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Microservices architectures are a departure from traditional Service Oriented Architecture (SOA). Influenced by Domain Driven Design (DDD), microservices architectures aim to help business analysts and enterprise architects develop scalable…

Software Engineering · Computer Science 2017-09-21 Dharmendra Shadija , Mo Rezai , Richard Hill

Cloud manufacturing system is a service-oriented and knowledge-based one, which can provide solutions for the large-scale customized production. The service resource allocation is the primary factor that restricts the production time and…

Systems and Control · Electrical Eng. & Systems 2024-07-01 Hao Yue , Yingtao Wu , Min Wang , Hesuan Hu , Weimin Wu , Jihui Zhang

Microservices are highly modular and scalable Service Oriented Architectures. They underpin automated deployment practices like Continuous Deployment and Autoscaling. In this paper, we formalize these practices and show that automated…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-29 Mario Bravetti , Saverio Giallorenzo , Jacopo Mauro , Iacopo Talevi , Gianluigi Zavattaro

To remain competitive in a fast changing environment, many companies started to migrate their legacy applications towards a Microservices architecture. Such extensive migration processes require careful planning and consideration of…

Software Engineering · Computer Science 2020-01-22 Jonas Fritzsch , Justus Bogner , Stefan Wagner , Alfred Zimmermann

A significant number of current industrial applications rely on web services. A cornerstone task in these applications is discovering a suitable service that meets the threshold of some user needs. Then, those services can be composed to…

Databases · Computer Science 2016-07-12 Carlos R. Rivero , Hasan M. Jamil

Industry 5.0 aims at maximizing the collaboration between humans and machines. Machines are capable of automating repetitive jobs, while humans handle creative tasks. As a critical component of Industrial Internet of Things (IIoT) systems…

Machine Learning · Computer Science 2025-11-10 Li Yang , Abdallah Shami

The idea behind microservices architecture is to develop a single large, complex application as a suite of small, cohesive, independent services. On the other way, monolithic systems get larger over the time, deviating from the intended…

Software Engineering · Computer Science 2016-05-11 Alessandra Levcovitz , Ricardo Terra , Marco Tulio Valente

While Microservices are a preferred choice for modern cloud-based applications, the migration and architectural refactoring of existing legacy systems is still a major challenge in industry. To address this, academia has proposed many…

Software Engineering · Computer Science 2023-11-10 Jonas Fritzsch , Filipe Correia , Justus Bogner , Stefan Wagner

The falling trend in the revenue of traditional telephony services has attracted attention to new IP based services. The IP Multimedia System (IMS) is a key architecture which provides the necessary platform for delivery of new multimedia…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-22 Pascal Potvin , Mahdy Nabaee , Fabrice Labeau , Kim-Khoa Nguyen , Mohamed Cheriet

Spectral clustering approaches have led to well-accepted algorithms for finding accurate clusters in a given dataset. However, their application to large-scale datasets has been hindered by computational complexity of eigenvalue…

Machine Learning · Computer Science 2016-03-17 Shahzad Bhatti , Carolyn Beck , Angelia Nedic

The rapid growth of the Internet of Things (IoT) applications inflicts high requirements for computing resources and network bandwidth. A growing number of service providers are applying edge-cloud computing to improve the quality of their…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-12-05 Hafiz Faheem Shahid , Erkki Harjula

Machine learning is now a central part of how modern systems are built and used, powering everything from personalized recommendations to large-scale business analytics. As its role grows, organizations are facing new challenges in…

Software Engineering · Computer Science 2026-03-17 Sowjanya Karanam , Jayanth Bhargav

Instance selection (IS) addresses the critical challenge of reducing dataset size while keeping informative characteristics, becoming increasingly important as datasets grow to millions of instances. Current IS methods often struggle with…

Machine Learning · Computer Science 2025-09-25 Zahiriddin Rustamov , Ayham Zaitouny , Nazar Zaki

(Hyper)Graph decomposition is a family of problems that aim to break down large (hyper)graphs into smaller sub(hyper)graphs for easier analysis. The importance of this lies in its ability to enable efficient computation on large and complex…

Data Structures and Algorithms · Computer Science 2023-08-31 Marcelo Fonseca Faraj

In this paper, we propose to design an automated service discovery process to allow mobile crowdsourcing task requesters select a small set of devices out of a large-scale Internet-of-things (IoT) network to execute their tasks. To this…

Social and Information Networks · Computer Science 2020-03-26 Abdullah Khanfor , Hakim Ghazzai , Ye Yang , Mohammad Rafiqul Haider , Yehia Massoud

We present a structural clustering algorithm for large-scale datasets of small labeled graphs, utilizing a frequent subgraph sampling strategy. A set of representatives provides an intuitive description of each cluster, supports the…

Databases · Computer Science 2016-10-03 Till Schäfer , Petra Mutzel

MicroService Architecture (MSA) is gaining rapid popularity for developing large-scale IoT applications for deployment within distributed and resource-constrained Fog computing environments. As a cloud-native application architecture, the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-02-15 Samodha Pallewatta , Vassilis Kostakos , Rajkumar Buyya

Microservice Architectures (MSA), known to successfully handle complex software systems, are emerging as the new paradigm for automotive software. The design of an MSA requires correct subdivision of the software system and implementation…

Software Engineering · Computer Science 2023-04-27 Carlos Viol Barbosa , Nikolay Belov , Felix Keppler , Julius Kolb , Gunter Nitzsche , Sebastian Wagner

Large-scale multi-layer networks with large numbers of nodes, edges, and layers arise across various domains, which poses a great computational challenge for the downstream analysis. In this paper, we develop an efficient randomized…

Computation · Statistics 2025-01-10 Wenqing Su , Xiao Guo , Xiangyu Chang , Ying Yang

Cloud-native systems represent a significant leap in constructing scalable, large systems, employing microservice architecture as a key element in developing distributed systems through self-contained components. However, the decentralized…

Software Engineering · Computer Science 2024-07-25 Amr S. Abdelfattah