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Enterprises are driving towards less cost, more availability, agility, managed risk - all of which is accelerated towards Cloud Computing. Cloud is not a particular product, but a way of delivering IT services that are consumable on demand,…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-07 Arokia Paul Rajan , Shanmugapriyaa

There exist multitudes of cloud performance metrics, including workload performance, application placement, software/hardware optimization, scalability, capacity, reliability, agility and so on. In this paper, we consider jointly optimizing…

Performance · Computer Science 2016-11-24 Li Chen , Colin Cunningham , Pooja Jain , Chenggang Qin , Kingsum Chow

Function-as-a-Service (FaaS) has become a central paradigm in serverless cloud computing, yet optimizing FaaS deployments remains challenging. Using function fusion, multiple functions can be combined into a single deployment unit, which…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-19 Niklas Kowallik , Trever Schirmer , David Bermbach

We consider a hierarchical edge-cloud architecture in which services are provided to mobile users as chains of virtual network functions. Each service has specific computation requirements and target delay performance, which require placing…

Networking and Internet Architecture · Computer Science 2022-02-21 Itamar Cohen , Carla Fabiana Chiasserini , Paolo Giaccone , Gabriel Scalosub

Cloud systems are susceptible to performance issues, which may cause service-level agreement violations and financial losses. In current practice, crucial metrics are monitored periodically to provide insight into the operational status of…

Machine Learning · Computer Science 2024-11-08 Wenwei Gu , Jinyang Liu , Zhuangbin Chen , Jianping Zhang , Yuxin Su , Jiazhen Gu , Cong Feng , Zengyin Yang , Yongqiang Yang , Michael Lyu

In this paper we describe the architecture of a Platform as a Service (PaaS) oriented to computing and data analysis. In order to clarify the choices we made, we explain the features using practical examples, applied to several known usage…

This paper addresses how the benefits of cloud-based infrastructure can be harnessed for analytical workloads. Often the software handling analytical workloads is not developed by a professional programmer, but on an ad hoc basis by…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-08-14 Ishan Patel , Andrew Rau-Chaplin , Blesson Varghese

Hybrid cloud provides an attractive solution to microservices for better resource elasticity. A subset of application components can be offloaded from the on-premises cluster to the cloud, where they can readily access additional resources.…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-14 Ka-Ho Chow , Umesh Deshpande , Veera Deenadhayalan , Sangeetha Seshadri , Ling Liu

Performance interference can occur when various services are executed over the same physical infrastructure in a cloud system. This can lead to performance degradation compared to the execution of services in isolation. This work proposes a…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-02-08 VÍctor Medel , Unai Arronategui , Omer Rana , JosÉ Ángel BaÑares , Rafael Tolosana-Calasanz

Background: Cloud Computing is increasingly booming in industry with many competing providers and services. Accordingly, evaluation of commercial Cloud services is necessary. However, the existing evaluation studies are relatively chaotic.…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-08-07 Zheng Li , He Zhang , Liam O'Brien , Rainbow Cai , Shayne Flint

There is an increasing interest in extending traditional cloud-native technologies, such as Kubernetes, outside the data center to build a continuum towards the edge and between. However, traditional resource orchestration algorithms do not…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-27 Samuel Rac , Rajarshi Sanyal , Mats Brorsson

Cloud computing represents a significant economic opportunity for Europe. However, this growth is threatened by adoption barriers largely related to trust. This position paper examines trust and confidence issues in cloud computing and…

Distributed, Parallel, and Cluster Computing · Computer Science 2014-02-25 Theo Lynn , Philip Healy , Richard McClatchey , John Morrison , Claus Pahl , Brian Lee

This paper presents a formal approach to modelling and analysis of data and control flow dependencies between services within remotely deployed distributed systems of services. Our work aims at elaborating for a concrete system, which parts…

Software Engineering · Computer Science 2014-12-12 Maria Spichkova , Heinrich Schmidt

In cloud computing management, the dynamic adaptation of computing resource allocations under time-varying workload is an active domain of investigation. Several control strategies were already proposed. Here the model-free control setting…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-10 Maria Bekcheva , Michel Fliess , Cédric Join , Alireza Moradi , Hugues Mounier

We increasingly live in a data-driven world, with diverse kinds of data distributed across many locations. In some cases, the datasets are collected from multiple locations, such as sensors (e.g., mobile phones and street cameras) spread…

Computers and Society · Computer Science 2020-06-19 Rachit Agarwal , Jen Rexford , with contributions from numerous workshop attendees

This study is a first attempt to experimentally explore the range of performance bottlenecks that 5G mobile networks can experience. To this end, we leverage a wide range of measurements obtained with a prototype testbed that captures the…

Networking and Internet Architecture · Computer Science 2020-07-24 G. Patounas , X. Foukas , A. Elmokashfi , M. K. Marina

Computing and intelligence are substantial requirements for the accurate performance of autonomous ground vehicles (AGVs). In this context, the use of cloud services in addition to onboard computers enhances computing and intelligence…

Computers and Society · Computer Science 2020-08-12 Praveen Damacharla , Dhwani Mehta , Ahmad Y Javaid , Vijay K. Devabhaktuni

Conventional latency metrics are formulated based on a broad definition of traditional monolithic services, and hence lack the capacity to address the complexities inherent in modern services and distributed computing paradigms.…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-02 Theodoros Theodoropoulos , John Violos , Antonios Makris , Konstantinos Tserpes

Transitioning cloud-based Hadoop from IaaS to PaaS, which are commercially conceptualized as pay-as-you-go or pay-per-use, often reduces the associated system costs. However, managed Hadoop systems do present a black-box behavior to the…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-12-21 Uluer Emre Ozdil , Serkan Ayvaz

Developing accurate and extendable performance models for serverless platforms, aka Function-as-a-Service (FaaS) platforms, is a very challenging task. Also, implementation and experimentation on real serverless platforms is both costly and…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-02-18 Nima Mahmoudi , Hamzeh Khazaei
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