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Multi-tenant machine learning services have become emerging data-intensive workloads in data centers with heavy usage of GPU resources. Due to the large scale, many tuning parameters and heavy resource usage, it is usually impractical to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-01-11 Ruofan Liang , Bingsheng He , Shengen Yan , Peng Sun

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

Microservices become a fast growing and popular architectural style based on service-oriented development. One of the major advantages using component-based approaches is to support reuse. In this paper, we present a study of microservices…

Software Engineering · Computer Science 2018-05-31 Reza M. Parizi

Recent advances in computing architectures and networking are bringing parallel computing systems to the masses so increasing the number of potential users of these kinds of systems. In particular, two important technological evolutions are…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-05 Gabriele D'Angelo , Moreno Marzolla

The cloud computing paradigm is being adopted by many organizations in different application domains as it is cost effective and offers a virtually unlimited pool of resources. Engineering critical systems can benefit from clouds in…

Software Engineering · Computer Science 2014-05-01 Sami Alajrami

Cloud Computing is a versatile technology that can support a broad-spectrum of applications. The low cost of cloud computing and its dynamic scaling renders it an innovation driver for small companies, particularly in the developing world.…

Computers and Society · Computer Science 2019-08-13 Ananga Thapaliya , Subham Chakraborty

Cloud computing promises a radical shift in the provisioning of computing resource within the enterprise. This paper: i) describes the challenges that decision makers face when attempting to determine the feasibility of the adoption of…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-05-14 Ali Khajeh-Hosseini , David Greenwood , James W. Smith , Ian Sommerville

Vehicular Fog Computing (VFC) is significantly enhancing the efficiency, safety, and computational capabilities of Intelligent Transportation Systems (ITS), and the integration of Unmanned Aerial Vehicles (UAVs) further elevates these…

Networking and Internet Architecture · Computer Science 2024-09-05 Zhiwei Wei , Chenran Huang , Bing Li , Yiting Zhao , Xiang Cheng , Liuqing Yang , Rongqing Zhang

Microservices architecture has started a new trend for application development for a number of reasons: (1) to reduce complexity by using tiny services; (2) to scale, remove and deploy parts of the system easily; (3) to improve flexibility…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Marcelo Amaral , Jordà Polo , David Carrera , Iqbal Mohomed , Merve Unuvar , Malgorzata Steinder

Ensuring the reliability of cloud systems is critical for both cloud vendors and customers. Cloud systems often rely on virtualization techniques to create instances of hardware resources, such as virtual machines. However, virtualization…

Software Engineering · Computer Science 2023-08-16 Jinyang Liu , Zhihan Jiang , Jiazhen Gu , Junjie Huang , Zhuangbin Chen , Cong Feng , Zengyin Yang , Yongqiang Yang , Michael R. Lyu

Cloud computing is gaining more and more traction as a deployment and provisioning model for software. While a large body of research already covers how to optimally operate a cloud system, we still lack insights into how professional…

Software Engineering · Computer Science 2015-03-18 Jürgen Cito , Philipp Leitner , Thomas Fritz , Harald C. Gall

Cloud computing is an emerging computing model where IT and computing operations are delivered as services in highly scalable and cost effective manner. Recently, embarking this new model in business has become popular. Companies in diverse…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-01-22 Jafar Shayan , Ahmad Azarnik , Suriayati Chuprat , Sasan Karamizadeh , Mojtaba Alizadeh

Cloud computing has become a major approach to help reproduce computational experiments. Yet there are still two main difficulties in reproducing batch based big data analytics (including descriptive and predictive analytics) in the cloud.…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-13 Xin Wang , Pei Guo , Xingyan Li , Aryya Gangopadhyay , Carl E. Busart , Jade Freeman , Jianwu Wang

Cloud native architecture is about building and running scalable microservice applications to take full advantage of the cloud environments. Managed Kubernetes is the powerhouse orchestrating cloud native applications with elastic scaling.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-05 Chamath Wanigasooriya , Indrajith Ekanayake

Quantum cloud computing is an emerging computing paradigm that allows seamless access to quantum hardware as cloud-based services. However, effective use of quantum resources is challenging and necessitates robust simulation frameworks for…

Emerging Technologies · Computer Science 2024-05-03 Hoa T. Nguyen , Muhammad Usman , Rajkumar Buyya

The momentum gained by microservices and cloud-native software architecture pushed nowadays enterprise IT towards multi-service applications. The proliferation of services and service interactions within applications, often consisting of…

Software Engineering · Computer Science 2021-05-27 Jacopo Soldani , Antonio Brogi

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

Cloud-native architecture is becoming increasingly crucial for today's cloud computing environments due to the need for speed and flexibility in developing applications. It utilizes microservice technology to break down traditional…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-30 Minxian Xu , Lei Yang , Yang Wang , Chengxi Gao , Linfeng Wen , Guoyao Xu , Liping Zhang , Kejiang Ye , Chengzhong Xu

Service mesh is getting widely adopted as the cloud-native mechanism for traffic management in microservice-based applications, in particular for generic IT workloads hosted in more centralized cloud environments. Performance-demanding…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-09-16 Aleksandra Obeso Duque , Cristian Klein , Jinhua Feng , Xuejun Cai , Björn Skubic , Erik Elmroth

The pay-as-you-go model supported by existing cloud infrastructure providers is appealing to most application service providers to deliver their applications in the cloud. Within this context, elasticity of applications has become one of…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-11-17 Rui Han