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We investigate resource allocation scheme to reduce the energy consumption of federated learning (FL) in the integrated fog-cloud computing enabled Internet-of-things (IoT) networks. In the envisioned system, IoT devices are connected with…

Signal Processing · Electrical Eng. & Systems 2021-07-09 Mohammed S. Al-Abiad , Md. Zoheb Hassan , Md. Jahangir Hossain

Intending to support new emerging applications with latency requirements below what can be offered by the cloud data centers, the edge and fog computing paradigms have reared. In such systems, the real-time instant data is processed closer…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-14 Yahya Hassanzadeh-Nazarabadi , Sanaz Taheri-Boshrooyeh , Öznur Özkasap

With the development of the Internet of Things (IoT) and the birth of various new IoT devices, the capacity of massive IoT devices is facing challenges. Fortunately, edge computing can optimize problems such as delay and connectivity by…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-02 Shihao Shen , Yiwen Han , Xiaofei Wang , Yan Wang

Smart Farming has brought a major transformation in the agriculture process by using the Internet of Things (IoT) devices, emerging technologies such as cloud computing, fog computing, and data analytics. It allows farmers to have real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-12 Jagruti Sahoo , Kristin Barrett

The exponential growth of Internet of Things (IoT) devices has intensified the demand for efficient and responsive services. To address this demand, fog and edge computing have emerged as distributed paradigms that bring computational…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-05 Ali Akbar Vali , Sadoon Azizi , Mohammad Shojafar , Rajkumar Buyya

Edge computing is an emerging technology which places computing at the edge of the network to provide an ultra-low latency. Computation offloading, a paradigm that migrates computing from mobile devices to remote servers, can now use the…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-13 Li Lin , Peng Li , Jinbo Xiong , Mingwei Lin

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

Multi-Access Edge Computing (MEC) is a key enabling technology for Fifth Generation (5G) mobile networks. MEC facilitates distributed cloud computing capabilities and information technology service environment for applications and services…

Networking and Internet Architecture · Computer Science 2023-08-10 Jude Okwuibe , Juuso Haavisto , Erkki Harjula , Ijaz Ahmad , Mika Ylianttila

Computational resource provisioning that is closer to a user is becoming increasingly important, with a rise in the number of devices making continuous service requests and with the significant recent take up of latency-sensitive…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-14 Vishal Sharma , Kathiravan Srinivasan , Dushantha Nalin K. Jayakody , Omer Rana , Ravinder Kumar

Low-Latency IoT applications such as autonomous vehicles, augmented/virtual reality devices and security applications require high computation resources to make decisions on the fly. However, these kinds of applications cannot tolerate…

Networking and Internet Architecture · Computer Science 2022-01-31 Amine Abouaomar , Soumaya Cherkaoui , Zoubeir Mlika , Abdellatif Kobbane

The amount of data being produced at every epoch of second is increasing every moment. Various sensors, cameras and smart gadgets produce continuous data throughout its installation. Processing and analyzing raw data at a cloud server faces…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-21 Aditya Kumar , Satish Narayana Srirama

Computation offloading is often used in mobile cloud, edge, and/or fog computing to cope with resource limitations of mobile devices in terms of computational power, storage, and energy. Computation offloading is particularly challenging in…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-26 Artur Sterz , Lars Baumgärtner , Jonas höchst , Patrick Lampe , Bernd Freisleben

The Internet of Things (IoT) is transforming industries by connecting billions of devices to collect, process, and share data. However, the massive data volumes and real-time demands of IoT applications strain traditional cloud computing…

Networking and Internet Architecture · Computer Science 2025-11-14 Ameneh Zarei , Mahmood Ahmadi , Farhad Mardukhi

Future cellular networks will sustainably integrate computing, intelligence and services within a network of networks ecosystem that includes IoT devices and subnetworks for local communications and distributed processing. This integration…

Networking and Internet Architecture · Computer Science 2026-04-20 Keyvan Aghababaiyan , Baldomero Coll-Perales , Javier Gozalvez

Fog devices are beginning to play a key role in relaying data and services within the Internet-of-Things (IoT) ecosystem. These relays may be static or mobile, with the latter offering a new degree of freedom for performance improvement via…

Networking and Internet Architecture · Computer Science 2021-06-03 Babatunji Omoniwa , Riaz Hussain , Muhammad Adil , Atif Shakeel , Ahmed Kamal Tahir , Qadeer Ul Hasan , Shahzad A. Malik

Managing the explosion of data from the edge to the cloud requires intelligent supervision such as fog node deployments, which is an essential task to assess network operability. To ensure network operability, the deployment process must be…

Networking and Internet Architecture · Computer Science 2024-04-16 Abdenacer Naouri , Nabil Abdelkader Nouri , Sahraoui Dhelim , Amar Khelloufi , Abdelkarim Ben Sada , Huansheng Ning

Internet of Things (IoT) has gained substantial attention over the past years. And the main discussion has been how to process the amount of data that it generates which has lead to the edge computing paradigm. Wether it is called fog1,…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-17 Kopestenski Igor , Peter Van Roy

IoT applications usually rely on cloud computing services to perform data analysis such as filtering, aggregation, classification, pattern detection, and prediction. When applied to specific domains, the IoT needs to deal with unique…

Signal Processing · Electrical Eng. & Systems 2022-05-09 Márcio Miguel Gomes , Rodrigo da Rosa Righi , Cristiano André da Costa , Dalvan Griebler

The evolution of smart cities demands scalable, secure, and energy-efficient architectures for real-time data processing. With the number of IoT devices expected to exceed 40 billion by 2030, traditional cloud-based systems are increasingly…

Software Engineering · Computer Science 2025-06-17 Debasish Jana , Pinakpani Pal , Pawan Kumar

Fog computing offers a flexible solution for computational offloading for Internet of Things (IoT) services at the edge of wireless networks. It serves as a complement to traditional cloud computing, which is not cost-efficient for most…

Optimization and Control · Mathematics 2022-01-19 Jiaying Yin , Jing Fu , Jingjin Wu , Shiming Zheng