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Fog Computing provides computational resources close to the end user, supporting low-latency and high-bandwidth communications. It supports IoT applications, enabling real-time data processing, analytics, and decision-making at the edge of…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-28 Aleteia Araujo , Breno Costa , Joao Bachiega , Leonardo R. Carvalho , Rajkumar Buyya

The demand for distributed applications has significantly increased over the past decade, with improvements in machine learning techniques fueling this growth. These applications predominantly utilize Cloud data centers for high-performance…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-02 Narges Mehran , Dragi Kimovski , Hermann Hellwagner , Dumitru Roman , Ahmet Soylu , Radu Prodan

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…

While substantial research has been devoted to optimizing model performance, convergence rates, and communication efficiency, the energy implications of federated learning (FL) within Artificial Intelligence of Things (AIoT) scenarios are…

Machine Learning · Computer Science 2025-05-16 Roberto Pereira , Fernanda Famá , Charalampos Kalalas , Paolo Dini

Emerging technologies like the Internet of Things (IoT) require latency-aware computation for real-time application processing. In IoT environments, connected things generate a huge amount of data, which are generally referred to as big…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-12-18 Ranesh Kumar Naha , Saurabh Garg , Dimitrios Georgakopoulos , Prem Prakash Jayaraman , Longxiang Gao , Yong Xiang , Rajiv Ranjan

In IoT data processing, cloud computing alone does not suffice due to latency constraints, bandwidth limitations, and privacy concerns. By introducing intermediary nodes closer to the edge of the network that offer compute services in…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-07-05 Tobias Pfandzelter , Jonathan Hasenburg , David Bermbach

In the near future, IoT based application services are anticipated to collect massive amounts of data on which complex and diverse tasks are expected to be performed. Machine learning algorithms such as Artificial Neural Networks (ANN) are…

Networking and Internet Architecture · Computer Science 2020-05-05 Mohammed Moawad Alenazi , Barzan A. Yosuf , Taisir El-Gorashi , Jaafar M. H. Elmirghani

Due to unfolded developments in both the IT sectors viz. Intelligent Transportation and Information Technology contemporary Smart Grid (SG) systems are leveraged with smart devices and entities. Such infrastructures when bestowed with the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-07 Md. Muzakkir Hussain , Mohammad Saad Alam , M. M. Sufyan Beg

The Internet of Things (IoT) requires a new processing paradigm that inherits the scalability of the cloud while minimizing network latency using resources closer to the network edge. Building up such flexibility within the edge-to-cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

Internet of Things (IoT) has accelerated the deployment of millions of sensors at the edge of the network, through Smart City infrastructure and lifestyle devices. Cloud computing platforms are often tasked with handling these large volumes…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-10 Prateeksha Varshney , Yogesh Simmhan

The vast increase of Internet of Things (IoT) technologies and the ever-evolving attack vectors have increased cyber-security risks dramatically. A common approach to implementing AI-based Intrusion Detection systems (IDSs) in distributed…

Cryptography and Security · Computer Science 2023-08-07 Othmane Belarbi , Theodoros Spyridopoulos , Eirini Anthi , Ioannis Mavromatis , Pietro Carnelli , Aftab Khan

The Internet of Things (IoT) paradigm is being rapidly adopted for the creation of smart environments in various domains. The IoT-enabled Cyber-Physical Systems (CPSs) associated with smart city, healthcare, Industry 4.0 and Agtech handle a…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-28 Redowan Mahmud , Kotagiri Ramamohanarao , Rajkumar Buyya

Energy harvesting is a promising technology for the Internet of Things (IoT) towards the goal of self-sustainability of the involved devices. However, the intermittent and unreliable nature of the harvested energy demands an intelligent…

Information Theory · Computer Science 2017-07-03 Chiara Pielli , Cedomir Stefanovic , Petar Popovski , Michele Zorzi

The heterogeneous and distributed nature of the Internet of Things (IoT) is driving the need for extremely fast and fine-grained service provisioning in 5/5+G architectures and beyond. To meet these needs, it is critical to enable efficient…

Networking and Internet Architecture · Computer Science 2018-03-05 Mays AL-Naday , Martin J. Reed , Janne Riihijärvi , Dirk Trossen , Nikolaos Thomos , Mohammed Q. S. Al-Khalidi

Fog computing is of particular interest to Internet of Things (IoT), where inexpensive simple devices can offload their computation tasks to nearby Fog Nodes. Online scheduling in such fog networks is challenging due to stochastic network…

Networking and Internet Architecture · Computer Science 2024-09-30 Fatemeh Ebadi , Vahid Shah-Mansouri

Fog computing can be used to offload computationally intensive tasks from battery powered Internet of Things (IoT) devices. Although it reduces energy required for computations in an IoT device, it uses energy for communications with the…

Networking and Internet Architecture · Computer Science 2021-04-28 Pawel Kryszkiewicz , Filip Idzikowski , Bartosz Bossy , Bartosz Kopras , Hanna Bogucka

Data aggregation has become an emerging paradigm to support massive Internet-of-things (IoT), a new and critical use case for fifth-generation new radio (5G-NR). Indeed, data aggregators can complement cellular base stations and process IoT…

Information Theory · Computer Science 2020-05-27 Ghaith Hattab , Danijela Cabric

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

The Internet of Things describes a network of physical devices interacting and producing vast streams of sensor data. At present there are a number of general challenges which exist while developing solutions for use cases involving the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-25 Morgan K. Geldenhuys , Jonathan Will , Benjamin J. J. Pfister , Martin Haug , Alexander Scharmann , Lauritz Thamsen

This paper addresses the escalating challenges posed by the ever-increasing data volume, velocity, and the demand for low-latency applications, driven by the proliferation of smart devices and Internet of Things (IoT) applications. To…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-10-31 Soroush Hashemifar , Amir Rajabzadeh
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