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
Recent years have witnessed the widespread popularity of Internet of things (IoT). By
providing sufficient data for model training and inference, IoT has promoted the development …

Machine learning meets computation and communication control in evolving edge and cloud: Challenges and future perspective

TK Rodrigues, K Suto, H Nishiyama… - … Surveys & Tutorials, 2019 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) is considered an essential future service for the
implementation of 5G networks and the Internet of Things, as it is the best method of …

Time-varying convex optimization: Time-structured algorithms and applications

A Simonetto, E Dall'Anese, S Paternain… - Proceedings of the …, 2020 - ieeexplore.ieee.org
Optimization underpins many of the challenges that science and technology face on a daily
basis. Recent years have witnessed a major shift from traditional optimization paradigms …

A survey of privacy-preserving offloading methods in mobile-edge computing

T Li, X He, S Jiang, J Liu - Journal of Network and Computer Applications, 2022 - Elsevier
By moving computing resources to the network logical edge, mobile edge computing is
promising for providing low-latency computing services to mobile users, and task offloading …

Denial of service attacks in edge computing layers: Taxonomy, vulnerabilities, threats and solutions

R Uddin, SAP Kumar, V Chamola - Ad Hoc Networks, 2024 - Elsevier
Edge computing has emerged as the dominant communication technology connecting IoT
and cloud, offering reduced latency and harnessing the potential of edge devices. However …

Energy efficient secure computation offloading in NOMA-based mMTC networks for IoT

S Han, X Xu, S Fang, Y Sun, Y Cao… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
In the era of Internet of Everything, massive connectivity and various demands of latency for
Internet of Things (IoT) devices will be supported by the massive machine type …

Systematic review on security and privacy requirements in edge computing: State of the art and future research opportunities

M Yahuza, MYIB Idris, AWBA Wahab, ATS Ho… - IEEE …, 2020 - ieeexplore.ieee.org
Edge computing is a promising paradigm that enhances the capabilities of cloud computing.
In order to continue patronizing the computing services, it is essential to conserve a good …

Learning and management for Internet of Things: Accounting for adaptivity and scalability

T Chen, S Barbarossa, X Wang… - Proceedings of the …, 2019 - ieeexplore.ieee.org
Internet of Things (IoT) envisions an intelligent infrastructure of networked smart devices
offering task-specific monitoring and control services. The unique features of IoT include …

Detection and prevention of DDoS attacks on edge computing of IoT devices through reinforcement learning

A Kumar, D Singh - International Journal of Information Technology, 2024 - Springer
The limited resource and computation capacity of an IoT device always being a target vector
for intruders to use to steal sensitive data from the device. Computational problems were …

Intelligent jamming defense using DNN Stackelberg game in sensor edge cloud

J Liu, X Wang, S Shen, Z Fang, S Yu… - IEEE Internet of …, 2021 - ieeexplore.ieee.org
To ensure an accurate power allocation against increasing intelligent jamming attacks on
the offloading link of computation tasks, we investigate interactions between a cluster head …