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Energy-constrained sensor nodes can adaptively optimize their energy consumption if a continuous measurement exists. This is of particular importance in scenarios of high dynamics such as energy harvesting or adaptive task scheduling.…

信号处理 · 电气工程与系统科学 2022-07-19 Michel Rottleuthner , Thomas C. Schmidt , Matthias Wählisch

Internet of Things (IoT) networks have become an increasingly attractive target of cyberattacks. Powerful Machine Learning (ML) models have recently been adopted to implement network intrusion detection systems to protect IoT networks. For…

密码学与安全 · 计算机科学 2022-11-24 Mohanad Sarhan , Siamak Layeghy , Marius Portmann

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,…

With the rise of intelligent Internet of Things (IoT) systems in urban environments, new opportunities are emerging to enhance real-time environmental monitoring. While most studies focus either on IoT-based air quality sensing or…

Recent advancements in machine learning (ML) have enabled its deployment on resource-constrained edge devices, fostering innovative applications such as intelligent environmental sensing. However, these devices, particularly…

机器学习 · 计算机科学 2025-04-15 Yi Hu , Jinhang Zuo , Eddie Zhang , Bob Iannucci , Carlee Joe-Wong

Billions of interconnected Internet of Things (IoT) sensors and devices collect tremendous amounts of data from real-world scenarios. Big data is generating increasing interest in a wide range of industries. Once data is analyzed through…

信号处理 · 电气工程与系统科学 2022-11-07 Pedro Chaves , Tiago Fonseca , Luis Lino Ferreira , Bernardo Cabral , Orlando Sousa , Andre Oliveira , Jorge Landeck

Low-light conditions and occluded scenarios impede object detection in real-world Internet of Things (IoT) applications like autonomous vehicles and security systems. While advanced machine learning models strive for accuracy, their…

计算机视觉与模式识别 · 计算机科学 2024-06-25 Shubhabrata Mukherjee , Cory Beard , Zhu Li

IoT devices particularly microcontrollers are challenged by their inherent limitations in processing capabilities, memory capacity, and energy conservation. Securing communication within IoT networks is further complicated by the…

密码学与安全 · 计算机科学 2026-05-14 Vasilis Ieropoulos , Eirini Anthi , Theodoros Spyridopoulos , Pete Burnap , Aftab Khan , Pietro Carnelli

Green Internet of Things (IoT) aims to enable a sustainable smart world by making energy efficiency (EE) the main performance indicator for IoT hardware and software. With respect to network design, this implies in developing…

The rapid growth of Internet of Medical Things (IoMT) devices has resulted in significant security risks, particularly the risk of malware attacks on resource-constrained devices. Conventional deep learning methods are impractical due to…

密码学与安全 · 计算机科学 2025-11-04 Siva Sai , Manish Prasad , Animesh Bhargava , Vinay Chamola , Rajkumar Buyya

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…

With the rise of tiny IoT devices powered by machine learning (ML), many researchers have directed their focus toward compressing models to fit on tiny edge devices. Recent works have achieved remarkable success in compressing ML models for…

计算机视觉与模式识别 · 计算机科学 2024-08-09 Brendan Reidy , Sepehr Tabrizchi , Mohamadreza Mohammadi , Shaahin Angizi , Arman Roohi , Ramtin Zand

Energy harvesting (EH) IoT devices that operate intermittently without batteries, coupled with advances in deep neural networks (DNNs), have opened up new opportunities for enabling sustainable smart applications. Nevertheless, implementing…

机器学习 · 计算机科学 2022-07-07 Sahidul Islam , Jieren Deng , Shanglin Zhou , Chen Pan , Caiwen Ding , Mimi Xie

Tiny Machine Learning (TinyML) has become a growing field in on-device processing for Internet of Things (IoT) applications, capitalizing on AI algorithms that are optimized for their low complexity and energy efficiency. These algorithms…

硬件体系结构 · 计算机科学 2024-11-05 Asmer Hamid Ali , Mozhgan Navardi , Tinoosh Mohsenin

To enhance wireless communication in IoT systems using reconfigurable intelligent surfaces (RISs), efficient control of programmable passive and active elements is essential. However, increasing RIS elements requires more microcontrollers,…

信息论 · 计算机科学 2025-02-14 Shakil Ahmed , Ahmed E. Kamal , Mohamed Y. Selim

Reaping the benefits of the Internet of things (IoT) system is contingent upon developing IoT-specific security solutions. Conventional security and authentication solutions often fail to meet IoT security requirements due to the…

密码学与安全 · 计算机科学 2018-05-04 Yaman Sharaf Dabbagh , Walid Saad

This paper presents a comprehensive analysis of the energy consumption characteristics of a Silicon (Si)-based Reconfigurable IoT (RIoT) node developed in the initial phase of the SUPERIOT project, focusing on key operating states,…

An Intelligent IoT Environment (iIoTe) is comprised of heterogeneous devices that can collaboratively execute semi-autonomous IoT applications, examples of which include highly automated manufacturing cells or autonomously interacting…

分布式、并行与集群计算 · 计算机科学 2022-02-23 Beatriz Soret , Lam D. Nguyen , Jan Seeger , Arne Bröring , Chaouki Ben Issaid , Sumudu Samarakoon , Anis El Gabli , Vivek Kulkarni , Mehdi Bennis , Petar Popovski

Internet-of-things (IoT) architectures connecting a massive number of heterogeneous devices need energy efficient, low hardware complexity, low cost, simple and secure mechanisms to realize communication among devices. One of the emerging…

信息论 · 计算机科学 2017-01-30 Burhan Gulbahar

With the number of communicating sensors linked to the Internet of Things (IoT) ecosystem in-creasing dramatically, well-designed indoor light energy harvesting solutions are needed. The first step towards this development is to determine…

信号处理 · 电气工程与系统科学 2022-01-04 Bastien Politi , Alain Foucaran , Nicolas Camara