Toward an intelligent edge: Wireless communication meets machine learning

G Zhu, D Liu, Y Du, C You, J Zhang… - IEEE communications …, 2020 - ieeexplore.ieee.org
… will be deployed at the edge of wireless networks. This trend has generated strong interest
in realizing an “intelligent edge” to support AI-enabled applications at various edge devices. …

Intelligent edge computing based on machine learning for smart city

Z Lv, D Chen, R Lou, Q Wang - Future Generation Computer Systems, 2021 - Elsevier
edge device is proposed. Based on the description and model construction of the distributed
task scheduling problem and machine learning… performance in intelligent edge computing, it …

Improving cognitive ability of edge intelligent IIoT through machine learning

B Chen, J Wan, Y Lan, M Imran, D Li, N Guizani - IEEE network, 2019 - ieeexplore.ieee.org
… technology to achieve intelligent IIoT. To realize novel intelligent applications of edge-enhanced
IIoT, ML methods are proposed to improve the cognitive ability of edge intelligent IIoT in …

Edge computing with artificial intelligence: A machine learning perspective

H Hua, Y Li, T Wang, N Dong, W Li, J Cao - ACM Computing Surveys, 2023 - dl.acm.org
intelligence (AI) is a kind of technology that endows the machine with certain intelligence so
that the machine … in the past decades, we mainly focus on machine learning (ML), a recently …

Machine learning at the network edge: A survey

MGS Murshed, C Murphy, D Hou, N Khan… - ACM Computing …, 2021 - dl.acm.org
… Deploying machine learning systems on such edge … where machine learning systems have
been deployed at the edge of … used in successful applications of intelligent edge systems. …

Edge intelligence: Challenges and opportunities of near-sensor machine learning applications

G Plastiras, M Terzi, C Kyrkou… - 2018 ieee 29th …, 2018 - ieeexplore.ieee.org
… We argue that edge intelligence is expected to arise in the … that stem from pushing the
intelligence to the cloud and also … and utilising the opportunities edge intelligence has to offer. …

[HTML][HTML] Edge machine learning for ai-enabled iot devices: A review

M Merenda, C Porcaro, D Iero - Sensors, 2020 - mdpi.com
intelligence on end devices using machine learning algorithms. Deploying machine learning
on such edge … that guarantee the execution of machine learning models on hardware with …

Intelligent edge: Leveraging deep imitation learning for mobile edge computation offloading

S Yu, X Chen, L Yang, D Wu… - IEEE Wireless …, 2020 - ieeexplore.ieee.org
… of machine learning algorithms at the network edge. One of the key motivations of pushing
machine learning toward the edge is … To this end, we propose an intelligent edge computation …

Reconfigurable intelligent surface assisted edge machine learning

S Huang, S Wang, R Wang, M Wen… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
… We consider an edge ML system as shown in Fig. 1, where an intelligent edge server
attached to a BS with N antennas is serving K single-antenna users, each with an ML task. The …

Emphasizing privacy and security of edge intelligence with machine learning for healthcare

S Rajendran, SK Mathivanan, P Jayagopal… - … Journal of Intelligent …, 2022 - emerald.com
… , edge and cloud with machine learning (ML) provides us with collaborative intelligence and
… of the motivation to move the learning aspects of the ML algorithm to the edges as there are …