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This paper proposes an intelligent service optimization method based on a multi-agent collaborative evolution mechanism to address governance challenges in large-scale microservice architectures. These challenges include complex service…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-08-29 Yilin Li , Song Han , Sibo Wang , Ming Wang , Renzi Meng

Microservice resilience, the ability of microservices to recover from failures and continue providing reliable and responsive services, is crucial for cloud vendors. However, the current practice relies on manually configured rules specific…

Software Engineering · Computer Science 2024-03-22 Tianyi Yang , Cheryl Lee , Jiacheng Shen , Yuxin Su , Yongqiang Yang , Michael R. Lyu

The complex dependencies and propagative faults inherent in microservices, characterized by a dense network of interconnected services, pose significant challenges in identifying the underlying causes of issues. Prompt identification and…

Software Engineering · Computer Science 2024-08-05 Tingting Wang , Guilin Qi

Online services are commonly implemented with a scalable microservice architecture, where isomorphic workers process client requests, recording persistent state in a backend data store. To maintain service, modifications to service…

Programming Languages · Computer Science 2025-12-08 Devora Chait-Roth , Kedar S. Namjoshi , Thomas Wies

The paper presents a framework of microservices-based architecture dedicated to enhancing the performance of real-time travel reservation systems using the power of predictive analytics. Traditional monolithic systems are bad at scaling and…

Information Theory · Computer Science 2024-12-23 Biman Barua , M. Shamim Kaiser

Microservice-based systems are often complex to understand, especially when their sizes grow. Abstracted views help practitioners with the system understanding from a certain perspective. Recent advancement in interactive data visualization…

Software Engineering · Computer Science 2023-03-07 Amr S. Abdelfattah , Tomas Cerny , Davide Taibi , Sira Vegas

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

We view Digital Ecosystems to be the digital counterparts of biological ecosystems, exploiting the self-organising properties of biological ecosystems, which are considered to be robust, self-organising and scalable architectures that can…

Neural and Evolutionary Computing · Computer Science 2009-10-05 G. Briscoe , P. De Wilde

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…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-11-07 Yujing Wang , Darrel Ma

Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

A self-adaptive system can dynamically monitor and adapt its behavior to preserve or enhance its quality attributes under uncertain operating conditions. This article identifies key challenges for the development of microservice…

Software Engineering · Computer Science 2020-09-04 Nabor C. Mendonca , Pooyan Jamshidi , David Garlan , Claus Pahl

It is undeniable that most developers today are building distributed applications. However, most of these applications are developed by composing existing systems together through unspecified APIs exposed to the application developer.…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-02-09 Christopher S. Meiklejohn , Peter Van Roy

Objective. Service-oriented architecture increases technical abilities for attacker to move laterally and maintain multiple pivot points inside of compromised environment. Microservice-based infrastructure brings more challenges for…

Cryptography and Security · Computer Science 2021-02-19 Alexander Barabanov , Denis Makrushin

Microservice Architectures (MA) have the potential to increase the agility of software development. In an era where businesses require software applications to evolve to support software emerging requirements, particularly for Internet of…

Software Engineering · Computer Science 2017-09-28 Dharmendra Shadija , Mo Rezai , Richard Hill

With the maturity of web services, containers, and cloud computing technologies, large services in traditional systems (e.g. the computation services of machine learning and artificial intelligence) are gradually being broken down into many…

Software Engineering · Computer Science 2024-02-05 Abel C. H. Chen

In recent decades, it has become a significant tendency for industrial manufacturers to adopt decentralization as a new manufacturing paradigm. This enables more efficient operations and facilitates the shift from mass to customized…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-17 Hai Dinh-Tuan , Felix Beierle , Sandro Rodriguez Garzon

Handling online travel agents globally requires efficient and flexible software solution architectures. When it needs to handle thousands of agents and billions of clients data globally. Microservices architecture is used to break down a…

Software Engineering · Computer Science 2025-05-21 Biman Barua , M. Shamim Kaiser

Following previous work on the automated deployment orchestration of component based applications, where orchestrations are expressed in terms of behaviours satisfying component interface functional dependences, we develop a formal model…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-10-01 Lorenzo Bacchiani , Mario Bravetti , Saverio Giallorenzo , Jacopo Mauro , Iacopo Talevi , Gianluigi Zavattaro

Microservice Architecture (MSA) is a novel service-based architectural style for distributed software systems. Compared to Service-oriented Architecture (SOA), MSA puts a stronger focus on self-containment of services. Each microservice is…

Software Engineering · Computer Science 2018-04-27 Florian Rademacher , Sabine Sachweh , Albert Zündorf

Microservices Architecture (MSA) has become a de-facto standard for designing cloud-native enterprise applications due to its efficient infrastructure setup, service availability, elastic scalability, dependability, and better security.…

Software Engineering · Computer Science 2022-10-07 Vikram Nitin , Shubhi Asthana , Baishakhi Ray , Rahul Krishna