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Hybrid workflows combining traditional HPC and novel ML methodologies are transforming scientific computing. This paper presents the architecture and implementation of a scalable runtime system that extends RADICAL-Pilot with service-based…

分布式、并行与集群计算 · 计算机科学 2025-03-18 Andre Merzky , Mikhail Titov , Matteo Turilli , Ozgur Kilic , Tianle Wang , Shantenu Jha

Context: The combination of distributed stream processing with microservice architectures is an emerging pattern for building data-intensive software systems. In such systems, stream processing frameworks such as Apache Flink, Apache Kafka…

软件工程 · 计算机科学 2023-11-02 Sören Henning , Wilhelm Hasselbring

The convergence of IoT, Edge, Cloud, and HPC technologies creates a compute continuum that merges cloud scalability and flexibility with HPC's computational power and specialized optimizations. However, integrating cloud and HPC resources…

分布式、并行与集群计算 · 计算机科学 2025-05-20 Aasish Kumar Sharma , Christian Boehme , Patrick Gelß , Ramin Yahyapour , Julian Kunkel

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

Collaborative edge computing (CEC) is an emerging paradigm enabling sharing of the coupled data, computation, and networking resources among heterogeneous geo-distributed edge nodes. Recently, there has been a trend to orchestrate and…

网络与互联网体系结构 · 计算机科学 2022-10-17 Mingjin Zhang , Jiannong Cao , Lei Yang , Liang Zhang , Yuvraj Sahni , Shan Jiang

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

Applications in cyber-physical systems are increasingly coupled with online instruments to perform long running, continuous data processing. Such "always on" dataflow applications are dynamic, where they need to change the applications…

分布式、并行与集群计算 · 计算机科学 2014-06-24 Yogesh Simmhan , Alok Kumbhare

In more and more application areas, we are witnessing the emergence of complex workflows that combine computing, analytics and learning. They often require a hybrid execution infrastructure with IoT devices interconnected to cloud/HPC…

分布式、并行与集群计算 · 计算机科学 2021-08-10 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Matthieu Simonin , Jean-Christophe Lombardo , Alexis Joly , Patrick Valduriez

As an application usage grows, its owner scales up vertically by replacing old machines with more powerful ones. This methodology is expensive and leads to resource waste. In response to the business needs, internet giants have developed…

分布式、并行与集群计算 · 计算机科学 2019-11-07 Yujing Wang , Darrel Ma

Cloud era brought revolution of computerization world. People could access their data from anywhere and anytime with different devices. One of the cloud's model is Software as a Service, which capable to provide applications that run on a…

软件工程 · 计算机科学 2014-11-20 A. B. Mutiara , R. Refianti , B. A. Witono

Modern Cloud/Edge architectures need to orchestrate multiple layers of heterogeneous computing nodes, including pervasive sensors/actuators, distributed Edge/Fog nodes, centralized data centers and quantum devices. The optimal assignment…

量子物理 · 物理学 2024-05-27 Carlo Mastroianni , Francesco Plastina , Jacopo Settino , Andrea Vinci

A Kubernetes cluster typically consists of trusted nodes, running within the confines of a physically secure datacenter. With recent advances in edge orchestration, this is no longer the case. This poses a new challenge: how can we trust a…

密码学与安全 · 计算机科学 2024-05-17 Jordi Thijsman , Merlijn Sebrechts , Filip De Turck , Bruno Volckaert

The emergence of cloud computing over the past five years is potentially one of the breakthrough advances in the history of computing. It delivers hardware and software resources as virtualization-enabled services and in which…

分布式、并行与集群计算 · 计算机科学 2012-06-19 Rajiv Ranjan , Boualem Benatallah

Serverless computing has attracted a broad range of applications due to its ease of use and resource elasticity. However, developing serverless applications often poses a dilemma -- relying on general-purpose serverless platforms can fall…

分布式、并行与集群计算 · 计算机科学 2025-07-17 Minchen Yu , Yinghao Ren , Jiamu Zhao , Jiaqi Li

Edge computing has become increasingly popular across many domains and enterprises. However, given the locality constraint of edges (i.e., only close-by edges are useful), multiplexing diverse workloads becomes challenging. This results in…

分布式、并行与集群计算 · 计算机科学 2018-06-26 Faria Kalim , Shadi A. Noghabi

When using multiple software tools to analyze, visualize, or optimize models in MBSE, it is often tedious and error-prone to manually coordinate the execution of these tools and to retain their respective input and output data for later…

软件工程 · 计算机科学 2022-07-12 Jan Flink , Robert Mischke , Kathrin Schaffert , Dominik Schneider , Alexander Weinert

Emerging compute continuum environments pose new challenges that traditional cloud-centric architectures struggle to address. Latency, bandwidth constraints, and the heterogeneity of edge environments hinder the efficiency of centralized…

分布式、并行与集群计算 · 计算机科学 2025-04-15 Luca De Martini , Dario d'Abate , Alessandro Margara , Gianpaolo Cugola

Bioinformatics pipelines depend on shared POSIX filesystems for its input, output and intermediate data storage. Containerization makes it more difficult for the workloads to access the shared file systems. In our previous study, we were…

分布式、并行与集群计算 · 计算机科学 2021-07-01 Yiannis Gkoufas , David Yu Yuan

Containerized services deployed within various computing systems, such as edge and cloud, desire live migration support to enable user mobility, elasticity, and load balancing. To enable such a ubiquitous and efficient service migration, a…

分布式、并行与集群计算 · 计算机科学 2023-09-07 Thanawat Chanikaphon , Mohsen Amini Salehi

Cloud based development is a challenging task for several software engineering projects, especially for those which needs development with reusability. Present time of cloud computing is allowing new professional models for using the…

软件工程 · 计算机科学 2012-11-01 Sukhpal Singh , Rishideep Singh