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Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Leszek Sliwko

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

IoT systems are becoming an essential part of our environment. Smart cities, smart manufacturing, augmented reality, and self-driving cars are just some examples of the wide range of domains, where the applicability of such systems has been…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-06 Amjad Ullah , Tamas Kiss , József Kovács , Francesco Tusa , James Deslauriers , Huseyin Dagdeviren , Resmi Arjun , Hamed Hamzeh

Mobile Edge Learning (MEL) is a collaborative learning paradigm that features distributed training of Machine Learning (ML) models over edge devices (e.g., IoT devices). In MEL, possible coexistence of multiple learning tasks with different…

Networking and Internet Architecture · Computer Science 2021-09-03 Mhd Saria Allahham , Sameh Sorour , Amr Mohamed , Aiman Erbad , Mohsen Guizani

This work studies centralized radio resource management in metropolitan area networks with a very large number of access points and user devices. A central controller collects time-averaged traffic and channel conditions from all access…

Information Theory · Computer Science 2018-08-09 Zhiyi Zhou , Dongning Guo

Enterprises want their in-cloud services to leverage the performance and security benefits that middleboxes offer in traditional deployments. Such virtualized deployments create new opportunities (e.g., flexible scaling) as well as new…

Networking and Internet Architecture · Computer Science 2014-03-13 Aaron Gember , Anand Krishnamurthy , Saul St. John , Robert Grandl , Xiaoyang Gao , Ashok Anand , Theophilus Benson , Vyas Sekar , Aditya Akella

Vast quantities of compute (GPU cycles on personal workstations, idle inference servers, and edge devices between jobs) go unused because no incentive-aligned protocol exists for their owners to share them safely and profitably. Existing…

Artificial Intelligence · Computer Science 2026-05-28 Edwin Jose

Cloud computing (CC) is a centralized computing paradigm that accumulates resources centrally and provides these resources to users through Internet. Although CC holds a large number of resources, it may not be acceptable by real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-29 Muhammad Asim , Yong Wang , Kezhi Wang , Pei-Qiu Huang

Multi-cloud systems facilitate a cost-efficient and geographically-distributed deployment of microservice-based applications by temporary leasing virtual nodes with diverse pricing models. To preserve the cost-efficiency of multi-cloud…

Networking and Internet Architecture · Computer Science 2024-05-09 Marco Zambianco , Silvio Cretti , Domenico Siracusa

With the development of networking technology, the computing system has evolved towards the multi-tier paradigm gradually. However, challenges, such as multi-resource heterogeneity of devices, resource competition of services, and networked…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-02 Shihao Shen , Yuanming Ren , Yanli Ju , Xiaofei Wang , Wenyu Wang , Victor C. M. Leung

The rise of the Internet of Things and edge computing has shifted computing resources closer to end-users, benefiting numerous delay-sensitive, computation-intensive applications. To speed up computation, distributed computing is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Ke Ma , Junfei Xie

Cellular networks are one of the corner stones of our information-driven society. However, existing cellular systems have been seriously challenged by the explosion of mobile data traffic, the emergence of machine-type communications and…

Information Theory · Computer Science 2015-01-21 Jingchu Liu , Tao Zhao , Sheng Zhou , Yu Cheng , Zhisheng Niu

After the advent of the Internet of Things and 5G networks, edge computing became the center of attraction. The tasks demanding high computation are generally offloaded to the cloud since the edge is resource-limited. The Edge Cloud is a…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-21 Hassan Asghar , Eun-Sung Jung

As more applications are being moved to the Cloud thanks to serverless computing, it is increasingly necessary to support the native life cycle execution of those applications in the data center. But existing cloud orchestration systems…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-23 Aitor Arjona , Pedro García-López , Josep Sampé , Aleksander Slominski , Lionel Villard

Large swarms of autonomous devices are increasing in size and importance. When it comes to controlling the devices of large-scale swarms there are two main lines of thought. Centralized control, where all decisions - and often compute -…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-05-07 Justin Hu , Ariana Bruno , Drew Zagieboylo , Mark Zhao , Brian Ritchken , Brendon Jackson , Joo Yeon Chae , Francois Mertil , Mateo Espinosa , Christina Delimitrou

The allocation of computing tasks for networked distributed services poses a question to service providers on whether centralized allocation management be worth its cost. Existing analytical models were conceived for users accessing…

Computer Science and Game Theory · Computer Science 2024-04-09 Vincenzo Mancuso , Paolo Castagno , Leonardo Badia , Matteo Sereno , Marco Ajmone Marsan

Containerization is a lightweight application virtualization technology, providing high environmental consistency, operating system distribution portability, and resource isolation. Existing mainstream cloud service providers have…

Machine Learning · Computer Science 2021-08-23 Zhiheng Zhong , Minxian Xu , Maria Alejandra Rodriguez , Chengzhong Xu , Rajkumar Buyya

Server deployment is a fundamental task in mobile edge computing: where to place the edge servers and what user cells to assign to them. To make this decision is context-specific, but common goals are 1) computing efficiency: maximize the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-17 Duc A. Tran , Dung Truong , Duy Le

Adequate consideration is crucial to ensure that services in a distributed application context are running satisfactorily with the resources available. Due to the asynchronous nature of tasks and the need to work with multiple layers that…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-18 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

Emerging distributed cloud architectures, e.g., fog and mobile edge computing, are playing an increasingly important role in the efficient delivery of real-time stream-processing applications (also referred to as augmented information…

Networking and Internet Architecture · Computer Science 2022-10-03 Yang Cai , Jaime Llorca , Antonia M. Tulino , Andreas F. Molisch