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Despite huge successes reported by the field of machine learning, such as voice assistants or self-driving cars, businesses still observe very high failure rate when it comes to deployment of ML in production. We argue that part of the…

软件工程 · 计算机科学 2021-10-27 Andrei Paleyes , Christian Cabrera , Neil D. Lawrence

Microservice architectures promote small, independently developed services, but increase overall architectural complexity. It is crucial that developers understand the architecture and how changes to a service affect the overall system, but…

软件工程 · 计算机科学 2026-02-10 Oscar Manglaras , Alex Farkas , Thomas Woolford , Christoph Treude , Markus Wagner

Service-oriented workflows are typically executed using a centralised orchestration approach that presents significant scalability challenges. These challenges include the consumption of network bandwidth, degradation of performance, and…

分布式、并行与集群计算 · 计算机科学 2013-11-11 Ward Jaradat , Alan Dearle , Adam Barker

Industry 4.0 is changing fundamentally data collection, its storage and analysis in industrial processes, enabling novel application such as flexible manufacturing of highly customized products. Real-time control of these processes,…

分布式、并行与集群计算 · 计算机科学 2020-05-06 Florian Hofer , Martin Sehr , Alberto Sangiovanni-Vincentelli , Barbara Russo

The agility inherent to today's business promotes the definition of software architectures where the business entities are decoupled into modules and/or services. However, there are advantages in having a rich domain model, where domain…

软件工程 · 计算机科学 2022-01-20 Diogo Faustino , Nuno Gonçalves , Manuel Portela , António Rito Silva

Beyond self-report data, we lack reliable and non-intrusive methods for identifying flow. However, taking a step back and acknowledging that flow occurs during periods of focus gives us the opportunity to make progress towards measuring…

人机交互 · 计算机科学 2023-04-11 Adam Brown , Sarah D'Angelo , Ben Holtz , Ciera Jaspen , Collin Green

Microservice system solutions are driving digital transformation; however, fundamental tools and system perspectives are missing to better observe, understand, and manage these systems, their properties, and their dependencies.…

软件工程 · 计算机科学 2022-07-26 Tomas Cerny , Amr S. Abdelfattah , Vincent Bushong , Abdullah Al Maruf , Davide Taibi

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

Increasing complexity and data-generation rates in cyber-physical systems and the industrial Internet of things are calling for a corresponding increase in AI capabilities at the resource-constrained edges of the Internet. Meanwhile, the…

神经与进化计算 · 计算机科学 2023-02-20 Mattias Nilsson , Olov Schelén , Anders Lindgren , Ulf Bodin , Cristina Paniagua , Jerker Delsing , Fredrik Sandin

Industrial IoT platforms in global manufacturing environments generate continuous operational data across production assets, utilities, and connected products. While data ingestion and storage capabilities have matured significantly,…

软件工程 · 计算机科学 2026-01-16 Vignesh Alagappan

Pipe flow models are developed with a focus on their eventual use for feedback control design at the process control level, as opposed to the unit level, in gas processing facilities. Accordingly, linearized facility-scale models are…

系统与控制 · 电气工程与系统科学 2022-11-16 Sven Brüggemann , Robert H. Moroto , Robert R. Bitmead

For large-scale industrial processes under closed-loop control, process dynamics directly resulting from control action are typical characteristics and may show different behaviors between real faults and normal changes of operating…

系统与控制 · 计算机科学 2018-09-11 Wenqing Li , Chunhui Zhao , Biao Huang

Loosely coupled programming is a powerful paradigm for rapidly creating higher-level applications from scientific programs on petascale systems, typically using scripting languages. This paradigm is a form of many-task computing (MTC) which…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Zhao Zhang , Allan Espinosa , Kamil Iskra , Ioan Raicu , Ian Foster , Michael Wilde

A single vendor cannot provide complete IIoT end-to-end solutions because cooperation is required from multiple parties. Interoperability is a key architectural quality. Composability of capabilities, information and configuration is the…

计算机与社会 · 计算机科学 2016-02-22 K. Eric Harper , Thijmen de Gooijer , Karen Smiley

A considerable volume of data is collected from sensors today and needs to be processed in real time. Complex Event Processing (CEP) is one of the most important techniques developed for this purpose. In CEP, each new sensor measurement is…

软件工程 · 计算机科学 2020-08-19 Fernando Freire Scattone , Kelly Rosa Braghetto

Emerging application scenarios, such as cyber-physical systems (CPSs), the Internet of Things (IoT), and edge computing, call for coordination approaches addressing openness, self-adaptation, heterogeneity, and deployment agnosticism.…

计算机科学中的逻辑 · 计算机科学 2023-06-22 Danilo Pianini , Roberto Casadei , Mirko Viroli , Stefano Mariani , Franco Zambonelli

An increasing number of scientific applications rely on stream processing for generating timely insights from data feeds of scientific instruments, simulations, and Internet-of-Thing (IoT) sensors. The development of streaming applications…

分布式、并行与集群计算 · 计算机科学 2018-11-13 Andre Luckow , George Chantzialexiou , Shantenu Jha

Enterprises in their journey to the cloud, want to decompose their monolith applications into microservices to maximize cloud benefits. Current research focuses a lot on how to partition the monolith into smaller clusters that perform well…

软件工程 · 计算机科学 2023-08-03 Vini Kanvar , Ridhi Jain , Srikanth Tamilselvam

Development, deployment and maintenance of networked software has been revolutionized by DevOps, which have become essential to boost system software quality and to enable agile evolution. Meanwhile the Internet of Things (IoT) connects…

软件工程 · 计算机科学 2021-11-04 Koen Zandberg , Emmanuel Baccelli

We address the design of distributed systems with synchronous dataflow programming languages. As modular design entails handling both architectural and functional modularity, our first contribution is to extend an existing synchronous…

编程语言 · 计算机科学 2012-11-13 Gwenaël Delaval , Alain Girault , Marc Pouzet