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The advent of the Internet of Things (IoT) has brought forth an era of unprecedented connectivity, with an estimated 80 billion smart devices expected to be in operation by the end of 2025. These devices facilitate a multitude of smart…

密码学与安全 · 计算机科学 2024-01-30 Chao Liu , Boxi Chen , Wei Shao , Chris Zhang , Kelvin Wong , Yi Zhang

Recent advances in Tiny Machine Learning (TinyML) empower low-footprint embedded devices for real-time on-device Machine Learning. While many acknowledge the potential benefits of TinyML, its practical implementation presents unique…

机器学习 · 计算机科学 2024-05-17 Haoyu Ren , Xue Li , Darko Anicic , Thomas A. Runkler

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 integration of the Internet of Things (IoT) connects a number of intelligent devices with a minimum of human interference that can interact with one another. IoT is rapidly emerging in the areas of computer science. However, new…

密码学与安全 · 计算机科学 2022-10-26 Subrato Bharati , Prajoy Podder

Machine learning (ML) is transforming modern physics research, but practical, hands-on experience with ML techniques remains limited due to cost and complexity barriers. To address this gap, we introduce an affordable, autonomous,…

Split learning (SL) addresses the limitation of running deep learning inference directly on low-power edge/IoT nodes, in which it executes part of the inference process on the sensor and offloading the remainder to a companion device.…

网络与互联网体系结构 · 计算机科学 2026-05-07 Zied Jenhani , Mounir Bensalem , Jasenka Dizdarević , Admela Jukan

Interconnecting "things" and devices that take the form of wearables, sensors, actuators, mobiles, computers, meters, or even vehicles is a critical requirement for the current era. These internetworked connections are serving the emerging…

密码学与安全 · 计算机科学 2020-06-19 A. Jurcut , T. Niculcea , P. Ranaweera , A. LeKhac

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…

密码学与安全 · 计算机科学 2020-04-14 Syeda Manjia Tahsien , Hadis Karimipour , Petros Spachos

Internet of Things (IoT) is considered as a key enabler of health informatics. IoT-enabled devices are used for in-hospital and in-home patient monitoring to collect and transfer biomedical data pertaining to blood pressure,…

密码学与安全 · 计算机科学 2021-05-03 Mian Ahmad Jan , Fazlullah Khan , Spyridon Mastorakis , Muhammad Adil , Aamir Akbar , Nicholas Stergiou

The Internet of Things (IoT) networks are expected to involve myriad of devices, ranging from simple sensors to powerful single board computers and smart phones. The great advancement in computational power of embedded technologies have…

网络与互联网体系结构 · 计算机科学 2018-08-21 Barzan Yosuf , Mohamed Musa , Taisir Elgorashi , Ahmed Q. Lawey , J. M. H. Elmirghani

The field of Tiny Machine Learning (TinyML) has gained significant attention due to its potential to enable intelligent applications on resource-constrained devices. This review provides an in-depth analysis of the advancements in efficient…

机器学习 · 统计学 2023-11-21 Minh Tri Lê , Pierre Wolinski , Julyan Arbel

Advances in mobile computing capabilities and an increasing number of Internet of Things (IoT) devices have enriched the possibilities of the IoT but have also increased the cognitive load required of IoT users. Existing context-aware…

计算机与社会 · 计算机科学 2020-02-04 Jie Hua , Chenguang Liu , Tomasz Kalbarczyk , Catherine Wright , Gruia-Catalin Roman , Christine Julien

Energy measurement of computer devices, which are widely used in the Internet of Things (IoT), is an important yet challenging task. Most of these IoT devices lack ready-to-use hardware or software for power measurement. In this paper, we…

操作系统 · 计算机科学 2025-05-22 Haoyu Wang , Xinyi Li , Ti Zhou , Man Lin

As the adoption of Internet of Things (IoT) devices continues to rise in enterprise environments, the need for effective and efficient security measures becomes increasingly critical. This paper presents a cost-efficient platform to…

密码学与安全 · 计算机科学 2024-08-26 Carlos A. Rivera A. , Arash Shaghaghi , Gustavo Batista , Salil S. Kanhere

The evolution from fifth-generation (5G) to sixth-generation (6G) networks is driving an unprecedented demand for advanced machine learning (ML) solutions. Deep learning has already demonstrated significant impact across mobile networking…

网络与互联网体系结构 · 计算机科学 2026-03-16 Thai-Hoc Vu , Ngo Hoang Tu , Thien Huynh-The , Kyungchun Lee , Sunghwan Kim , Miroslav Voznak , Quoc-Viet Pham

Internet of Things (IoT) devices can apply mobile-edge computing (MEC) and energy harvesting (EH) to provide the satisfactory quality of experiences for computation intensive applications and prolong the battery lifetime. In this article,…

网络与互联网体系结构 · 计算机科学 2017-12-27 Minghui Min , Dongjin Xu , Liang Xiao , Yuliang Tang , Di Wu

Tiny Machine Learning (TinyML) systems, which enable machine learning inference on highly resource-constrained devices, are transforming edge computing but encounter unique security challenges. These devices, restricted by RAM and CPU…

密码学与安全 · 计算机科学 2024-11-12 Jacob Huckelberry , Yuke Zhang , Allison Sansone , James Mickens , Peter A. Beerel , Vijay Janapa Reddi

Internet of Things (IoT) is a whole new ecosystem comprised of heterogeneous connected devices -i.e. computers, laptops, smart-phones and tablets as well as embedded devices and sensors-that communicate to deliver capabilities making our…

密码学与安全 · 计算机科学 2021-09-21 Stavros Shiaeles , Nicholas Kolokotronis , Emanuele Bellini

The booming of Internet-of-Things (IoT) is expected to provide more intelligent and reliable communication services for higher network coverage, massive connectivity, and low-cost solutions for 6G services. However, frequent charging and…

信息论 · 计算机科学 2024-05-06 Ticao Zhang , Dennis Hui , Mehrnaz Afshang , Mohammad Mozaffari

Age-of-information (AoI) and transmission power are crucial performance metrics in low energy wireless networks, where information freshness is of paramount importance. This study examines a power-limited internet of things (IoT) network…