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With the advent of the Internet of Things (IoT), an increasing number of energy harvesting methods are being used to supplement or supplant battery based sensors. Energy harvesting sensors need to be configured according to the application,…

Machine Learning · Computer Science 2018-11-29 Francesco Fraternali , Bharathan Balaji , Rajesh Gupta

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,…

Signal Processing · Electrical Eng. & Systems 2020-04-28 Mohammad Hatami , Mojtaba Jahandideh , Markus Leinonen , Marian Codreanu

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…

Signal Processing · Electrical Eng. & Systems 2020-04-14 Muhammad Moid Sandhu , Sara Khalifa , Raja Jurdak , Marius Portmann

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…

Signal Processing · Electrical Eng. & Systems 2018-12-07 Michal Kozlowski , Ryan McConville , Raul Santos-Rodriguez , Robert Piechocki

Wireless Sensor Networks (WSNs) are extensively used in monitoring applications such as humidity and temperature sensing in smart buildings, industrial automation, and predicting crop health. Sensor nodes are deployed in remote places to…

Networking and Internet Architecture · Computer Science 2019-09-18 Sara Kassan , Jaafar Gaber , Pascal Lorenz

Energy is one of the most important resources in wireless sensor networks. Recently, the mobility of base station has been exploited to preserve the energy. But in event driven networks, the mobility issue is quite different from the…

Networking and Internet Architecture · Computer Science 2016-11-17 Ming Zhao , Zhigang Chen , Xiaoheng Deng , Lianming Zhang , Anfeng Liu , Guosheng Huang

In order to make better use of deep reinforcement learning in the creation of sensing policies for resource-constrained IoT devices, we present and study a novel reward function based on the Fisher information value. This reward function…

Machine Learning · Computer Science 2020-10-09 Abdulmajid Murad , Frank Alexander Kraemer , Kerstin Bach , Gavin Taylor

We consider a sensing application where the sensor nodes are wirelessly powered by an energy beacon. We focus on the problem of jointly optimizing the energy allocation of the energy beacon to different sensors and the data transmission…

Information Theory · Computer Science 2018-06-07 Ayca Ozcelikkale , Mehmet Koseoglu , Mani Srivastava

In this paper, we consider a wireless network of smart sensors (agents) that monitor a dynamical process and send measurements to a base station that performs global monitoring and decision-making. Smart sensors are equipped with both…

Systems and Control · Electrical Eng. & Systems 2025-02-11 Luca Ballotta , Giovanni Peserico , Francesco Zanini

The Internet of things (IoT) comprises of wireless sensors and actuators connected via access points to the Internet. Often, the sensing devices are remotely deployed with limited battery power and are equipped with energy harvesting…

Systems and Control · Computer Science 2019-04-09 Jin Shang , Muhammad Junaid Farooq , Quanyan Zhu

The building sector is one of the largest contributors to global energy consumption. Improving its energy efficiency is essential for reducing operational costs and greenhouse gas emissions. Energy management systems (EMS) play a key role…

Artificial Intelligence · Computer Science 2025-12-17 Huiliang Zhang , Di Wu , Arnaud Zinflou , Benoit Boulet

Monitoring Wireless Sensor Networks (WSNs) are composed of sensor nodes that report temperature, relative humidity, and other environmental parameters. The time between two successive measurements is a critical parameter to set during the…

Networking and Internet Architecture · Computer Science 2016-07-13 Gabriel Martins Dias , Maddalena Nurchis , Boris Bellalta

Wearable devices have strict power and memory limitations. As a result, there is a need to optimize the power consumption on those devices without sacrificing the accuracy. This paper presents AdaSense: a sensing, feature extraction and…

Signal Processing · Electrical Eng. & Systems 2020-06-11 Marina Neseem , Jon Nelson , Sherief Reda

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…

Signal Processing · Electrical Eng. & Systems 2023-07-24 Morteza Tavana , Meysam Masoudi , Emil Björnson

Residential homes constitute roughly one-fourth of the total energy usage worldwide. Providing appliance-level energy breakdown has been shown to induce positive behavioral changes that can reduce energy consumption by 15%. Existing…

Machine Learning · Computer Science 2019-09-15 Yiling Jia , Nipun Batra , Hongning Wang , Kamin Whitehouse

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…

Systems and Control · Electrical Eng. & Systems 2021-06-03 Yohann Rioual , Yannick Le Moullec , Johann Laurent , Muhidul Islam Khan , Jean-Philippe Diguet

In this work, we examine the potential of autonomous operation of a reconfigurable intelligent surface (RIS) using wireless energy harvesting from information signals. To this end, we first identify the main RIS power-consuming components…

A wearable based long-term lifelogging system is desirable for the purpose of reviewing and improving users' lifestyle habits. Energy harvesting (EH) is a promising means for realizing sustainable lifelogging. However, present EH…

Human-Computer Interaction · Computer Science 2019-03-21 Yoshinori Umetsu , Yugo Nakamura , Yutaka Arakawa , Manato Fujimoto , Hirohiko Suwa

The year of 2020 has witnessed the unprecedented development of 5G networks, along with the widespread deployment of 5G base stations (BSs). Nevertheless, the enormous energy consumption of BSs and the incurred huge energy cost have become…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-16 Hao Yuan , Guoming Tang , Deke Guo , Kui Wu , Xun Shao , Keping Yu , Wei Wei

Diverse Wi-Fi-based wireless applications have been proposed, ranging from daily activity recognition to vital sign monitoring. Despite their remarkable sensing accuracy, the high energy consumption and the requirement for customized…

Networking and Internet Architecture · Computer Science 2024-09-04 Tao Ni , Zehua Sun , Mingda Han , Guohao Lan , Yaxiong Xie , Zhenjiang Li , Tao Gu , Weitao Xu
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