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With the proliferation of machine learning (ML) libraries and frameworks, and the programming languages that they use, along with operations of data loading, transformation, preparation and mining, ML model development is becoming a…

Software Engineering · Computer Science 2019-04-04 Anirban Bhattacharjee , Yogesh Barve , Shweta Khare , Shunxing Bao , Aniruddha Gokhale , Thomas Damiano

Serverless computing is an emerging cloud paradigm with serverless functions at its core. While serverless environments enable software developers to focus on developing applications without the need to actively manage the underlying…

Cryptography and Security · Computer Science 2024-08-06 Danielle Lavi , Oleg Brodt , Dudu Mimran , Yuval Elovici , Asaf Shabtai

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

Networking and Internet Architecture · Computer Science 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

Fog/edge computing, function as a service, and programmable infrastructures, like software-defined networking or network function virtualisation, are becoming ubiquitously used in modern Information Technology infrastructures. These…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-06-08 Luis M. Vaquero , Felix Cuadrado , Yehia Elkhatib , Jorge Bernal-Bernabe , Satish N. Srirama , Mohamed Faten Zhani

Modern edge applications demand novel solutions where edge applications do not have to rely on a single cloud provider (which cannot be in the vicinity of every edge device) or dedicated edge servers (which cannot scale as clouds) for…

Databases · Computer Science 2022-08-30 Suyash Gupta , Sajjad Rahnama , Erik Linsenmayer , Faisal Nawab , Mohammad Sadoghi

Operating a modern power grid reliably in case of SCADA/EMS failure or amid difficult times like COVID-19 pandemic is a challenging task for grid operators. In [11], a PMU-based emergency generation dispatch scheme has been proposed to help…

Physics and Society · Physics 2021-08-03 Song Zhang , Xiaochuan Luo , Eugene Litvinov

Elastic scaling is one of the central benefits provided by serverless platforms, and requires that they scale resource up and down in response to changing workloads. Serverless platforms scale-down resources by terminating previously…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-07 Kalev Alpernas , Aurojit Panda , Mooly Sagiv

WebAssembly has emerged as a lightweight and portable runtime to execute serverless functions, particularly in heterogeneous and resource-constrained environments such as the Edge Cloud Continuum. However, the performance benefits versus…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-08 Cynthia Marcelino , Noah Krennmair , Thomas Pusztai , Stefan Nastic

Edge computing is the practice of placing computing resources at the edges of the Internet in close proximity to devices and information sources. This, much like a cache on a CPU, increases bandwidth and reduces latency for applications but…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-11-01 Paul Wood , Heng Zhang , Muhammad-Bilal Siddiqui , Saurabh Bagchi

Serverless is an emerging cloud computing paradigm that facilitates developers to focus solely on the application logic rather than provisioning and managing the underlying infrastructure. The inherent characteristics such as scalability,…

Software Engineering · Computer Science 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Kari Smolander

Computing Continuum (CC) systems are challenged to ensure the intricate requirements of each computational tier. Given the system's scale, the Service Level Objectives (SLOs) which are expressed as these requirements, must be broken down…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-01 Boris Sedlak , Victor Casamayor Pujol , Praveen Kumar Donta , Schahram Dustdar

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

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

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-18 Pedro García-López , Aitor Arjona , Josep Sampe , Aleksander Slominski , Lionel Villard

Low-Earth orbit satellite networks can provide global broadband Internet access using constellations of thousands of satellites. Integrating edge computing resources in such networks can enable global low-latency access to compute services,…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-10-10 Tobias Pfandzelter , David Bermbach

Serverless computing has emerged as a new execution model which gained a lot of attention in cloud computing thanks to the latest advances in containerization technologies. Recently, serverless has been adopted at the edge, where it can…

Networking and Internet Architecture · Computer Science 2023-05-24 Mounir Bensalem , Francisco Carpio , Admela Jukan

An increasing amount of data is being injected into the network from IoT (Internet of Things) applications. Many of these applications, developed to improve society's quality of life, are latency-critical and inject large amounts of data…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-13 Patricia Arroba , Rajkumar Buyya , Román Cárdenas , José L. Risco-Martín , José M. Moya

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

Serverless computing is an emerging Cloud service model. It is currently gaining momentum as the next step in the evolution of hosted computing from capacitated machine virtualisation and microservices towards utility computing. The term…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-11 Manuel Stein

Industries are considering the adoption of cloud computing for real-time applications due to current improvements in network latencies and the advent of Fog and Edge computing. To create an RT-cloud capable of hosting real-time…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-19 Gabriele Monaco , Gautam Gala , Gerhard Fohler
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