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Reinforcement learning (RL) is capable of managing wireless, energy-harvesting IoT nodes by solving the problem of autonomous management in non-stationary, resource-constrained settings. We show that the state-of-the-art policy-gradient…

机器学习 · 计算机科学 2020-10-12 Abdulmajid Murad , Frank Alexander Kraemer , Kerstin Bach , Gavin Taylor

Energy harvesting (EH) is a promising technique to fulfill the long-term and self-sustainable operations for Internet of things (IoT) systems. In this paper, we study the joint access control and battery prediction problems in a small-cell…

信号处理 · 电气工程与系统科学 2018-09-25 Man Chu , Hang Li , Xuewen Liao , Shuguang Cui

As sensor networks for health monitoring become more prevalent, so will the need to control their usage and consumption of energy. This paper presents a method which leverages the algorithm's performance and energy consumption. By utilising…

信号处理 · 电气工程与系统科学 2018-12-07 Michal Kozlowski , Ryan McConville , Raul Santos-Rodriguez , Robert Piechocki

Internet of Things forms the backbone of modern building applications. Wireless sensors are being increasingly adopted for their flexibility and reduced cost of deployment. However, most wireless sensors are powered by batteries today and…

系统与控制 · 电气工程与系统科学 2020-08-05 Francesco Fraternali , Bharathan Balaji , Yuvraj Agarwal , Rajesh K. Gupta

The Internet of Things (IoT) has important applications in our daily lives including health and fitness tracking, environmental monitoring and transportation. However, sensor nodes in IoT suffer from the limited lifetime of batteries…

信号处理 · 电气工程与系统科学 2020-04-14 Muhammad Moid Sandhu , Sara Khalifa , Raja Jurdak , Marius Portmann

The proliferation of the Internet of Things (IoT) has led to an explosion of data generated by interconnected devices, presenting both opportunities and challenges for intelligent decision-making in complex environments. Traditional…

机器学习 · 计算机科学 2024-04-08 Gaith Rjoub , Saidul Islam , Jamal Bentahar , Mohammed Amin Almaiah , Rana Alrawashdeh

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

Interest in remote monitoring has grown thanks to recent advancements in Internet-of-Things (IoT) paradigms. New applications have emerged, using small devices called sensor nodes capable of collecting data from the environment and…

系统与控制 · 电气工程与系统科学 2021-06-03 Yohann Rioual , Yannick Le Moullec , Johann Laurent , Muhidul Islam Khan , Jean-Philippe Diguet

The evolving landscape of the Internet of Things (IoT) has given rise to a pressing need for an efficient communication scheme. As the IoT user ecosystem continues to expand, traditional communication protocols grapple with substantial…

信号处理 · 电气工程与系统科学 2024-06-25 Rafaela Scaciota , Glauber Brante , Richard Souza , Onel Lopez , Septimia Sarbu , Mehdi Bennis , Sumudu Samarakoon

Reconfigurable Intelligent Surfaces (RISs) have gained immense popularity in recent years because of their ability to improve wireless coverage and their flexibility to adapt to the changes in a wireless environment. These advantages are…

信号处理 · 电气工程与系统科学 2023-07-24 Morteza Tavana , Meysam Masoudi , Emil Björnson

Energy harvesting can enable a reconfigurable intelligent surface (RIS) to self-sustain its operations without relying on external power sources. In this paper, we consider the problem of energy harvesting for RISs in the absence of…

信号处理 · 电气工程与系统科学 2023-11-07 Morteza Tavana , Meysam Masoudi , Emil Björnson

Internet of Things (IoT) technologies have enabled numerous data-driven mobile applications and have the potential to significantly improve environmental monitoring and hazard warnings through the deployment of a network of IoT sensors.…

多智能体系统 · 计算机科学 2024-09-25 Yi Hu , Jinhang Zuo , Bob Iannucci , Carlee Joe-Wong

With large-scale integration of renewable generation and distributed energy resources, modern power systems are confronted with new operational challenges, such as growing complexity, increasing uncertainty, and aggravating volatility.…

机器学习 · 计算机科学 2022-02-28 Xin Chen , Guannan Qu , Yujie Tang , Steven Low , Na Li

Recent advances in both machine learning and Internet-of-Things have attracted attention to automatic Activity Recognition, where users wear a device with sensors and their outputs are mapped to a predefined set of activities. However, few…

机器学习 · 计算机科学 2019-08-20 Taku Yamagata , Raúl Santos-Rodríguez , Ryan McConville , Atis Elsts

We consider an IoT sensing network with multiple users, multiple energy harvesting sensors, and a wireless edge node acting as a gateway between the users and sensors. The users request for updates about the value of physical processes,…

信号处理 · 电气工程与系统科学 2020-04-28 Mohammad Hatami , Mojtaba Jahandideh , Markus Leinonen , Marian Codreanu

Flexible and efficient wireless resource sharing across heterogeneous services is a key objective for future wireless networks. In this context, we investigate the performance of a system where latency-constrained internet-of-things (IoT)…

信号处理 · 电气工程与系统科学 2025-06-19 Anup Mishra , Čedomir Stefanović , Xiuqiang Xu , Petar Popovski , Israel Leyva-Mayorga

Given its substantial contribution of 40\% to global power consumption, the built environment has received increasing attention to serve as a source of flexibility to assist the modern power grid. In that respect, previous research mainly…

系统与控制 · 电气工程与系统科学 2023-10-31 Gargya Gokhale , Niels Tiben , Marie-Sophie Verwee , Manu Lahariya , Bert Claessens , Chris Develder

Wireless Sensor Networks (WSNs) play a pivotal role in enabling Internet of Things (IoT) devices with sensing and actuation capabilities. Operating in remote and resource-constrained environments, these IoT devices face challenges related…

网络与互联网体系结构 · 计算机科学 2025-03-20 F. Fernando Jurado-Lasso , J. F. Jurado , Xenofon Fafoutis

Advances in low-power electronics and machine learning techniques lead to many novel wearable IoT devices. These devices have limited battery capacity and computational power. Thus, energy harvesting from ambient sources is a promising…

信号处理 · 电气工程与系统科学 2022-03-21 Toygun Basaklar , Yigit Tuncel , Umit Y. Ogras

As Exascale computing becomes a reality, the energy needs of compute nodes in cloud data centers will continue to grow. A common approach to reducing this energy demand is to limit the power consumption of hardware components when workloads…

分布式、并行与集群计算 · 计算机科学 2023-08-17 Akhilesh Raj , Swann Perarnau , Aniruddha Gokhale
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