A survey on computation offloading in edge systems: From the perspective of deep reinforcement learning approaches

P Peng, W Lin, W Wu, H Zhang, S Peng, Q Wu… - Computer Science …, 2024 - Elsevier
Driven by the demand of time-sensitive and data-intensive applications, edge computing
has attracted wide attention as one of the cornerstones of modern service architectures. An …

Meeting the requirements of internet of things: The promise of edge computing

A Hazra, A Kalita, M Gurusamy - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Over the last few decades, Internet of Things (IoT) has become the spotlight area of research
within the Industries and Academics. Primarily, IoT devices are characterized by small and …

Location-aware and delay-minimizing task offloading in vehicular edge computing networks

Y Xia, H Zhang, X Zhou, D Yuan - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Vehicular edge computing (VEC) has been reported as a new computation paradigm to
meet the low-latency requirement in vehicular networks. In this article, we study a novel …

Heterogeneous edge service deployment for cyber physical social intelligence in internet of vehicles

K Meng, Z Liu, X Xu, X Xia, H Tian… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cyber Physical Social Intelligence (CPSI) integrates the social intelligence and cyber-
physical systems, enabling machines to better interact and respond to human social …

[HTML][HTML] Reinforcement learning-based computation offloading in edge computing: Principles, methods, challenges

Z Luo, X Dai - Alexandria Engineering Journal, 2024 - Elsevier
With the rapid development of mobile communication technologies and Internet of Things
(IoT) devices, Multi-Access Edge Computing (MEC) has become one of the most potential …

Mobility and dependency-aware task offloading for intelligent assisted driving in vehicular edge computing networks

Y Li, C Yang, X Chen, Y Liu - Vehicular Communications, 2024 - Elsevier
Intelligent assisted driving is an important application in vehicular edge computing networks
(VECNs). In the intelligent transportation system (ITS), a group of moving vehicle users need …

Joint service request scheduling and container retention in serverless edge computing for vehicle-infrastructure collaboration

S Hu, Z Qu, B Tang, B Ye, G Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Lightweight and layered structure containers in serverless edge computing (SEC) provide
flexible service configurations and computing for vehicles with diverse service requests in …

Mobility-aware cooperative service caching for mobile augmented reality services in mobile edge computing

Q Fan, W Zhang, C Ling, R Yadav… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Mobile edge computing (MEC) plays a significant role in reducing network delay for Mobile
Augmented Reality (MAR) services by caching these services close to the User Equipments …

Online task offloading algorithm based on multi-objective optimization caching strategy

M Xie, X Su, H Sun, G Zhang - Computer Networks, 2024 - Elsevier
Within the realm of Mobile Edge Computing (MEC), task offloading has consistently
garnered significant attention. Within the context of intricate caching environments and multi …

An approximation algorithm for joint data uploading and task offloading in IoV

H Ren, K Liu, C Liu, G Yan, Y Li - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper investigates cooperative data uploading and task offloading in heterogeneous
Internet of Vehicles (IoV). Specifically, considering the characteristics that different tasks may …