[HTML][HTML] Edge AI: a survey

R Singh, SS Gill - Internet of Things and Cyber-Physical Systems, 2023 - Elsevier
Artificial Intelligence (AI) at the edge is the utilization of AI in real-world devices. Edge AI
refers to the practice of doing AI computations near the users at the network's edge, instead …

Energy-efficient offloading for mobile edge computing in 5G heterogeneous networks

K Zhang, Y Mao, S Leng, Q Zhao, L Li, X Peng… - IEEE …, 2016 - ieeexplore.ieee.org
Mobile edge computing (MEC) is a promising paradigm to provide cloud-computing
capabilities in close proximity to mobile devices in fifth-generation (5G) networks. In this …

A survey of adaptation techniques in computation offloading

A Bhattacharya, P De - Journal of Network and Computer Applications, 2017 - Elsevier
Computation offloading is a method of saving energy and time on resource-constrained
mobile devices by executing some tasks on the cloud. A computation offloading mechanism …

Smart healthcare: RL-based task offloading scheme for edge-enable sensor networks

R Yadav, W Zhang, IA Elgendy, G Dong… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
With the wide application of Internet-of-Medical-Things (IoMTs) or sensor nodes which
equipped with sensors. These networked sensors are used to gather enormous data from …

JALAD: Joint accuracy-and latency-aware deep structure decoupling for edge-cloud execution

H Li, C Hu, J Jiang, Z Wang, Y Wen… - 2018 IEEE 24th …, 2018 - ieeexplore.ieee.org
Recent years have witnessed a rapid growth of deep-network based services and
applications. A practical and critical problem thus has emerged: how to effectively deploy the …

Resource allocation for information-centric virtualized heterogeneous networks with in-network caching and mobile edge computing

Y Zhou, FR Yu, J Chen, Y Kuo - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In order to better accommodate the dramatically increasing demand for data caching and
computing services, storage and computation capabilities should be endowed to some of …

A distributed computation offloading strategy in small-cell networks integrated with mobile edge computing

L Yang, H Zhang, X Li, H Ji… - IEEE/ACM transactions …, 2018 - ieeexplore.ieee.org
Mobile edge computing is conceived as an appealing technology to enhance cloud
computing capability of mobile devices (MDs) at the edge of the networks. Although some …

Energy-efficient distributed mobile crowd sensing: A deep learning approach

CH Liu, Z Chen, Y Zhan - IEEE Journal on Selected Areas in …, 2019 - ieeexplore.ieee.org
High-quality data collection is crucial for mobile crowd sensing (MCS) with various
applications like smart cities and emergency rescues, where various unmanned mobile …

Optimal cooperative offloading scheme for energy efficient multi-access edge computation

JH Anajemba, T Yue, C Iwendi, M Alenezi… - IEEE Access, 2020 - ieeexplore.ieee.org
The distributed cooperative offloading technique with wireless setting and power
transmission provides a possible solution to meet the requirements of next-generation Multi …

Computation offloading considering fronthaul and backhaul in small-cell networks integrated with MEC

H Zhang, J Guo, L Yang, X Li… - 2017 IEEE conference on …, 2017 - ieeexplore.ieee.org
Mobile edge computing (MEC) provides a promising way to bring enhanced computing
capabilities in proximity to user equipments (UEs). Various previous works have been done …