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With the development of cloud-native technologies, microservice-based software systems face challenges in accurately localizing root causes when failures occur. Additionally, the cloud-edge collaborative environment introduces more…

Software Engineering · Computer Science 2024-06-21 Yuhan Zhu , Jian Wang , Bing Li , Xuxian Tang , Hao Li , Neng Zhang , Yuqi Zhao

Tracing serves as a key method for evaluating the performance of microservices-based architectures, which are renowned for their scalability, resource efficiency, and high availability. Despite their advantages, these architectures often…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-21 Herve Mbikayi Kabamba , Matthew Khouzam , Michel Dagenais

Microgrids present an effective solution for the coordinated deployment of various distributed energy resources and furthermore provide myriad additional benefits such as resilience, decreased carbon footprint, and reliability to energy…

Systems and Control · Electrical Eng. & Systems 2022-03-24 Sakshi Mishra , Ted Kwasnik , Kate Anderson

Microservices have been recognized for over a decade. They reshaped system design enabling decentralization and independence of development teams working on particular microservices. While loosely coupled microservices are desired, it is…

Software Engineering · Computer Science 2025-01-22 Amr S. Abdelfattah , Tomas Cerny

In the past decade, cloud computing has emerged from a pursuit for a service-driven information and communication technology (ICT), into a signifcant fraction of the ICT market. Responding to the growth of the market, many alternative cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-04-13 Nikolas Herbst , Rouven Krebs , Giorgos Oikonomou , George Kousiouris , Athanasia Evangelinou , Alexandru Iosup , Samuel Kounev

Serverless computing has revolutionized cloud architectures by enabling developers to deploy event-driven applications via lightweight, self-contained virtualized containers. However, serverless frameworks face critical cold-start…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-19 Sabyasachi Gupta , Paul Gratz , John Lusher

Microservice architecture has transformed traditional monolithic applications into lightweight components. Scaling these lightweight microservices is more efficient than scaling servers. However, scaling microservices still faces the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-06 Linfeng Wen , Minxian Xu , Sukhpal Singh Gill , Muhammad Hafizhuddin Hilman , Satish Narayana Srirama , Kejiang Ye , Chengzhong Xu

Many small to large organizations have adopted the Microservices Architecture (MSA) style to develop and deliver their core businesses. Despite the popularity of MSA in the software industry, there is a limited evidence-based and thorough…

Software Engineering · Computer Science 2026-02-20 Muhammad Waseem , Peng Liang , Aakash Ahmad , Arif Ali Khan , Mojtaba Shahin , Pekka Abrahamsson , Ali Rezaei Nasab , Tommi Mikkonen

As the modern microservice architecture for cloud applications grows in popularity, cloud services are becoming increasingly complex and more vulnerable to misconfiguration and software bugs. Traditional approaches rely on expert input to…

Software Engineering · Computer Science 2026-05-21 Rohan Kumar , Jason Li , Zongshun Zhang , Syed Mohammad Qasim , Gianluca Stringhini , Ayse K. Coskun

In recent years, Industrial Control Systems (ICS) have become an appealing target for cyber attacks, having massive destructive consequences. Security metrics are therefore essential to assess their security posture. In this paper, we…

Cryptography and Security · Computer Science 2019-05-14 Martín Barrère , Chris Hankin , Nicolas Nicolau , Demetrios G. Eliades , Thomas Parisini

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

While microservices are revolutionizing cloud computing by offering unparalleled scalability and independent deployment, their decentralized nature poses significant security and management challenges that can threaten system stability. We…

Software Engineering · Computer Science 2025-06-30 Matteo Esposito , Alexander Bakhtin , Noman Ahmad , Mikel Robredo , Ruoyu Su , Valentina Lenarduzzi , Davide Taibi

The microservices architectural style is widely favored for its scalability, reusability, and easy maintainability, prompting increased adoption by developers. However, transitioning from a monolithic to a microservices-based architecture…

Software Engineering · Computer Science 2024-02-14 Meryam chaieb , Mohamed Aymen Saied

Microservice root cause localization is fundamentally challenged by the inherent heterogeneity of cloud-native systems, which encompasses diverse observability data and multiple system entities. Existing approaches typically focus on only…

Software Engineering · Computer Science 2026-04-30 Runzhou Wang , Shenglin Zhang , Wenwei Gu , Yongxin Zhao , Chenyu Zhao , Dan Pei , Yuxuan Chen , Yangyuxin Huang

Time predictable edge cloud is seen as the answer for many arising needs in Industry 4.0 environments, since it is able to provide flexible, modular, and reconfigurable services with low latency and reduced costs. Orchestration systems are…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-05 Marco Barletta , Marcello Cinque , Luigi De Simone , Raffaele Della Corte

Modern distributed applications are moving toward a microservice architecture, in which each service is developed and managed independently, and new features and updates are delivered continuously. A guiding principle of microservice…

Software Engineering · Computer Science 2019-08-21 Chengxu Cui , Guoquan Wu , Wei Chen , Jiaxing Zhu , Jun Wei

Microservice architecture has become a popular architecture adopted by many cloud applications. However, identifying the root cause of a failure in microservice systems is still a challenging and time-consuming task. In recent years,…

Software Engineering · Computer Science 2024-09-10 Luan Pham , Huong Ha , Hongyu Zhang

Microservice architecture is widely adopted among distributed systems. It follows the modular approach that decomposes large software applications into independent services. Kubernetes has become the standard tool for managing these…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-07 Kavindu Gunathilake , Indrajith Ekanayake

Cloud applications are increasingly shifting from large monolithic services, to large numbers of loosely-coupled, specialized microservices. Despite their advantages in terms of facilitating development, deployment, modularity, and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-31 Yanqi Zhang , Weizhe Hua , Zhuangzhuang Zhou , Edward Suh , Christina Delimitrou

Cloud applications are increasingly shifting from large monolithic services to complex graphs of loosely-coupled microservices. Despite the advantages of modularity and elasticity microservices offer, they also complicate cluster management…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-05 Yu Gan , Mingyu Liang , Sundar Dev , David Lo , Christina Delimitrou