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A new class of Second generation high-performance computing applications with heterogeneous, dynamic and data-intensive properties have an extended set of requirements, which cover application deployment, resource allocation, -control, and…

分布式、并行与集群计算 · 计算机科学 2017-02-28 Ole Weidner , Malcolm Atkinson , Adam Barker , Rosa Filgueira

This paper introduces a high-performance artificial intelligence operating system tailored for low-altitude aviation, designed to address key challenges such as real-time task execution, computational efficiency, and seamless modular…

机器学习 · 计算机科学 2025-01-07 Minzhe Tan , Xinlin Fan , Jian He , Yi Hou , Zhan Liu , Yaopeng Jiang , Y. M. Jiang

Storage disaggregation underlies today's cloud and is naturally complemented by pushing down some computation to storage, thus mitigating the potential network bottleneck between the storage and compute tiers. We show how ML training…

机器学习 · 计算机科学 2024-11-04 Diana Petrescu , Arsany Guirguis , Do Le Quoc , Javier Picorel , Rachid Guerraoui , Florin Dinu

Science reproducibility is a cornerstone feature in scientific workflows. In most cases, this has been implemented as a way to exactly reproduce the computational steps taken to reach the final results. While these steps are often…

分布式、并行与集群计算 · 计算机科学 2019-05-21 Karan Vahi , Mats Rynge , George Papadimitriou , Duncan A. Brown , Rajiv Mayani , Rafael Ferreira da Silva , Ewa Deelman , Anirban Mandal , Eric Lyons , Michael Zink

In recent years, serverless computing, especially Function as a Service (FaaS), is rapidly growing in popularity as a cloud programming model. The serverless computing model provides an intuitive interface for developing cloud-based…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

Recent studies have shown that multi-step optimization based on Model Predictive Control (MPC) can effectively coordinate the increasing number of distributed renewable energy and storage resources in the power system. However, the…

分布式、并行与集群计算 · 计算机科学 2016-06-02 Junyao Guo , Gabriela Hug , Ozan Tonguz

OS-level virtualization techniques virtualize system resources at the system call interface, has the distinct advantage of smaller run-time resource requirements as compared to HAL-level virtualization techniques, and thus forms an…

操作系统 · 计算机科学 2020-04-10 Zhiyong Shan , Xin Wang , Tzi-cker Chiueh , Rajiv Bagai

In this endeavor, a proof-of-concept homomorphic application is developed to determine the production readiness of encryption ecosystems. A movie recommendation app is implemented for this purpose and productionized through containerization…

密码学与安全 · 计算机科学 2025-10-06 Ryan Marinelli , Angelica Chowdhury

As cloud computing continues to advance and become an integral part of modern IT infrastructure, container security has emerged as a critical factor in ensuring the smooth operation of cloud-native applications. An attacker can attack the…

密码学与安全 · 计算机科学 2025-09-22 Kai Tan , Dongyang Zhan , Lin Ye , Hongli Zhang , Binxing Fang , Zhihong Tian

The evolution and advances made in the field of Cloud engineering influence the constant changes in software application development cycle and practices. Software architecture has evolved along with other domains and capabilities of…

软件工程 · 计算机科学 2024-08-14 Kalyani V N S Pendyala , Rajkumar Buyya

Current networks more and more rely on virtualized middleboxes to flexibly provide security, protocol optimization, and policy compliance functionalities. As such, delivering these services requires that the traffic be steered through the…

网络与互联网体系结构 · 计算机科学 2018-10-09 Adrien Wion , Mathieu Bouet , Luigi Iannone , Vania Conan

Currently, due to the advantages of light weight, simple deployment, multi-environment support, short startup time, scalability, and easy migration, container technology has been widely used in both cloud and edge/fog computing, and…

分布式、并行与集群计算 · 计算机科学 2021-12-14 Zhiyu Wang , Rajkumar Buyya

Cyber-physical systems increasingly rely on distributed computing platforms where sensing, computing, actuation, and communication resources are shared by a multitude of applications. Such `cyber-physical cloud computing platforms' present…

分布式、并行与集群计算 · 计算机科学 2017-10-03 Gabor Karsai , Daniel Balasubramanian , Abhishek Dubey , William R. Otte

Cloud-based software has many advantages. When services are divided into many independent components, they are easier to update. Also, during peak demand, it is easier to scale cloud services (just hire more CPUs). Hence, many organizations…

机器学习 · 计算机科学 2022-06-29 Rahul Yedida , Rahul Krishna , Anup Kalia , Tim Menzies , Jin Xiao , Maja Vukovic

Smart-city services are typically developed as closed systems within each city's vertical, communicating and interacting with cloud services while remaining isolated within each provider's domain. With the emergence of 5G private domains…

分布式、并行与集群计算 · 计算机科学 2025-05-13 Rodrigo Rosmaninho , Duarte Raposo , Pedro Rito , Susana Sargento

A sophisticated and efficient network slicing architecture is needed to support the orchestration of network slices across multiple administrative domains. Such multi-domain architecture shall be agnostic of the underlying virtualization…

网络与互联网体系结构 · 计算机科学 2022-01-20 T. Taleb , I. Afolabi , K. Samdanis , F. Z. Yousaf

Converged computing brings together the best of both worlds for high performance computing (HPC) and cloud-native communities. In fact, the economic impact of cloud-computing, and need for portability, flexibility, and manageability make it…

分布式、并行与集群计算 · 计算机科学 2023-10-02 Vanessa Sochat , Aldo Culquicondor , Antonio Ojea , Daniel Milroy

AI infrastructure has transitioned from a software-centric paradigm to a system tightly bound by physical and environmental limits. Energy availability, cooling capacity, and network connectivity now impose hard operational boundaries that…

网络与互联网体系结构 · 计算机科学 2026-04-14 Sergio Cruzes

The increasing prevalence of cloud-native technologies, particularly containers, has led to the widespread adoption of containerized deployments in data centers. The advancement of deep neural network models has increased the demand for…

分布式、并行与集群计算 · 计算机科学 2024-11-22 Jinlong Hu , Zhizhe Rao , Xingchen Liu , Lihao Deng , Shoubin Dong

The advances in data, computing and networking over the last two decades led to a shift in many application domains that includes machine learning on big data as a part of the scientific process, requiring new capabilities for integrated…

分布式、并行与集群计算 · 计算机科学 2019-03-19 Ilkay Altintas , Kyle Marcus , Isaac Nealey , Scott L. Sellars , John Graham , Dima Mishin , Joel Polizzi , Daniel Crawl , Thomas DeFanti , Larry Smarr