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This study confronts the growing challenges of energy consumption and the depletion of energy resources, particularly in the context of smart buildings. As the demand for energy increases alongside the necessity for efficient building…

The emergence of Tiny Machine Learning (TinyML) has positively revolutionized the field of Artificial Intelligence by promoting the joint design of resource-constrained IoT hardware devices and their learning-based software architectures.…

机器学习 · 计算机科学 2023-09-27 Luigi Capogrosso , Federico Cunico , Dong Seon Cheng , Franco Fummi , Marco Cristani

As technology proceeds and the number of smart devices continues to grow substantially, need for ubiquitous context-aware platforms that support interconnected, heterogeneous, and distributed network of devices has given rise to what is…

分布式、并行与集群计算 · 计算机科学 2017-03-21 Farzad Khodadadi , Amir Vahid Dastjerdi , Rajkumar Buyya

This paper introduces EcoPull, a sustainable Internet of Things (IoT) framework empowered by tiny machine learning (TinyML) models for fetching images from wireless visual sensor networks. Two types of learnable TinyML models are installed…

网络与互联网体系结构 · 计算机科学 2024-05-02 Mathias Thorsager , Victor Croisfelt , Junya Shiraishi , Petar Popovski

The Internet of Medical Things (IoMT) paradigm is becoming mainstream in multiple clinical trials and healthcare procedures. Cardiovascular diseases monitoring, usually involving electrocardiogram (ECG) traces analysis, is one of the most…

机器学习 · 计算机科学 2021-07-26 Matteo Antonio Scrugli , Daniela Loi , Luigi Raffo , Paolo Meloni

The Internet of Things (IoT) is undeniably transforming the way that organizations communicate and organize everyday businesses and industrial procedures. Its adoption has proven well suited for sectors that manage a large number of assets…

系统与控制 · 电气工程与系统科学 2024-02-07 Paula Fraga-Lamas , Tiago M. Fernández-Caramés , Manuel Suárez-Albela , Luis Castedo , Miguel González-López

Massive MIMO is considered to be one of the key technologies in the emerging 5G systems, but also a concept applicable to other wireless systems. Exploiting the large number of degrees of freedom (DoFs) of massive MIMO essential for…

With the ubiquitous sensing enabled by wireless sensor network technologies, Internet of Things (IoT) is developed to many areas of modern day living. The inexpensive IoT devices and platforms capable of wireless communications enable the…

网络与互联网体系结构 · 计算机科学 2016-12-28 Tanmay Chaturvedi , Kai Li , Chau Yuen , Abhishek Sharma , Linglong Dai , Meng Zhang

We focus on C-RAN random access protocols for IoT devices that yield low-latency high-rate active-device detection in dense networks of large-array remote radio heads. In this context, we study the problem of learning the strengths of links…

信息论 · 计算机科学 2018-01-15 Ozgun Y. Bursalioglu , Zheda Li , Chenwei Wang , Haralabos Papadopoulos

Motivated by the increasing variance of suggested Internet of Things (IoT) applications and the lack of suitability of current wireless technologies in scalable, long range deployments, a number of diverging Low Power Wide Area (LPWA)…

网络与互联网体系结构 · 计算机科学 2018-02-13 Joseph Finnegan , Stephen Brown

The rapid growth in technology and internet connected devices has enabled Internet of Things (IoT) to be one of the important fields in computing. Standards, technologies and platforms targeting IoT ecosystem are being developed at a very…

网络与互联网体系结构 · 计算机科学 2019-03-28 Tara Salman , Raj Jain

Multi-input multi-out and non-orthogonal multiple access (MIMO-NOMA) internet-of-things (IoT) systems can improve channel capacity and spectrum efficiency distinctly to support the real-time applications. Age of information (AoI) is an…

信息论 · 计算机科学 2023-03-14 Hongbiao Zhu , Qiong Wu , Qiang Fan , Pingyi Fan , Jiangzhou Wang , Zhengquan Li

With the proliferation of Internet of Things (IoT) devices, ensuring secure communications has become imperative. Due to their low cost and embedded nature, many of these devices operate with computational and energy constraints, neglecting…

密码学与安全 · 计算机科学 2025-06-26 José Cecílio , Alan Oliveira de Sá , André Souto

The field of Tiny Machine Learning (TinyML) has made substantial advancements in democratizing machine learning on low-footprint devices, such as microcontrollers. The prevalence of these miniature devices raises the question of whether…

机器学习 · 计算机科学 2023-09-29 Haoyu Ren , Xue Li , Darko Anicic , Thomas A. Runkler

Tiny machine learning (TinyML) is a fast-growing research area committed to democratizing deep learning for all-pervasive microcontrollers (MCUs). Challenged by the constraints on power, memory, and computation, TinyML has achieved…

机器学习 · 计算机科学 2021-04-13 Haoyu Ren , Darko Anicic , Thomas Runkler

Internet of Things (IoT) devices have become increasingly ubiquitous with applications not only in urban areas but remote areas as well. These devices support industries such as agriculture, forestry, and resource extraction. Due to the…

The growing popularity of Internet of Things (IoT) applications brings new challenges to the wireless communication community. Numerous smart devices and sensors within IoT will generate a massive amount of short data packets. Future…

信息论 · 计算机科学 2019-04-18 Hong-Chuan Yang , Mohamed-Slim Alouini

This paper proposes and investigates an overlay spectrum sharing system in conjunction with the simultaneous wireless information and power transfer (SWIPT) to enable communications for the Internet of Things (IoT) applications. Considered…

信号处理 · 电气工程与系统科学 2020-04-15 Devendra Singh Gurjar , Ha H. Nguyen , Hoang D. Tuan

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

Network reconnaissance is a core networking and security procedure aimed at discovering devices and their properties. For IP-based networks, several network reconnaissance tools are available, such as Nmap. For the Internet of Things (IoT),…

系统与控制 · 电气工程与系统科学 2022-04-07 Stefan Gvozdenovic , Johannes K Becker , John Mikulskis , David Starobinski