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Spark is an in-memory analytics platform that targets commodity server environments today. It relies on the Hadoop Distributed File System (HDFS) to persist intermediate checkpoint states and final processing results. In Spark, immutable…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-22 Mijung Kim , Jun Li , Haris Volos , Manish Marwah , Alexander Ulanov , Kimberly Keeton , Joseph Tucek , Lucy Cherkasova , Le Xu , Pradeep Fernando

Virtualization started to gain traction in the domain of information technology in the early 2000s when managing resource distribution was becoming an uphill task for developers. As a result, tools like VMWare, Hyper V (hypervisor) started…

Cryptography and Security · Computer Science 2015-07-29 Udit Gupta

Virtualization has become commonplace in modern data centers, often referred as "computing clouds". The capability of virtual machine live migration brings benefits such as improved performance, manageability and fault tolerance, while…

Distributed, Parallel, and Cluster Computing · Computer Science 2011-12-12 William Voorsluys , James Broberg , Srikumar Venugopal , Rajkumar Buyya

Businesses have made increasing adoption and incorporation of cloud technology into internal processes in the last decade. The cloud-based deployment provides on-demand availability without active management. More recently, the concept of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Ying Mao , Yuqi Fu , Suwen Gu , Wenrui Mu , Long Cheng , Qingzhi Liu

The cloud computing landscape is rapidly expanding and growing in complexity. It has witnessed the emergence of Cloud Computing as a widely adopted model for efficiently processing large volumes of data by harnessing clusters of commodity…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-28 Prathamesh Muzumdar , Amol Bhosale , Ganga Prasad Basyal , George Kurian

A key challenge for supporting elastic behaviour in cloud systems is to achieve a good performance in automated (de-)provisioning and scheduling of computing resources. One of the key aspects that can be significant is the overheads…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-01-31 Víctor Medel , Rafael Tolosana-Calasanz , José Ángel Bañares , Unai Arronategui , Omer F. Rana

Containers are excellent hands-on learning environments for computing topics because they are customizable, portable, and reproducible. The Cornell University Center for Advanced Computing has developed the Cornell Virtual Workshop in high…

Computers and Society · Computer Science 2020-05-19 Brandon Barker , Susan Mehringer

Virtualization technology reduces cloud operational cost by increasing cloud resource utilization level. The incorporation of virtualization within cloud data centers can severely degrade cloud performance if not properly managed. Virtual…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-18 Misbah Liaqat , Shalini Ninoriya , Junaid Shuja , Raja Wasim Ahmad , Abdullah Gani

In recent years, data-intensive applications have been increasingly deployed on cloud systems. Such applications utilize significant compute, memory, and I/O resources to process large volumes of data. Optimizing the performance and…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-15 Qing Wang , Snigdhaswin Kar , Prabodh Mishra , Caleb Linduff , Ryan Izard , Khayam Anjam , Geddings Barrineau , Junaid Zulfiqar , Kuang-Ching Wang

The increasing availability of cloud computing services for science has changed the way scientific code can be developed, deployed, and run. Many modern scientific workflows are capable of running on cloud computing resources. Consequently,…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-11 Peter Vaillancourt , Bennett Wineholt , Brandon Barker , Plato Deliyannis , Jackie Zheng , Akshay Suresh , Adam Brazier , Rich Knepper , Rich Wolski

Traditionally, applications that are used in large and small enterprises were deployed on "bare metal" servers installed with operating systems. Recently, the use of multiple virtual machines (VMs) on the same physical server was adopted…

Cryptography and Security · Computer Science 2021-11-24 Ann Yi Wong , Eyasu Getahun Chekole , Martin Ochoa , Jianying Zhou

Trusting simulation output is crucial for Sandia's mission objectives. We rely on these simulations to perform our high-consequence mission tasks given national treaty obligations. Other science and modeling applications, while they may…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-11-13 Jay Lofstead , Joshua Baker , Andrew Younge

The rapid evolution of embedded systems, along with the growing variety and complexity of AI algorithms, necessitates a powerful hardware/software co-design methodology based on virtual prototyping technologies. The market offers a diverse…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-20 Tim Kraus , Axel Sauer , Ingo Feldner

With the ever increasing demands of cloud computing services, planning and management of cloud resources has become a more and more important issue which directed affects the resource utilization and SLA and customer satisfaction. But…

Performance · Computer Science 2014-02-17 Xiajun Wang , Song Huang , Song Fu , Krishna Kavi

We describe the design and implementation of a high performance cloud that we have used to archive, analyze and mine large distributed data sets. By a cloud, we mean an infrastructure that provides resources and/or services over the…

Distributed, Parallel, and Cluster Computing · Computer Science 2008-08-25 Robert L Grossman , Yunhong Gu

Sheer increase in volume of data over the last decade has triggered research in cluster computing frameworks that enable web enterprises to extract big insights from big data. While Apache Spark is gaining popularity for exhibiting superior…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-08-03 Ahsan Javed Awan , Mats Brorsson , Vladimir Vlassov , Eduard Ayguade

This project investigates the benefits of containerization technology in modern software development and deployment. The study emphasizes the advantages of using Kubernetes and Docker in the development process, including the easy packaging…

Software Engineering · Computer Science 2023-05-02 Vamsi Krishna Yepuri , Venkata Kalyan Polamarasetty , Shivani Donthi , Ajay Kumar Reddy Gondi

Containers are used by an increasing number of Internet service providers to deploy their applications in multi-access edge computing (MEC) systems. Although container-based virtualization technologies significantly increase application…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-24 Ao Liu , Shaoshi Yang , Jingsheng Tan , Zongze Liang , Jiasen Sun , Tao Wen , Hongyan Yan

In the world of Big Data analytics, there is a series of tools aiming at simplifying programming applications to be executed on clusters. Although each tool claims to provide better programming, data and execution models, for which only…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-06-17 Claudia Misale , Maurizio Drocco , Marco Aldinucci , Guy Tremblay

Big data processing is a hot topic in today's computer science world. There is a significant demand for analysing big data to satisfy many requirements of many industries. Emergence of the Kappa architecture created a strong requirement for…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-10-17 Shelan Perera , Ashansa Perera , Kamal Hakimzadeh