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Cloud applications are increasingly moving away from monolithic services to agile microservices-based deployments. However, efficient resource management for microservices poses a significant hurdle due to the sheer number of loosely…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-10 Md Rajib Hossen , Mohammad A. Islam , Kishwar Ahmed

A current trend in networking and cloud computing is to provide compute resources over widely dispersed places exemplified by initiatives like Network Function Virtualisation. This paves the way for a widespread service deployment and can…

Networking and Internet Architecture · Computer Science 2016-05-31 Matthias Keller , Holger Karl

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

Dynamic nature of the cloud environment has made distributed resource management process a challenge for cloud service providers. The importance of maintaining the quality of service in accordance with customer expectations as well as the…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-08-08 Sara Kardani-Moghaddam , Rajkumar Buyya , Kotagiri Ramamohanarao

Cloud resource management is often modeled by two-dimensional bin packing with a set of items that correspond to tasks having fixed CPU and memory requirements. However, applications running in clouds are much more flexible: modern…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-01 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

We consider a natural scheduling problem which arises in many distributed computing frameworks. Jobs with diverse resource requirements (e.g. memory requirements) arrive over time and must be served by a cluster of servers, each with a…

Networking and Internet Architecture · Computer Science 2019-01-21 Konstantinos Psychas , Javad Ghaderi

Autoscaling functions provide the foundation for achieving elasticity in the modern cloud computing paradigm. It enables dynamic provisioning or de-provisioning resources for cloud software services and applications without human…

Software Engineering · Computer Science 2023-09-06 Chunyang Meng , Shijie Song , Haogang Tong , Maolin Pan , Yang Yu

This paper presents how an existing framework for offline performance optimization can be applied to microservice applications during the Release phase of the DevOps life cycle. Optimization of resource allocation configuration parameters…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-12-30 Eddy Truyen , Wouter Joosen

This paper investigates the inclusion of microservices architecture in the development of scalable and reliable airline reservation systems. Most of the traditional reservation systems are very rigid and centralized which makes them prone…

Software Engineering · Computer Science 2024-10-28 Biman Barua , M. Shamim Kaiser

In the ever-evolving landscape of computing, the advent of edge and fog computing has revolutionized data processing by bringing it closer to end-users. While cloud computing offers numerous advantages, including mobility, flexibility and…

Networking and Internet Architecture · Computer Science 2024-12-03 Miguel Mota-Cruz , João H Santos , José F Macedo , Karima Velasquez , David Perez Abreu

Edge computing allows for the decentralization of computing resources. This decentralization is achieved through implementing microservice architectures, which require low latencies to meet stringent service level agreements (SLA) such as…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-14 Suhrid Gupta , Muhammed Tawfiqul Islam , Rajkumar Buyya

There is a rapidly growing interest in the use of cloud computing for automotive vehicles to facilitate computation and data intensive tasks. Efficient utilization of on-demand cloud resources holds a significant potential to improve future…

Systems and Control · Computer Science 2017-01-18 Zhaojian Li , Tianshu Chu , Ilya V. Kolmanovsky , Xiang Yin , Xunyuan Yin

Modern cloud-native systems increasingly rely on multi-cluster deployments to support scalability, resilience, and geographic distribution. However, existing resource management approaches remain largely reactive and cluster-centric,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-01 Vinoth Punniyamoorthy , Akash Kumar Agarwal , Bikesh Kumar , Abhirup Mazumder , Kabilan Kannan , Sumit Saha

In the last few years, the cloudification of applications requires new concepts and techniques to fully reap the benefits of the new computing paradigm. Among them, the microservices architectural style, which is inspired by…

Software Engineering · Computer Science 2022-03-16 Hai Dinh-Tuan , Katerina Katsarou , Patrick Herbke

Load balancing is vital for the efficient and long-term operation of cloud data centers. With virtualization, post (reactive) migration of virtual machines after allocation is the traditional way for load balancing and consolidation.…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-10-20 Wenhong Tian , Minxian Xu , Guangyao Zhou , Kui Wu , Chengzhong Xu , Rajkumar Buyya

The rapid growth of the travel industry has increased the need for real-time optimization in reservation systems that could take care of huge data and transaction volumes. This study proposes a hybrid framework that ut folds an Artificial…

Software Engineering · Computer Science 2024-12-11 Biman Barua , M. Shamim Kaiser

The modern datacenter's computing capabilities have far outstripped the applications running within and have become a hidden cost of doing business due to how software is architected and deployed. Resources are over-allocated to monolithic…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-31 Aos Mulahuwaish , Shane Korbel , Basheer Qolomany

Microservices architecture, known for its agility and efficiency, is an ideal framework for cloud-based software development and deployment. When integrated with containerization and orchestration systems, resource management becomes more…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-10 Dasith Edirisinghe , Kavinda Rajapakse , Pasindu Abeysinghe , Sunimal Rathnayake

Scalability is an important characteristic of cloud computing. With scalability, cost is minimized by provisioning and releasing resources according to demand. Most of current Infrastructure as a Service (IaaS) providers deliver…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-01-13 Ashraf A. Shahin

Serverless computing has emerged as a compelling new paradigm of cloud computing models in recent years. It promises the user services at large scale and low cost while eliminating the need for infrastructure management. On cloud provider…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-01 Lucia Schuler , Somaya Jamil , Niklas Kühl