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The transformation of smart mobility is unprecedented--Autonomous, shared and electric connected vehicles, along with the urgent need to meet ambitious net-zero targets by shifting to low-carbon transport modalities result in new traffic…

分布式、并行与集群计算 · 计算机科学 2024-05-07 Zeinab Nezami , Emmanouil Chaniotakis , Evangelos Pournaras

Serverless computing is transforming cloud application development, but the performance-cost trade-offs of control plane designs remain poorly understood due to a lack of open, cross-platform benchmarks and detailed system analyses. In this…

分布式、并行与集群计算 · 计算机科学 2025-09-04 Leonid Kondrashov , Boxi Zhou , Hancheng Wang , Dmitrii Ustiugov

Our paper presents solutions that can significantly improve the delay performance of putting and retrieving data in and out of cloud storage. We first focus on measuring the delay performance of a very popular cloud storage service Amazon…

网络与互联网体系结构 · 计算机科学 2013-11-04 Guanfeng Liang , Ulas C. Kozat

Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

分布式、并行与集群计算 · 计算机科学 2025-09-30 Leszek Sliwko

In recent years, the integration of artificial intelligence (AI) and cloud computing has emerged as a promising avenue for addressing the growing computational demands of AI applications. This paper presents a comprehensive study of…

机器学习 · 计算机科学 2023-04-28 Neelesh Mungoli

Over the Eight decades, computing paradigms have shifted from large, centralized systems to compact, distributed architectures, leading to the rise of the Distributed Computing Continuum (DCC). In this model, multiple layers such as cloud,…

分布式、并行与集群计算 · 计算机科学 2025-12-10 Praveen Kumar Donta , Qiyang Zhang , Schahram Dustdar

Cloud computing is a technological advancement in the arena of computing and has taken the utility vision of computing a step further by providing computing resources such as network, storage, compute capacity and servers, as a service via…

分布式、并行与集群计算 · 计算机科学 2014-12-30 Mansaf Alam , Kashish Ara Shakil

Current approaches to designing energy-efficient applications typically rely on measuring individual components using readily available local metrics, like CPU utilization. However, these metrics fall short when applied to cloud-native…

软件工程 · 计算机科学 2025-03-12 Sebastian Werner , Maria C. Borges , Karl Wolf , Stefan Tai

Efficient resource allocation is essential in cloud systems to facilitate resource sharing among tenants. However, the growing scale of these optimization problems have outpaced commercial solvers commonly employed in production. To…

分布式、并行与集群计算 · 计算机科学 2025-06-17 Zhiying Xu , Minlan Yu , Francis Y. Yan

In cloud computing systems, assigning a task to multiple servers and waiting for the earliest copy to finish is an effective method to combat the variability in response time of individual servers, and reduce latency. But adding redundancy…

分布式、并行与集群计算 · 计算机科学 2017-04-13 Gauri Joshi , Emina Soljanin , Gregory Wornell

Distributed dataflow systems like Apache Flink and Apache Spark simplify processing large amounts of data on clusters in a data-parallel manner. However, choosing suitable cluster resources for distributed dataflow jobs in both type and…

分布式、并行与集群计算 · 计算机科学 2022-03-14 Jonathan Will , Onur Arslan , Jonathan Bader , Dominik Scheinert , Lauritz Thamsen

Cloud application services are distributed in nature and have components across the stack working together to deliver the experience to end users. The wide adoption of microservice architecture exacerbates failure management due to…

性能 · 计算机科学 2025-09-09 Dhanya R Mathews , Mudit Verma , Pooja Aggarwal , J. Lakshmi

Observability helps ensure the reliability and maintainability of cloud-native applications. As software architectures become increasingly distributed and subject to change, it becomes a greater challenge to diagnose system issues…

软件工程 · 计算机科学 2025-10-06 Carlos Albuquerque , Filipe F. Correia

The pervasive use of hybrid cloud computing models has changed enterprise as well as Information Technology services infrastructure by giving businesses simple and cost-effective options of combining on-premise IT equipment with public…

密码学与安全 · 计算机科学 2025-06-03 Anjani kumar Polinati

Understanding and predicting the performance of big data applications running in the cloud or on-premises could help minimise the overall cost of operations and provide opportunities in efforts to identify performance bottlenecks. The…

分布式、并行与集群计算 · 计算机科学 2020-05-26 Sheriffo Ceesay , Adam Barker , Yuhui Lin

High intensive computation applications can usually take days to months to finish an execution. During this time, it is common to have variations of the available resources when considering that such hardware is usually shared among a…

分布式、并行与集群计算 · 计算机科学 2015-01-27 Kiran Mantripragada , Alecio Binotto , Leonardo P. Tizzei

Recent studies in different fields of science caused emergence of needs for high performance computing systems like Cloud. A critical issue in design and implementation of such systems is resource allocation which is directly affected by…

分布式、并行与集群计算 · 计算机科学 2016-05-05 Masoud Nosrati , Abdolah Chalechale , Ronak Karimi

Time series forecasting presents significant challenges in real-world applications across various domains. Building upon the decomposition of the time series, we enhance the architecture of machine learning models for better multivariate…

机器学习 · 计算机科学 2026-02-24 Sanjeev Panta , Xu Yuan , Li Chen , Nian-Feng Tzeng

Cloud computing represents an appealing opportunity for cost-effective deployment of HPC workloads on the best-fitting hardware. However, although cloud and on-premise HPC systems offer similar computational resources, their network…

分布式、并行与集群计算 · 计算机科学 2022-11-03 Daniele De Sensi , Tiziano De Matteis , Konstantin Taranov , Salvatore Di Girolamo , Tobias Rahn , Torsten Hoefler

In the recent past, characterizing workloads has been attempted to gain a foothold in the emerging serverless cloud market, especially in the large production cloud clusters of Google, AWS, and so forth. While analyzing and characterizing…

分布式、并行与集群计算 · 计算机科学 2022-05-25 Thomas van Loo , Anshul Jindal , Shajulin Benedict , Mohak Chadha , Michael Gerndt