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Cloud Computing researches involve a tremendous amount of entities such as users, applications, and virtual machines. Due to the limited access and often variable availability of such resources, researchers have their prototypes tested…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-18 Pradeeban Kathiravelu

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

Adapting the cloud for high-performance computing (HPC) is a challenging task, as software for HPC applications hinges on fast network connections and is sensitive to hardware failures. Using cloud infrastructure to recreate conventional…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-04 Philipp A. Witte , Mathias Louboutin , Henryk Modzelewski , Charles Jones , James Selvage , Felix J. Herrmann

The serverless computing model has evolved as one of the key solutions in the cloud for fast autoscaling and capacity planning. In edge computing environments, however, the serverless model is challenged by the system heterogeneity and…

Networking and Internet Architecture · Computer Science 2022-09-08 Francisco Carpio , Marc Michalke , Admela Jukan

Serverless computing is an emerging service model in distributed computing systems. The term captures cloud-based event-driven distributed application design and stems from its completely resource-transparent deployment model, i.e.…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-10 Manuel Stein

Serverless cloud computing handles virtually all the system administration operations needed to make it easier for programmers to use the cloud. It provides an interface that greatly simplifies cloud programming, and represents an evolution…

As we know that Cloud Computing is a new paradigm in IT. It has many advantages and disadvantages. But in future it will spread in the whole world. Many researches are going on for securing the cloud services. Simulation is the act of…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-03-14 Ranjan Kumar , G. Sahoo

Quantum cloud computing is an emerging computing paradigm that allows seamless access to quantum hardware as cloud-based services. However, effective use of quantum resources is challenging and necessitates robust simulation frameworks for…

Emerging Technologies · Computer Science 2024-05-03 Hoa T. Nguyen , Muhammad Usman , Rajkumar Buyya

Serverless computing has emerged as a new paradigm for running short-lived computations in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest in running serverless functions at the edge. However, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-03 Bin Wang , Ahmed Ali-Eldin , Prashant Shenoy

Network Function Virtualization (NFV) takes advantage of hardware virtualization to undertake software processing for various functions, and complements the drawbacks of traditional network technology. To speed up NFV related research, we…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-22 Wutong Yang , Minxian Xu , Guozhong Li , Wenhong Tian

Serverless Function-as-a-Service (FaaS) platforms provide applications with resources that are highly elastic, quick to instantiate, accounted at fine granularity, and without the need for explicit runtime resource orchestration. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Michael Wawrzoniak , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

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

Next generation technologies such as smart healthcare, self-driving cars, and smart cities require new approaches to deal with the network traffic generated by the Internet of Things (IoT) devices, as well as efficient programming models to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-10-20 Quoc Lap Trieu , Bahman Javadi , Jim Basilakis , Adel N. Toosi

The advent of edge intelligence and escalating concerns for data privacy protection have sparked a surge of interest in device-cloud collaborative computing. Large-scale device deployments to validate prototype solutions are often…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-04-03 Ruiguang Pei , Junjie Wu , Dan Peng , Min Fang , Jianan Zhang , Zhihui Fu , Jun Wang

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

Multi-tenant machine learning services have become emerging data-intensive workloads in data centers with heavy usage of GPU resources. Due to the large scale, many tuning parameters and heavy resource usage, it is usually impractical to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-11 Ruofan Liang , Bingsheng He , Shengen Yan , Peng Sun

Model inference systems are essential for implementing end-to-end data analytics pipelines that deliver the benefits of machine learning models to users. Existing cloud-based model inference systems are costly, not easy to scale, and must…

Cryptography and Security · Computer Science 2024-12-17 Guoyu Hu , Yuncheng Wu , Gang Chen , Tien Tuan Anh Dinh , Beng Chin Ooi

The need for computational resources grows as computational algorithms gain popularity in different sectors of the scientific community. This search has stimulated the development of several cloud platforms that abstract the complexity of…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-18 Henrique C. T. Santos , Luciano S. de Souza , Jonathan H. A. de Carvalho , Tiago A. E. Ferreira

Serverless computing offers the potential to program the cloud in an autoscaling, pay-as-you go manner. In this paper we address critical gaps in first-generation serverless computing, which place its autoscaling potential at odds with…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-11 Joseph M. Hellerstein , Jose Faleiro , Joseph E. Gonzalez , Johann Schleier-Smith , Vikram Sreekanti , Alexey Tumanov , Chenggang Wu

Current cloud services are moving away from monolithic designs and towards graphs of many loosely-coupled, single-concerned microservices. Microservices have several advantages, including speeding up development and deployment, allowing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-07 Yanqi Zhang , Yu Gan , Christina Delimitrou