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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.…

Machine Learning · Computer Science 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…

Distributed, Parallel, and Cluster Computing · Computer Science 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…

Networking and Internet Architecture · Computer Science 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…

Machine Learning · Computer Science 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…

Systems and Control · Electrical Eng. & Systems 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…

Networking and Internet Architecture · Computer Science 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…

Information Theory · Computer Science 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)…

Networking and Internet Architecture · Computer Science 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…

Networking and Internet Architecture · Computer Science 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…

Information Theory · Computer Science 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…

Cryptography and Security · Computer Science 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…

Machine Learning · Computer Science 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…

Machine Learning · Computer Science 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…

Networking and Internet Architecture · Computer Science 2025-03-11 Ethan Fettes , Pablo G. Madoery , Halim Yanikomeroglu , Gunes Karabulut-Kurt , Abhishek Naik , Colin Bellinger , Stephane Martel , Khaled Ahmed , Sameera Siddiqui

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…

Information Theory · Computer Science 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…

Signal Processing · Electrical Eng. & Systems 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…

Cryptography and Security · Computer Science 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),…

Systems and Control · Electrical Eng. & Systems 2022-04-07 Stefan Gvozdenovic , Johannes K Becker , John Mikulskis , David Starobinski