Mobile edge computation offloading using game theory and reinforcement learning

S Ranadheera, S Maghsudi, E Hossain - arXiv preprint arXiv:1711.09012, 2017 - arxiv.org
Due to the ever-increasing popularity of resource-hungry and delay-constrained mobile
applications, the computation and storage capabilities of remote cloud has partially migrated …

A potential game theoretic approach to computation offloading strategy optimization in end-edge-cloud computing

Y Ding, K Li, C Liu, K Li - IEEE Transactions on Parallel and …, 2021 - ieeexplore.ieee.org
Integrating user ends (UEs), edge servers (ESs), and the cloud into end-edge-cloud
computing (EECC) can enhance the utilization of resources and improve quality of …

Two-stage computing offloading algorithm in cloud-edge collaborative scenarios based on game theory

F Xu, Y Xie, Y Sun, Z Qin, G Li, Z Zhang - Computers & Electrical …, 2022 - Elsevier
Abstract Mobile Edge Computing (MEC) enables smart mobile devices to handle
computationally intensive tasks with limited resources. By offloading tasks to the edge of the …

Edge QoE: Computation offloading with deep reinforcement learning for Internet of Things

H Lu, X He, M Du, X Ruan, Y Sun… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
In edge-enabled Internet of Things (IoT), computation offloading service is expected to offer
users with better Quality of Experience (QoE) than traditional IoT. Unfortunately, the growing …

Decentralized computation offloading and resource allocation for mobile-edge computing: A matching game approach

QV Pham, T Leanh, NH Tran, BJ Park, CS Hong - IEEE Access, 2018 - ieeexplore.ieee.org
In this paper, we propose an optimization framework of computation offloading and resource
allocation for mobile-edge computing with multiple servers. Concretely, we aim to minimize …

Game-based task offloading of multiple mobile devices with QoS in mobile edge computing systems of limited computation capacity

J Hu, K Li, C Liu, K Li - ACM Transactions on Embedded Computing …, 2020 - dl.acm.org
Mobile edge computing (MEC) is becoming a promising paradigm of providing computing
servers, like cloud computing, to Edge node. Compared to cloud servers, MECs are …

Deep Q-Learning Based Computation Offloading Strategy for Mobile Edge Computing.

Y Wei, Z Wang, D Guo, FR Yu - Computers, Materials & …, 2019 - search.ebscohost.com
To reduce the transmission latency and mitigate the backhaul burden of the centralized
cloud-based network services, the mobile edge computing (MEC) has been drawing …

Hierarchical fog-cloud computing for IoT systems: A computation offloading game

H Shah-Mansouri, VWS Wong - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
Fog computing, which provides low-latency computing services at the network edge, is an
enabler for the emerging Internet of Things (IoT) systems. In this paper, we study the …

A computation offloading method over big data for IoT-enabled cloud-edge computing

X Xu, Q Liu, Y Luo, K Peng, X Zhang, S Meng… - Future Generation …, 2019 - Elsevier
The Internet of mobile things is a burgeoning technique that generates, stores and
processes big real-time data to render rich services for mobile users. In order to mitigate …

Joint computation offloading and resource allocation under task-overflowed situations in mobile-edge computing

H Tang, H Wu, Y Zhao, R Li - IEEE Transactions on Network …, 2021 - ieeexplore.ieee.org
With the rapid development of Artificial Intelligence (AI) and Internet of Things (IoT), we have
to perform increasingly more resource-hungry and compute-intensive applications on IoT …