Deep reinforcement learning for online computation offloading in wireless powered mobile-edge computing networks

L Huang, S Bi, YJA Zhang - IEEE Transactions on Mobile …, 2019 - ieeexplore.ieee.org
Wireless powered mobile-edge computing (MEC) has recently emerged as a promising
paradigm to enhance the data processing capability of low-power networks, such as …

[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 …

Optimal resource allocation for wireless powered mobile edge computing with dynamic task arrivals

F Wang, H Xing, J Xu - ICC 2019-2019 IEEE International …, 2019 - ieeexplore.ieee.org
This paper considers a wireless powered multiuser mobile edge computing (MEC) system,
where a multi-antenna access point (AP) employs the radio-frequency (RF) signal based …

Optimal multi-user computation offloading strategy for wireless powered sensor networks

L Wang, H Shao, J Li, X Wen, Z Lu - IEEE Access, 2020 - ieeexplore.ieee.org
Wireless sensors network (WSN) is widely used for environmental monitoring, surveillance,
healthcare, and security services. One of the most critical challenges that WSN facing is the …

Computation scheduling for wireless powered mobile edge computing networks

T Zhu, J Li, Z Cai, Y Li, H Gao - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) and Wireless Power Transfer (WPT) are envisioned as two
promising techniques to satisfy the increasing energy and computation requirements of …

Augmented deep reinforcement learning for online energy minimization of wireless powered mobile edge computing

X Chen, W Dai, W Ni, X Wang, S Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Mobile edge computing (MEC) offers an opportunity for devices relying on wireless power
transfer (WPT), to accomplish computationally demanding tasks. Such WPT-powered MEC …

Dynamic multi-user computation offloading for wireless powered mobile edge computing

C Li, J Tang, Y Luo - Journal of Network and Computer Applications, 2019 - Elsevier
The combination of mobile edge computing (MEC) and wireless energy transfer (WET) has
been recognized as a prominent solution to liberate massive wireless devices from limited …

Reinforcement learning for intelligent online computation offloading in wireless powered edge networks

E Mustafa, J Shuja, K Bilal, S Mustafa, T Maqsood… - Cluster …, 2023 - Springer
The method of charging mobile devices with wireless power transfer (WPT) from the base
station (BS) integrated with mobile edge computing (MEC) increases the potential of MEC …

Computation rate maximization for wireless powered mobile edge computing

F Wang - 2017 23rd Asia-Pacific Conference on …, 2017 - ieeexplore.ieee.org
Integrating mobile edge computing (MEC) and wireless power transfer (WPT) has been
regarded as a promising technique to improve computation capabilities for self-sustainable …

Partial offloading in energy harvested mobile edge computing: A direct search approach

A Mahmood, A Ahmed, M Naeem, Y Hong - IEEE Access, 2020 - ieeexplore.ieee.org
In the next generation wireless communication paradigm, the number of devices are
expected to increase exponentially after the concept of Internet of Things (IoT). These …