Das

Securing Dew-Enabled Edge-of-Things (EoT) networks against sophisticated intrusions is a critical challenge. This paper presents HybridGuard, a framework that integrates machine learning and deep learning to improve intrusion detection.…

密码学与安全 · 计算机科学 2025-11-12 Binayak Kara , Ujjwal Sahua , Ciza Thomas , Jyoti Prakash Sahoo

In critical IoT environments, such as smart homes and industrial systems, effective Intrusion Detection Systems (IDS) are essential for ensuring security. However, developing robust IDS solutions remains a significant challenge. Traditional…

机器学习 · 计算机科学 2025-10-15 Saida Elouardi , Mohammed Jouhari , Anas Motii