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Cloud computing, despite its advantages in scalability, may not always fully satisfy the low-latency demands of emerging latency-sensitive pervasive applications. The cloud-edge continuum addresses this by integrating the responsiveness of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-09 Xu Bai , Muhammed Tawfiqul Islam , Rajkumar Buyya , Adel N. Toosi

Continuous Architecture (CA) is an approach that supports companies in decreasing the time between deliveries. Migration to microservices is one of the most common situations when companies adopt continuous architecting processes [4].…

Software Engineering · Computer Science 2018-10-26 Valentina Lenarduzzi , Davide Taibi

As Large Language Models (LLMs) scale to handle massive concurrent traffic, optimizing the infrastructure required for inference has become a primary challenge. To manage the high cost of GPU resources while ensuring strict service-level…

Modern web services adopt cloud-native principles to leverage the advantages of microservices. To consistently guarantee high Quality of Service (QoS) according to Service Level Agreements (SLAs), ensure satisfactory user experiences, and…

Machine Learning · Computer Science 2024-09-06 Amadou Ba , Pavithra Harsha , Chitra Subramanian

The microservice architecture is a style inspired by service-oriented computing that has recently started gaining popularity and that promises to change the way in which software is perceived, conceived and designed. In this paper, we…

Software Engineering · Computer Science 2017-02-24 Nicola Dragoni , Ivan Lanese , Stephan Thordal Larsen , Manuel Mazzara , Ruslan Mustafin , Larisa Safina

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

As large language models (LLMs) continue to scale in size, the computational overhead has become a major bottleneck for task-specific fine-tuning. While low-rank adaptation (LoRA) effectively curtails this cost by confining the weight…

Machine Learning · Computer Science 2026-05-15 Yilang Zhang , Xiaodong Yang , Yiwei Cai , Georgios B. Giannakis

The evolution and advances made in the field of Cloud engineering influence the constant changes in software application development cycle and practices. Software architecture has evolved along with other domains and capabilities of…

Software Engineering · Computer Science 2024-08-14 Kalyani V N S Pendyala , Rajkumar Buyya

Micro service architecture has revolutionized the landscape for the development of web and mobile applications alike. Due to the stateless nature and loose coupling involved in the design of micro services, native mobile applications can be…

Cryptography and Security · Computer Science 2020-08-11 Chaitanya K. Rudrabhatla

Autoscaling in cloud-native platforms like Kubernetes is reactive and metric-driven, leading to a strategic void problem. This comes from the decoupling of higher-level business policies from lower-level resource provisioning. The strategic…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-10 Hamed Hamzeh , Parisa Vahdatian

As reconfigurable intelligent surfaces (RIS) emerge as a pivotal technology in the upcoming sixth-generation (6G) networks, their deployment within practical multiple operator (OP) networks presents significant challenges, including the…

Systems and Control · Electrical Eng. & Systems 2025-02-24 Haocheng Zhang , Wei Wang , Hao Zhou , Zhiping Lu , Ming Li

In modern heterogeneous MPSoCs, the management of shared memory resources is crucial in delivering end-to-end QoS. Previous frameworks have either focused on singular QoS targets or the allocation of partitionable resources among CPU…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-09 Yang Song , Olivier Alavoine , Bill Lin

Service-Oriented Computing (SOC) enables the composition of loosely coupled service agents provided with varying Quality of Service (QoS) levels, effectively forming a multiagent system (MAS). Selecting a (near-)optimal set of services for…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-01-22 Adrian Klein , Fuyuki Ishikawa , Shinichi Honiden

The dynamic provisioning of virtualized resources offered by cloud computing infrastructures allows applications deployed in a cloud environment to automatically increase and decrease the amount of used resources. This capability is called…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-02-14 Nicolo M. Calcavecchia , Bogdan Alexandru Caprarescu , Elisabetta Di Nitto , Daniel J. Dubois , Dana Petcu

Machine Learning Enabled Systems (MLS) are becoming integral to real-world applications, but ensuring their sustainable performance over time remains a significant challenge. These systems operate in dynamic environments and face runtime…

Software Engineering · Computer Science 2025-05-21 Hiya Bhatt , Shaunak Biswas , Srinivasan Rakhunathan , Karthik Vaidhyanathan

This paper addresses the Service Network Design (SND) problem for a logistics service provider (LSP) operating in a multimodal freight transport network, considering uncertain travel times and limited truck fleet availability. A two-stage…

Optimization and Control · Mathematics 2026-03-27 Javier Durán-Micco , Bilge Atasoy

Motivated by developer productivity, serverless computing, and microservices have become the de facto development model in the cloud. Microservices decompose monolithic applications into separate functional units deployed individually. This…

Operating Systems · Computer Science 2022-11-16 Anjo Vahldiek-Oberwagner , Mona Vij

The existing resource allocation policy for application instances in Kubernetes cannot dynamically adjust according to the requirement of business, which would cause an enormous waste of resources during fluctuations. Moreover, the…

Machine Learning · Computer Science 2023-03-08 Zhiqiang Zhou , Chaoli Zhang , Lingna Ma , Jing Gu , Huajie Qian , Qingsong Wen , Liang Sun , Peng Li , Zhimin Tang

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

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
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