Edge-cloud computing for Internet of Things data analytics: Embedding intelligence in the edge with deep learning

AM Ghosh, K Grolinger - IEEE Transactions on Industrial …, 2020 - ieeexplore.ieee.org
… On the other hand, edge computing is limited in terms of computational power, and thus, is …
combine edge and cloud computing for IoT data analytics by taking advantage of edge nodes …

An optimized IoT-enabled big data analytics architecture for edge–cloud computing

M Babar, MA Jan, X He, MU Tariq… - IEEE Internet of …, 2022 - ieeexplore.ieee.org
… To address these challenges, this article proposes an IoT-enabled big data analytics
framework for edge-centric computing. In the proposed scheme, an edge intelligence module is …

Scaling video analytics on constrained edge nodes

C Canel, T Kim, G Zhou, C Li, H Lim… - Proceedings of …, 2019 - proceedings.mlsys.org
… We present FilterForward (FF), a system that offers the benefits of both edge computing and
… between the edge and the cloud, taking advantage of high-fidelity data at the edge to make …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… We first introduce video analytics for public safety and edge computing, followed by a … by
edge computing, edge video analytics allows video analysis to be performed at the edge close …

A survey on secure data analytics in edge computing

D Liu, Z Yan, W Ding… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… In Section IV, we analyze the security threats of data analytics in edge computing and … data
analytics. We provide a thorough literature review on secure data analytics in edge computing …

Design and implementation of cloud analytics-assisted smart power meters considering advanced artificial intelligence as edge analytics in demand-side …

YY Chen, YH Lin, CC Kung, MH Chung, IH Yen - Sensors, 2019 - mdpi.com
… and compared is then deployed on-site on the Arduino MCU-based smart power meter
prototype as edge analytics in the architecture described in this work. For the push notification …

Deep learning for reliable mobile edge analytics in intelligent transportation systems: An overview

A Ferdowsi, U Challita, W Saad - ieee vehicular technology …, 2019 - ieeexplore.ieee.org
… to ITS data analytics. Instead, we propose a novel ITS edge analytics architecture in which
deep-learning techniques play a crucial rule by running at the level of edge components, …

Edge-computing video analytics for real-time traffic monitoring in a smart city

J Barthélemy, N Verstaevel, H Forehead, P Perez - Sensors, 2019 - mdpi.com
… This results in the expensive collection of a vast amount of rich data that have been unused
thus far. This paper presents a new sensor, based on the edge-computing paradigm, for real-…

Edge computing [scanning the issue]

W Shi, G Pallis, Z Xu - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
edge computing. Next, we describe what functions can be performed at the edges, and how
edge computing fits in today’s cloud computing model by presenting a typical three-tier edge

Edge computing for real-time video stream analytics

M Hu, L Zhuang, D Wu, Z Huang, H Hu - Encyclopedia of Wireless …, 2020 - Springer
… into edge computing architecture design. In summary, utilization of edge computing in video
analytics can … Some special characteristics from video content or edge servers can be further …