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From Cloud to Edge: A First Look at Public Edge Platforms [article]

Mengwei Xu, Zhe Fu, Xiao Ma, Li Zhang, Yanan Li, Feng Qian, Shangguang Wang, Ke Li, Jingyu Yang, Xuanzhe Liu
2021 arXiv   pre-print
First, from end users' perspective, what is the performance of commodity edge platforms compared to cloud, in terms of the end-to-end network delay, throughput, and the application QoE.  ...  In this study, we perform a first-of-its-kind measurement study on a leading public edge platform that has been densely deployed in China.  ...  We hereby give special thanks to Alibaba Group for their contribution to this paper. We also thank our shepherd, Aaron Schulman, and the anonymous IMC reviewers for their useful suggestions.  ... 
arXiv:2109.03395v2 fatcat:4roqaaf7fjehzm5d75quhrzpoa

A Novel Automate Python Edge-to-Edge: From Automated Generation on Cloud to User Application Deployment on Edge of Deep Neural Networks for Low Power IoT Systems FPGA-Based Acceleration

Tarek Belabed, Vitor Ramos Gomes da Silva, Alexandre Quenon, Carlos Valderamma, Chokri Souani
2021 Sensors  
In this paper, a novel design framework fully automated for Edge applications is proposed to perform such a deployment on System-on-Chips.  ...  To do this, our design methodology covers the three main phases: (a) customization: where the user specifies the optimizations needed on each DNN layer, (b) generation: the framework generates on the Cloud  ...  Framework to/from Cloud to Edge: Communication between the Cloud and the Edge Applications This section describes the communications between the client (i.e., PYNQ on the Edge) and the server (i.e., Cloud  ... 
doi:10.3390/s21186050 pmid:34577258 pmcid:PMC8467982 fatcat:4tighgu2cnejnfa7cn2xxiu3by

Managing the Cloud Continuum: Lessons Learnt from a Real Fog-to-Cloud Deployment

Xavi Masip-Bruin, Eva Marín-Tordera, Sergi Sánchez-López, Jordi Garcia, Admela Jukan, Ana Juan Ferrer, Anna Queralt, Antonio Salis, Andrea Bartoli, Matija Cankar, Cristovao Cordeiro, Jens Jensen (+1 others)
2021 Sensors  
To operate successfully, such a cloud continuum scenario demands for novel management strategies, enabling a coordinated and efficient management of the entire set of resources, from the edge up to the  ...  The wide adoption of the recently coined fog and edge computing paradigms alongside conventional cloud computing creates a novel scenario, known as the cloud continuum, where services may benefit from  ...  The architecture is divided into different logical layers: from layer 0, at the cloud, to layer N+1, the closest to the edge, where three different kinds of software entities are deployed: agent, cloud  ... 
doi:10.3390/s21092974 pmid:33922751 fatcat:pxrugqf3bfevfglfkacoubt47i

Moving from cloud to fog: scenarios and security concerns

2018 International Journal of Recent Scientific Research  
ARTICLE INFO ABSTRACT With the increasing needs of on demand availability of data and ubiquitous access to shared pools of system resources cloud computing has emerged as a successful paradigm to meet  ...  This paper gives a close look on FC paradigm and investigates its applications in real life. We discuss security and privacy issues in FC and state of the art of Fog Computing.  ...  IoT), to run directly at the network edge ( Bonomi et al,2011) .  ... 
doi:10.24327/ijrsr.2018.0904.1976 fatcat:4oyi5a2eabeapfncsqkhbbfcra

Evolution of Cloud Operating System: From Technology to Ecosystem

Zuo-Ning Chen, Kang Chen, Jin-Lei Jiang, Lu-Fei Zhang, Song Wu, Zheng-Wei Qi, Chun-Ming Hu, Yong-Wei Wu, Yu-Zhong Sun, Hong Tang, Ao-Bing Sun, Zi-Lu Kang
2017 Journal of Computer Science and Technology  
We present an API-driven cloud OS practice, showing the great capability of APIs for developing a better cloud OS and helping build and run the cloud ecosystem healthily.  ...  And also it is the duty of cloud OS to provide convenient interface for users and applications.  ...  At first, cloud providers just wanted to provide services over Internet, releasing users and administrators from deployment and maintenance.  ... 
doi:10.1007/s11390-017-1717-z fatcat:6q62bdks5fe5xcaorv33qkcxzq

Edge-centric Computing

Pedro Garcia Lopez, Alberto Montresor, Dick Epema, Anwitaman Datta, Teruo Higashino, Adriana Iamnitchi, Marinho Barcellos, Pascal Felber, Etienne Riviere
2015 Computer communication review  
We refer to this vision of human-centered edge-device based computing as Edge-centric Computing.  ...  Computing exhibits the same phenomenon; we have gone from mainframes to PCs and local networks in the past, and over the last decade we have seen a centralization and consolidation of services and applications  ...  A second fundamental problem is the complete delegation of the applications and systems control from the users to the cloud, which requires unilateral trust from clients to the clouds and prevents establishing  ... 
doi:10.1145/2831347.2831354 fatcat:bhb7y5rxoncela36rvrv54xgdq

Democratizing the Edge: A Pervasive Edge Computing Framework [article]

Reza Tourani, Srikathyayani Srikanteswara, Satyajayant Misra, Richard Chow, Lily Yang, Xiruo Liu, Yi Zhang
2020 arXiv   pre-print
In this paper, we discuss the design of Pervasive Edge Computing (PEC)--a democratized edge computing framework, which enables end-user devices (e.g., smartphones, IoT devices, and vehicles) to dynamically  ...  Various edge computing architectures have emerged, including multi-access edge computing and edge-cloud, all with the premise of reducing communication latency and augmenting privacy.  ...  Orchestrator (Software Platform Provider): is akin to cloud service providers (e.g., Amazon or Google).  ... 
arXiv:2007.00641v1 fatcat:rw2teal3jjdxlcbrany3ilxoum

Multimedia Edge Computing [article]

Zhi Wang, Wenwu Zhu, Lifeng Sun, Han Hu, Ge Ma, Ming Ma, Haitian Pang, Jiahui Ye, Hongshan Li
2021 arXiv   pre-print
to performing distributed machine learning over such data using the joint edge and cloud infrastructure and using evolutional strategies like reinforcement learning and online learning at edge devices  ...  We provide both a retrospective view of recent rapid migration (resp. merge) of cloud multimedia to (resp. and) edge-aware multimedia and insights on the fundamental guidelines for designing multimedia  ...  Almost a decade ago multimedia cloud computing was introduced to address the migration from the multimediaaware cloud (media cloud) and cloud-aware multimedia (cloud media) [69] .  ... 
arXiv:2105.02409v1 fatcat:26eyjzgg2na2lep2crb4cfhs7m

The Edge of the Cloud

Maria R. Ebling, Eyal de Lara, Alec Wolman, Ada Gavrilovska
2013 IEEE pervasive computing  
PER VA SI V E computing 17 G u e s t e d i t o r s ' i n t r o d u c t i o n The Edge of the Cloud T wo of the most important technological developments of the last few years are the emergence of mobile  ...  By shifting the hardware and staffing costs of managing the computational infrastructure to third parties-such as Google, Microsoft, or Amazon-cloud computing has made it possible for small organizations  ...  Each month we'll search through our 13 leading-edge publications and 200 conferences to deliver to your inbox the top on-trend, peer-reviewed articles and papers in your chosen subject areas.  ... 
doi:10.1109/mprv.2013.76 fatcat:cxwkisdlmra5bkcnwcvlilxelm

From On-Premise Software to Cloud Services: The Impact of Cloud Computing on Enterprise Software Vendors´ Business Models

Thomas Boillat, Christine Legner
2013 Journal of Theoretical and Applied Electronic Commerce Research  
From multiple case studies covering traditional and pure cloud providers, we find that moving from on-premise software to cloud services affects all business model components, that is, the customer value  ...  Whereas cloud offerings such as Amazon's Elastic Compute Cloud and Google Apps are rapidly gaining a large user base, enterprise software's migration towards the cloud is still in its infancy.  ...  First, online stores represent a single entry point for customers who want to purchase software or look for extensions.  ... 
doi:10.4067/s0718-18762013000300004 fatcat:tk7n56qmpzcixghyfl2osbjhie

The Edge-to-Cloud Continuum

Dejan Milojicic
2020 Computer  
At the same time, we can expect support for multitenancy to be unavoidable at the edge. Look, for instance, at Chick-fil-A.  ...  Is there a holistic view of power from the edge to the cloud?  ... 
doi:10.1109/mc.2020.3007297 fatcat:yyj72vchkbaqfgc5pwvrfuyjwm

Challenges and Opportunities in Edge Computing

Blesson Varghese, Nan Wang, Sakil Barbhuiya, Peter Kilpatrick, Dimitrios S. Nikolopoulos
2016 2016 IEEE International Conference on Smart Cloud (SmartCloud)  
The user of a language that can leverage edge nodes may anticipate flexibility to define a computation pipeline -hierarchically in sequence (first at the data centre then at the edge nodes or first at  ...  When resources outside the cloud are employed, for example, running a bioinformatics workload on the public cloud where input data is obtained from a private database, a workflow is usually employed.  ... 
doi:10.1109/smartcloud.2016.18 dblp:conf/smartcloud/VargheseWBKN16 fatcat:3g4hkxhgb5gl7ksgzskm7rskfm

Challenges and Opportunities in Edge Computing [article]

Blesson Varghese and Nan Wang and Sakil Barbhuiya and Peter Kilpatrick and Dimitrios S. Nikolopoulos
2016 arXiv   pre-print
Many cloud-based applications employ a data centre as a central server to process data that is generated by edge devices, such as smartphones, tablets and wearables.  ...  The concept of Edge Computing is predicated on moving some of this computational load towards the edge of the network to harness computational capabilities that are currently untapped in edge nodes, such  ...  The user of a language that can leverage edge nodes may anticipate flexibility to define a computation pipeline -hierarchically in sequence (first at the data centre then at the edge nodes or first at  ... 
arXiv:1609.01967v1 fatcat:ci234klfn5dv7h4mrnalwivzu4

Intelligence based Defense System to Protect from Advanced Persistent Threat by means of Social Engineering on Social Cloud Platform

J. Vijaya Chandra, Narasimham Challa, Sai Kiran Pasupuleti
2015 Indian Journal of Science and Technology  
A mathematical approach is given to secure the cloud computing using computational intelligence which is aimed to defense the attacks using Perron-Frobenius theorem and methods for public social network  ...  The objective of this paper is, to design and implementation of a defense in depth system to protect social cloud against risks, threats and attacks.  ...  H has at least one incident edge in H.  ... 
doi:10.17485/ijst/2015/v8i28/63544 fatcat:sfj4bpcku5aptblbe7mkxas4si

Mobile Edge Computing in 5G Networks

Akshita Agarwal
2021 International Journal for Research in Applied Science and Engineering Technology  
The propinquity with customers and local network stations is a key factor to take off load from cloud stations which have to perform various real-time processes that could exercise the various problems  ...  From taking load of the cloud servers, to be in charge of data traffic MEC along with 5G is foreseeing next-Generation needs.  ...  Mobile edge computing has been derived from the recent advancements in Mobile cloud computing(MCC).Mobile edge computing is a technology in which the computing is done by bringing the server at the edge  ... 
doi:10.22214/ijraset.2021.34238 fatcat:qzky27a2m5br5awfo5iz6mk524
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