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Today, a paradigm shift is being observed in science, where the focus is gradually shifting toward the cloud environments to obtain appropriate, robust and affordable services to deal with Big Data challenges (Sharma et al. 2014, 2015a,…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-07-06 Sugam Sharma

As billions of devices get connected to the Internet, it will not be sustainable to use the cloud as a centralised server. The way forward is to decentralise computations away from the cloud towards the edge of the network closer to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-20 Blesson Varghese , Nan Wang , Dimitrios S. Nikolopoulos , Rajkumar Buyya

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

Data lakes hold a growing amount of cold data that is infrequently accessed, yet require interactive response times. Serverless functions are seen as a way to address this use case since they offer an appealing alternative to maintaining…

Databases · Computer Science 2022-08-23 Simon Kassing , Ingo Müller , Gustavo Alonso

The increasing use of Internet of Things devices coincides with more communication and data movement in networks, which can exceed existing network capabilities. These devices often process sensor or user information, where data privacy and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-29 Daniel Habenicht , Kevin Kreutz , Soeren Becker , Jonathan Bader , Lauritz Thamsen , Odej Kao

A fundamental challenge in large-scale cloud networks and data centers is to achieve highly efficient server utilization and limit energy consumption, while providing excellent user-perceived performance in the presence of uncertain and…

Probability · Mathematics 2017-06-23 Debankur Mukherjee , Souvik Dhara , Sem Borst , Johan S. H. van Leeuwaarden

Serverless computing significantly alters software development by abstracting infrastructure management and enabling rapid, modular, event-driven deployments. Despite its benefits, the distinct characteristics of serverless functions, such…

Software Engineering · Computer Science 2025-09-05 Amine Barrak , Emna Ksontini , Ridouane Atike , Fehmi Jaafar

In Function-as-a-Service (FaaS) serverless, large applications are split into short-lived stateless functions. Deploying functions is mutually profitable: users need not be concerned with resource management, while providers can keep their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-11-14 Yuxuan Zhao , Weikang Weng , Rob van Nieuwpoort , Alexandru Uta

Rapid adoption of the serverless (or Function-as-a-Service, FaaS) paradigm, pioneered by Amazon with AWS Lambda and followed by numerous commercial offerings and open source projects, introduces new challenges in designing the cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-04-01 Ping-Min Lin , Alex Glikson

Function-as-a-Service is a popular cloud programming model that supports developers by abstracting away most operational concerns with automatic deployment and scaling of applications. Due to the high level of abstraction, developers rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-17 Trever Schirmer , Nils Japke , Sofia Greten , Tobias Pfandzelter , David Bermbach

The Industry 4.0 revolution has been made possible via AI-based applications (e.g., for automation and maintenance) deployed on the serverless edge (aka fog) computing platforms at the industrial sites -- where the data is generated.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-17 Razin Farhan Hussain , Mohsen Amini Salehi

Applications that fuse machine learning and simulation can benefit from the use of multiple computing resources, with, for example, simulation codes running on highly parallel supercomputers and AI training and inference tasks on…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-12-04 Logan Ward , J. Gregory Pauloski , Valerie Hayot-Sasson , Ryan Chard , Yadu Babuji , Ganesh Sivaraman , Sutanay Choudhury , Kyle Chard , Rajeev Thakur , Ian Foster

Function-as-a-Service (FaaS) computing is an emerging cloud computing paradigm for its ease-of-management and elasticity. However, optimizing scheduling for serverless functions remains challenging due to their dynamic and event-driven…

Software Engineering · Computer Science 2025-12-08 Zhuangbin Chen , Juzheng Zheng , Zibin Zheng

Cloud computing is a recent paradigm based around the notion of delivery of resources via a service model over the Internet. Despite being a new paradigm of computation, cloud computing owes its origins to a number of previous paradigms.…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-06-07 Jonathan Stuart Ward , Adam Barker

Serverless computing has become very popular today since it largely simplifies cloud programming. Developers do not need to longer worry about provisioning or operating servers, and they pay only for the compute resources used when their…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-29 Pedro García-López , Marc Sánchez-Artigas , Simon Shillaker , Peter Pietzuch , David Breitgand , Gil Vernik , Pierre Sutra , Tristan Tarrant , Ana Juan Ferrer

Cloud computing is a Technology that has come out in the last decade and that is transforming the IT industry in huge. The Cloud computing is playing a vital role as a backbone component of the Internet of Things (IoT). In a Cloud Computing…

Software Engineering · Computer Science 2019-05-28 Dhanamma Jagli , Seema Purohit , N. Subhash Chandra

Cloud Computing is expected to become the driving force of information technology to revolutionize the future. Presently number of companies is trying to adopt this new technology either as service providers, enablers or vendors. In this…

Computers and Society · Computer Science 2018-05-01 Robail Yasrab

Current serverless platforms struggle to optimize resource utilization due to their dynamic and fine-grained nature. Conventional techniques like overcommitment and autoscaling fall short, often sacrificing utilization for practicability or…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-04 Qingyuan Liu , Yanning Yang , Dong Du , Yubin Xia , Ping Zhang , Jia Feng , James Larus , Haibo Chen

Meeting the requirements of future services with time sensitivity and handling sudden load spikes of the services in Fog computing environments are challenging tasks due to the lack of publicly available Fog nodes and their characteristics.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-05 Sudheer Kumar Battula , Saurabh Garg , James Montgomery , Ranesh Naha

Cloud computing has rapidly emerged as model for delivering Internet-based utility computing services. In cloud computing, Infrastructure as a Service (IaaS) is one of the most important and rapidly growing fields. Cloud providers provide…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-12 Tahseen Khan , Wenhong Tian , Rajkumar Buyya