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In the new era of the Internet of Things (IoT), tasks are now being migrated to edge sites closer to data generators. Mobile devices inherently encounter limitations in terms of energy and computational processing capabilities. In high…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-01 Duc-Thuan Le

Most recently, with the proliferation of IoT devices, computational nodes in manufacturing systems IIoT(Industrial-Internet-of-things) and the lunch of 5G networks, there will be millions of connected devices generating a massive amount of…

Machine Learning · Computer Science 2021-01-22 Besher Alhalabi , Mohamed Gaber , Shadi Basurra

A large number of emerging IoT applications rely on machine learning routines for analyzing data. Executing such tasks at the user devices improves response time and economizes network resources. However, due to power and computing…

Networking and Internet Architecture · Computer Science 2020-03-10 A. Galanopoulos , A. G. Tasiopoulos , G. Iosifidis , T. Salonidis , D. J. Leith

In this paper, we propose a Mobile Edge Internet of Things (MEIoT) architecture by leveraging the fiber-wireless access technology, the cloudlet concept, and the software defined networking framework. The MEIoT architecture brings computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-02 Nirwan Ansari , Xiang Sun

The Internet of Medical Things (IoMT) is a quickly expanding field that intends to develop the features, effectiveness, and availability of healthcare services by applying numerous technologies to gather and diffuse medical data. IoMT…

Computers and Society · Computer Science 2024-09-04 Guy. Mouanda

Prolonged network lifetime, scalability and efficient load balancing are essential for optimal performance of a wireless sensor network. Clustering provides an effective way of extending the lifetime of a sensor network. Clustering is the…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-08-10 Ravi Tandon

To meet the requirements of high energy efficiency (EE) and large system capacity for the fifth-generation (5G) Internet of Things (IoT), the use of massive multiple-input multipleoutput (MIMO) technology has been launched in the massive…

Signal Processing · Electrical Eng. & Systems 2018-06-01 Tiejun Lv , Zhipeng Lin , Pingmu Huang , Jie Zeng

Mobile Edge Computing (MEC) has recently emerged as a promising technology in the 5G era. It is deemed an effective paradigm to support computation-intensive and delay critical applications even at energy-constrained and computation-limited…

Systems and Control · Electrical Eng. & Systems 2022-02-09 Han Hu , Weiwei Song , Qun Wang , Rose Qingyang Hu , Hongbo Zhu

In the near future, Internet-of-Things (IoT) is expected to connect billions of devices (e.g., smartphones and sensors), which generate massive real-time data at the network edge. Intelligence can be distilled from the data to support…

Information Theory · Computer Science 2019-12-04 Qiao Lan , Zezhong Zhang , Yuqing Du , Zhenyi Lin , Kaibin Huang

In recent years, smart healthcare IoT devices have become ubiquitous, but they work in isolated networks due to their policy. Having these devices connected in a network enables us to perform medical distributed data analysis. However, the…

Machine Learning · Computer Science 2022-02-10 Farid Ghareh Mohammadi , Farzan Shenavarmasouleh , Hamid R. Arabnia

This paper presents an approach for energy-neutral Internet of Things (IoT) scenarios where the IoT devices (IoTDs) rely entirely on their energy harvesting capabilities to sustain operation. We use a Markov chain to represent the operation…

Systems and Control · Electrical Eng. & Systems 2024-05-13 David E. Ruíz-Guirola , Onel L. A. López , Samuel Montejo-Sánchez , Israel Leyva Mayorga , Zhu Han , Petar Popovski

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…

Hierarchical edge-cloud computing-aided Internet of Things (IoT) networks offer low-latency and cost-efficient services to a growing number of data-intensive IoT devices. However, optimizing service placement, which involves determining the…

5G beyond is an end-edge-cloud orchestrated network that can exploit heterogeneous capabilities of the end devices, edge servers, and the cloud and thus has the potential to enable computation-intensive and delay-sensitive applications via…

Machine Learning · Computer Science 2020-11-19 Yueyue Dai , Ke Zhang , Sabita Maharjan , Yan Zhang

With the proliferation of versatile Internet of Things (IoT) services, smart IoT devices are increasingly deployed at the edge of wireless networks to perform collaborative machine learning tasks using locally collected data, giving rise to…

Signal Processing · Electrical Eng. & Systems 2022-11-01 Yue Wang , Zhi Tian , Xin Fan , Yan Huo , Cameron Nowzari , Kai Zeng

This study investigates the application of advanced machine learning models, specifically Long Short-Term Memory (LSTM) networks and Gradient Booster models, for accurate energy consumption estimation within a Kubernetes cluster…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-08 Kasra Kassai , Tasos Dagiuklas , Satwat Bashir , Muddesar Iqbal

Federated Learning (FL) is a promising machine learning approach for Internet of Things (IoT), but it has to address network congestion problems when the population of IoT devices grows. Hierarchical FL (HFL) alleviates this issue by…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-06 Tinghao Zhang , Kwok-Yan Lam , Jun Zhao

Fog computing offers a scalable and effective solution to overcome the increasing processing and networking demands of Internet of Thing (IoT) devices. In this paper, we investigate the use of fog computing for health monitoring…

Networking and Internet Architecture · Computer Science 2018-08-21 Ida Syafiza M. Isa , Mohamed O. I. Musa , Taisir E. H. El-Gorashi , Ahmed Q. Lawey , Jaafar M. H. Elmirghani

5G technology enhances industries with high-speed, reliable, low-latency communication, revolutionizing mobile broadband and supporting massive IoT connectivity. With the increasing complexity of applications on User Equipment (UE),…

Networking and Internet Architecture · Computer Science 2025-01-14 Alireza Ebrahimi , Fatemeh Afghah

With the advent of emerging IoT applications such as autonomous driving, digital-twin and metaverse etc. featuring massive data sensing, analyzing and inference as well critical latency in beyond 5G (B5G) networks, edge artificial…

Information Theory · Computer Science 2023-06-13 Hong Xing , Guangxu Zhu , Dongzhu Liu , Haifeng Wen , Kaibin Huang , Kaishun Wu