An improved DDPG-based privacy sensitive level protection computation offloading method in mobile edge computing

H Zhang, L Cao, N Kumar, J Zhang, P Zhang… - Future Generation …, 2024 - Elsevier
With the development of fifth-generation mobile communication technology and artificial
intelligence, resource-intensive applications on mobile terminal devices process tasks by …

Novel Privacy Awareness Task Offloading Approach Based On Privacy Entropy

DG Zhang, HZ An, J Zhang, T Zhang… - … on Network and …, 2024 - ieeexplore.ieee.org
Mobile edge computing provides the possibility for efficient use of mobile devices, but the
disclosure of user privacy is still a huge hidden danger. In order to solve the problem of user …

DRL-based optimization of privacy protection and computation performance in MEC computation offloading

Z Gao, G Wu, Y Shen, H Zhang… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
The emergence of mobile edge computing (MEC) imposes an unprecedented pressure on
privacy protection, although it helps the improvement of computation performance including …

Privacy‐preserving task offloading in mobile edge computing: A deep reinforcement learning approach

F Xia, Y Chen, J Huang - Software: Practice and Experience, 2024 - Wiley Online Library
As machine learning (ML) technologies continue to evolve, there is an increasing demand
for data. Mobile crowd sensing (MCS) can motivate more users in the data collection …

Privacy‐Aware Online Task Offloading for Mobile‐Edge Computing

D Zhu, T Li, H Liu, J Sun, L Geng… - … and Mobile Computing, 2021 - Wiley Online Library
Mobile edge computing (MEC) has been envisaged as one of the most promising
technologies in the fifth generation (5G) mobile networks. It allows mobile devices to offload …

DPRL: Task offloading strategy based on differential privacy and reinforcement learning in edge computing

P Zhang, P Gan, L Chang, W Wen, M Selvi… - IEEE …, 2022 - ieeexplore.ieee.org
Mobile edge computing has been widely used in various IoT devices due to its excellent
computing power and good interaction speed. Task offloading is the core of mobile edge …

Towards online privacy-preserving computation offloading in mobile edge computing

X Pang, Z Wang, J Li, R Zhou, J Ren… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) is a new paradigm where mobile users can offload
computation tasks to the nearby MEC server to reduce their resource consumption. Some …

Privacy-aware online task offloading for mobile-edge computing

T Li, H Liu, J Liang, H Zhang, L Geng, Y Liu - Wireless Algorithms, Systems …, 2020 - Springer
Mobile-edge computing (MEC) has great advantages in reducing latency and energy
consumption, where mobile devices (MDs) can offload their computation-demanding and …

[HTML][HTML] Safe-Learning-Based Location-Privacy-Preserved Task Offloading in Mobile Edge Computing

M Min, Z Liu, J Duan, P Zhang, S Li - Electronics, 2023 - mdpi.com
Mobile edge computing (MEC) integration with 5G/6G technologies is an essential direction
in mobile communications and computing. However, it is crucial to be aware of the potential …

A privacy-aware computation offloading method based on Lyapunov optimization

X ZHAO, J PENG, W YOU - 电子与信息学报, 2020 - jeit.ac.cn
The decision on computation offloading to Mobile Edge Computing (MEC) may expose
user's characteristics and cause the user to be locked. A privacy-aware computation …