[HTML][HTML] A review on edge analytics: Issues, challenges, opportunities, promises, future directions, and applications

S Nayak, R Patgiri, L Waikhom, A Ahmed - Digital Communications and …, 2022 - Elsevier
… Based on those threshold values, the edge analytics in edge devices execute some analytics
algorithm to determine whether the parameters have crossed the threshold value or not. In …

Towards Optimised Data Transport and Analytics for Edge Computing

P Lane, R Hill - arXiv preprint arXiv:1901.03054, 2019 - arxiv.org
… In this paper we have proposed a novel approach to the optimum delivery of edge-based
analytics that is tailored to be of specific relevance to SMEs and their particular challenges. We …

A serverless real-time data analytics platform for edge computing

S Nastic, T Rausch, O Scekic, S Dustdar… - IEEE Internet …, 2017 - ieeexplore.ieee.org
… In this article, we propose a unified cloud and edge data analytics platform, which extends
the notion of serverless computing to the edge and facilitates joint programmatic resource and …

Live data analytics with collaborative edge and cloud processing in wireless IoT networks

SK Sharma, X Wang - IEEE Access, 2017 - ieeexplore.ieee.org
… big data analytics, we provide various synergies and distinctions between cloud and edge
… More importantly, we identify and describe the potential key enablers for the proposed edge-…

Big data analytics approach for network core and edge applications

K Bakshi - 2016 IEEE Aerospace Conference, 2016 - ieeexplore.ieee.org
Edge and Core Analytics approaches, several interesting themes appear. The Network
Edge Analytics approach has several considerations, namely, real time nature of analytics, …

Integration of IoT, transport SDN, and edge/cloud computing for dynamic distribution of IoT analytics and efficient use of network resources

R Muñoz, R Vilalta, N Yoshikane… - Journal of Lightwave …, 2018 - opg.optica.org
… assess an edge node with cloudlet … analytics on a Close Circuit TV (CCTV) running at the
edge of the network. Specifically, in Section II we present the related work on IoT analytics and …

Gemel: Model Merging for {Memory-Efficient},{Real-Time} Video Analytics at the Edge

A Padmanabhan, N Agarwal, A Iyer… - … USENIX Symposium on …, 2023 - usenix.org
edge video analytics. Problems. Although GPU computation resources are holistically
constrained on edge … become a primary bottleneck in edge video analytics for three main reasons. …

AI-enabled IoT-edge data analytics for connected living

Z Lv, L Qiao, S Verma, Kavita - ACM Transactions on Internet …, 2021 - dl.acm.org
… that minimizes the V value in a multi-computing node edge-data center computing network.
… Given the different number of edge nodes, the V values of the objective function obtained by …

Edge computing: Challenges for real time analytics

P Verma - Acta Technica Corviniensis-Bulletin of Engineering, 2020 - search.proquest.com
… capabilities are restricted to the edge devices, gateways, routers etc. To harness the
potential of edge computing real time analytics has been introduced at the edge. Real time …

Reviewing the transformational impact of edge computing on real-time data processing and analytics

OT Modupe, AA Otitoola, OJ Oladapo… - Computer Science & IT …, 2024 - fepbl.com
edge computing on real-time data processing and analytics. By exploring the fundamentals
of edge … into how edge computing is reshaping the landscape of data analytics and enabling …