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Emerging technologies that generate a huge amount of data such as the Internet of Things (IoT) services need latency aware computing platforms to support time-critical applications. Due to the on-demand services and scalability features of…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-12-24 Ranesh Kumar Naha , Saurabh Garg , Andrew Chan

In today's era of Internet of Things (IoT), where massive amounts of data are produced by IoT and other devices, edge computing has emerged as a prominent paradigm for low-latency data processing. However, applications may have diverse…

Networking and Internet Architecture · Computer Science 2021-07-19 Md Washik Al Azad , Susmit Shannigrahi , Nicholas Stergiou , Francisco R. Ortega , Spyridon Mastorakis

With the widespread use of Internet of Things (IoT) devices and the arrival of the 5G era, edge computing has become an attractive paradigm to serve end-users and provide better QoS. Many efforts have been done to provision some merging…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-17 Siyuan Gu , Deke Guo , Guoming Tang , Lailong Luo , Yuchen Sun , Xueshan Luo

Machine learning (ML) technologies are emerging in the Internet of Things (IoT) to provision intelligent services. This survey moves beyond existing ML algorithms and cloud-driven design to investigate the less-explored systems, scaling and…

Computers and Society · Computer Science 2020-12-02 Wiebke Toussaint , Aaron Yi Ding

Serverless computing is increasingly popular because of the promise of lower cost and the convenience it provides to users who do not need to focus on server management. This has resulted in the availability of a number of proprietary and…

Performance · Computer Science 2019-12-16 Junfeng Li , Sameer G. Kulkarni , K. K. Ramakrishnan , Dan Li

As technology proceeds and the number of smart devices continues to grow substantially, need for ubiquitous context-aware platforms that support interconnected, heterogeneous, and distributed network of devices has given rise to what is…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-03-21 Farzad Khodadadi , Amir Vahid Dastjerdi , Rajkumar Buyya

Smart environments integrates various types of technologies, including cloud computing, fog computing, and the IoT paradigm. In such environments, it is essential to organize and manage efficiently the broad and complex set of heterogeneous…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-03-02 Souvik Sengupta , Jordi Garcia , Xavi Masip-Bruin

Fog or Edge computing has recently attracted broad attention from both industry and academia. It is deemed as a paradigm shift from the current centralized cloud computing model and could potentially bring a "Fog-IoT" architecture that…

Networking and Internet Architecture · Computer Science 2018-06-19 Jianli Pan , Yuanni Liu , Jianyu Wang , Austin Hester

To a large extent, the deployment of edge computing (EC) can reduce the burden of the explosive growth of the Internet of things. As a powerful hub between the Internet of things and cloud servers, edge devices make the transmission of…

Networking and Internet Architecture · Computer Science 2022-02-10 Peiying Zhang , Chunxiao Jiang , Xue Pang , Yi Qian

The Internet and computer commercialization have transformed the computing systems area over the past sixty years, affecting society. Computer systems have evolved to meet diverse social needs thanks to technological advances. The Internet…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-06 Muhammed Golec , Sukhpal Singh Gill

Centralized clouds processing the large amount of data generated by Internet-of-Things (IoT) can lead to unacceptable latencies for the end user. Against this backdrop, Edge Computing (EC) is an emerging paradigm that can address the…

Networking and Internet Architecture · Computer Science 2024-06-04 Guoxing Yao , Lav Gupta

Machine learning (ML) is an important part of modern data science applications. Data scientists today have to manage the end-to-end ML life cycle that includes both model training and model serving, the latter of which is essential, as it…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-02 Yuncheng Wu , Tien Tuan Anh Dinh , Guoyu Hu , Meihui Zhang , Yeow Meng Chee , Beng Chin Ooi

The Internet of Things (IoT) is set to occupy a substantial component of future Internet. The IoT connects sensors and devices that record physical observations to applications and services of the Internet. As a successor to technologies…

Networking and Internet Architecture · Computer Science 2014-10-21 Pratikkumar Desai , Amit Sheth , Pramod Anantharam

The rapid growth of Internet of Things (IoT) has led to the widespread deployment of smart IoT devices at wireless edge for collaborative machine learning tasks, ushering in a new era of edge learning. With a huge number of…

Networking and Internet Architecture · Computer Science 2024-04-01 Yue Wang , Zhi Tian , FXin Fan , Zhipeng Cai , Cameron Nowzari , Kai Zeng

- The Internet of Things (IoT) is the result of many different enabling technologies such as embedded systems, wireless sensor networks, cloud computing, big-data, etc. used to gather, process, infer, and transmit data. Integrating all…

Networking and Internet Architecture · Computer Science 2019-04-30 Akram Hakiri , Pascal Berthou , Aniruddha Gokhale , Slim Abdellatif

Offloading computation from user devices to nodes with processing capabilities at the edge of the network is a major trend in today's network/service architectures. At the same time, serverless computing has gained a huge traction among the…

Networking and Internet Architecture · Computer Science 2022-09-08 Claudio Cicconetti , Marco Conti , Andrea Passarella

The needs of emerging applications, such as augmented and virtual reality, federated machine learning, and autonomous driving, have motivated edge computing--the push of computation capabilities to the edge. Various edge computing…

Networking and Internet Architecture · Computer Science 2020-07-02 Reza Tourani , Srikathyayani Srikanteswara , Satyajayant Misra , Richard Chow , Lily Yang , Xiruo Liu , Yi Zhang

The deployment of Internet of Things (IoT) systems in Defense and National Security faces some limitations that can be addressed with Edge Computing approaches. The Edge Computing and IoT paradigms combined bring potential benefits, since…

Cryptography and Security · Computer Science 2024-11-04 Paula Fraga-Lamas , Tiago M. Fernandez-Carames

This paper overviews the state of the art, research challenges, and future opportunities in an emerging research direction: Social Sensing based Edge Computing (SSEC). Social sensing has emerged as a new sensing application paradigm where…

Human-Computer Interaction · Computer Science 2019-05-28 Daniel Zhang , Nathan Vance , Dong Wang

A novel semantic approach to data selection and compression is presented for the dynamic adaptation of IoT data processing and transmission within "wireless islands", where a set of sensing devices (sensors) are interconnected through…

Networking and Internet Architecture · Computer Science 2017-02-21 Igor Burago , Marco Levorato , Sameer Singh
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