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This report evaluates the new analytical capabilities of DataStax Enterprise (DSE) [1] through the use of standard Hadoop workloads. In particular, we run experiments with CPU and I/O bound micro-benchmarks as well as OLAP-style analytical…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-12-17 Todor Ivanov , Raik Niemann , Sead Izberovic , Marten Rosselli , Karsten Tolle , Roberto V. Zicari

The data movement in large-scale computing facilities (from compute nodes to data nodes) is categorized as one of the major contributors to high cost and energy utilization. To tackle it, in-storage processing (ISP) within storage devices,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-16 Hongsu Byun , Safdar Jamil , Jungwook Han , Sungyong Park , Myungcheol Lee , Changsoo Kim , Beongjun Choi , Youngjae Kim

Disaggregation and rack-scale systems have the potential of drastically decreasing TCO and increasing utilization of cloud datacenters, while maintaining performance. While the concept of organising resources in separate pools and…

Hardware Architecture · Computer Science 2018-01-12 Dimitris Syrivelis , Andrea Reale , Kostas Katrinis , Christian Pinto

The IP Multimedia Subsystem (IMS) defined by the 3GPP has been mainly developed and deployed by telephony vendors on vendor-specific hardware. Recent advances in Network Function Virtualisation (NFV) technology paved the way for virtualized…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-21 Pascal Potvin , Hanen Garcia Gamardo , Kim-Khoa Nguyen , Mohamed Cheriet

Optimizing communication performance is imperative for large-scale computing because communication overheads limit the strong scalability of parallel applications. Today's network cards contain rather powerful processors optimized for data…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-10-20 Torsten Hoefler , Salvatore Di Girolamo , Konstantin Taranov , Ryan E. Grant , Ron Brightwell

As continuous learning based video analytics continue to evolve, the role of efficient edge servers in efficiently managing vast and dynamic datasets is becoming increasingly crucial. Unlike their compute architecture, storage and archival…

Hardware Architecture · Computer Science 2024-10-10 Cyan Subhra Mishra , Deeksha Chaudhary , Jack Sampson , Mahmut Taylan Knademir , Chita Das

Docker images are used to distribute and deploy cloud-native applications in containerised form. A container engine runs them with separated privileges according to namespaces. Recent studies have investigated security vulnerabilities and…

Cryptography and Security · Computer Science 2021-06-10 Panagiotis Gkikopoulos , Valerio Schiavoni , Josef Spillner

Stream Processing (SP) has evolved as the leading paradigm to process and gain value from the high volume of streaming data produced e.g. in the domain of the Internet of Things. An SP system is a middleware that deploys a network of…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-30 Henriette Röger , Ruben Mayer

The rise of LLMs has driven demand for private serverless deployments, characterized by moderate-sized models and infrequent requests. While existing serverless solutions follow exclusive GPU allocation, we take a step back to explore…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-16 Chuhao Xu , Zijun Li , Quan Chen , Han Zhao , Xueyan Tang , Minyi Guo

Advances in hybrid bonding and packaging have driven growing interest in 3D DRAM-stacked accelerators with higher memory bandwidth and capacity. As LLMs scale to hundreds of billions or trillions of parameters, distributed inference across…

Solid-state drives (SSDs) have revolutionized data storage with their high performance, energy efficiency, and reliability. However, as storage demands grow, SSDs face critical challenges in scalability, endurance, latency, and security.…

Hardware Architecture · Computer Science 2026-02-12 Tianyu Ren , Yajuan Du , Jinhua Cui , Yina Lv , Qiao Li , Chun Jason Xue

Containerization is a virtualization technique that allows one to create and run executables consistently on any infrastructure. Compared to virtual machines, containers are lighter since they do not bundle a (guest) operating system but…

Software Engineering · Computer Science 2023-03-08 Luciano Baresi , Giovanni Quattrocchi , Nicholas Rasi

In recent years, resource elasticity and cost optimization have become essential for RDBMSs. While cloud-native RDBMSs provide elastic computing resources via disaggregated computing and storage, storage costs remain a critical user…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-26 Qingda Hu , Xinjun Yang , Feifei Li , Junru Li , Ya Lin , Yuqi Zhou , Yicong Zhu , Junwei Zhang , Rongbiao Xie , Ling Zhou , Bin Wu , Wenchao Zhou

The Internet of Things (IoT) is an emerging technology paradigm where millions of sensors and actuators help monitor and manage, physical, environmental and human systems in real-time. The inherent closedloop responsiveness and decision…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-10 Anshu Shukla , Shilpa Chaturvedi , Yogesh Simmhan

Solid State Disk technologies are increasingly replacing high-speed hard disks as the storage technology in high-random-I/O environments. There are several potentially I/O bound services within the typical LHC Tier-2 - in the back-end, with…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-05-27 Samuel C Skipsey , Wahid Bhimji , Mike Kenyon

Sparse neural systems are gaining traction for efficient continual learning due to their modularity and low interference. Architectures such as Sparse Distributed Memory Multi-Layer Perceptrons (SDMLP) construct task-specific subnetworks…

Machine Learning · Computer Science 2025-12-18 Huiyan Xue , Xuming Ran , Yaxin Li , Qi Xu , Enhui Li , Yi Xu , Qiang Zhang

Smart programmable microgrids (SPM) is an emerging technology for making microgrids more software-defined and less hardware-independent such that converting distributed energy resources (DERs) to networked community microgrids becomes…

Systems and Control · Electrical Eng. & Systems 2021-02-09 Nima Nikmehr , Mikhail A. Bragin , Peter B. Luh , Peng Zhang

SSDs are emerging storage devices which unlike HDDs, do not have mechanical parts and therefore, have superior performance compared to HDDs. Due to the high cost of SSDs, entirely replacing HDDs with SSDs is not economically justified.…

Performance · Computer Science 2018-12-12 Reza Salkhordeh , Mostafa Hadizadeh , Hossein Asadi

In the past few years, datacenter (DC) energy consumption has become an important issue in technology world. Server consolidation using virtualization and virtual machine (VM) live migration allows cloud DCs to improve resource utilization…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-07-27 Amir Varasteh , Farzad Tashtarian , Maziar Goudarzi

Cloud computing provides great benefits for applications hosted on the Web that also have special computational and storage requirements. This paper proposes an extensible and flexible architecture for integrating Wireless Sensor Networks…

Networking and Internet Architecture · Computer Science 2013-10-09 Rajeev Piyare , Seong Ro Lee
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