Deep Neural Networks meet computation offloading in mobile edge networks: Applications, taxonomy, and open issues

E Mustafa, J Shuja, F Rehman, A Riaz, M Maray… - Journal of Network and …, 2024 - Elsevier
Abstract Mobile Edge Computing (MEC) is a modern paradigm that involves moving
computing and storage resources closer to the network edge, reducing latency, and …

DRL-based computation rate maximization for wireless powered multi-AP edge computing

S Zhang, S Bao, K Chi, K Yu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
In the ongoing 5G and upcoming 6G eras, the intelligent Internet of Things (IoT) network will
take increasingly important responsibility for industrial production, daily life and so on. The …

Multi-compression scale DNN inference acceleration based on cloud-edge-end collaboration

H Qi, F Ren, L Wang, P Jiang, S Wan… - ACM Transactions on …, 2024 - dl.acm.org
Edge intelligence has emerged as a promising paradigm to accelerate DNN inference by
model partitioning, which is particularly useful for intelligent scenarios that demand high …

[PDF][PDF] Wireless Power Assisted Computation Offloading in Mobile Edge Computing: A Deep Reinforcement Learning Approach

M Maray, E Mustafa, J Shuja - HUMAN-CENTRIC COMPUTING …, 2024 - researchgate.net
One of the missions of mobile edge computing (MEC) is to develop innovative applications
in closer proximity while preserving latency constraints. Integration of MEC with the …

Computation Time Minimized Offloading in NOMA-enabled Wireless Powered Mobile Edge Computing

W Chen, X Wei, K Chi, K Yu, A Tolba… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Wireless powered mobile edge computing (WP-MEC), which combines mobile edge
computing (MEC) and wireless power transfer (WPT), is a promising paradigm for coping …

[HTML][HTML] Computational rate maximization for SWIPT-based mobile edge computing with alternative optimization algorithm

B Fang, X Chen, B Huang - Internet of Things, 2023 - Elsevier
With the rapid integration of Intelligent Computing and Internet of Things technology (IoT), Iot
sensor network devices are expected not only gather signal but also handle data computing …

Lyapunov-Based Computation Rate Maximization for Wireless Powered Edge Computing

S Bao, S Zhang, K Chi, X Chen… - 2023 19th International …, 2023 - ieeexplore.ieee.org
In recent years, wireless powered mobile edge computing (WP-MEC) is one of solutions to
the problem of insufficient computing power and battery capacity of current edge devices …

[HTML][HTML] ArticlesWireless Power Assisted Computation Offloading in Mobile Edge Computing: A Deep Reinforcement Learning Approach

M Maray, E Mustafa, J Shuja - hcisj.com
One of the missions of mobile edge computing (MEC) is to develop innovative applications
in closer proximity while preserving latency constraints. Integration of MEC with the …