Joint task offloading and service placement for mobile edge computing: An online two-timescale approach

X Li, X Zhang, T Huang - IEEE Transactions on Cloud …, 2023 - ieeexplore.ieee.org
As a new computing paradigm, mobile edge computing (MEC) pushes the centralized cloud
resources close to the edge network, which significantly reduces the pressure of the …

Parallel scheduling of large-scale tasks for industrial cloud–edge collaboration

Y Laili, F Guo, L Ren, X Li, Y Li… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Industrial Internet of Things is moving toward an intelligent level with large-scale
collaborative cloud and edge resources, making it possible for online supervision, fast …

Practice of Alibaba cloud on elastic resource provisioning for large‐scale microservices cluster

M Xu, L Yang, Y Wang, C Gao, L Wen… - Software: Practice …, 2024 - Wiley Online Library
Cloud‐native architecture is becoming increasingly crucial for today's cloud computing
environments due to the need for speed and flexibility in developing applications. It utilizes …

Service-oriented industrial internet of things gateway for cloud manufacturing

C Liu, Z Su, X Xu, Y Lu - Robotics and Computer-Integrated Manufacturing, 2022 - Elsevier
Cloud manufacturing represents a service-oriented manufacturing paradigm that allows
ubiquitous and on-demand access to various customisable manufacturing services in the …

Personalized privacy-aware task offloading for edge-cloud-assisted industrial internet of things in automated manufacturing

D Wei, N Xi, X Ma, M Shojafar… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Industrial Internet of Things (IIoT) devices are widely used for monitoring and controlling the
process of automated manufacturing. Owing to the limited computing capacity of the IIoT …

Cloud–edge collaboration task scheduling in cloud manufacturing: An attention-based deep reinforcement learning approach

Z Chen, L Zhang, X Wang, K Wang - Computers & Industrial Engineering, 2023 - Elsevier
Abstract Cloud Manufacturing (CMfg), as a service-oriented manufacturing mode, aims to
provide consumers on-demand manufacturing services. The CMfg platform requires task …

Interference-aware online multicomponent service placement in edge cloud networks and its ai application

P Han, Y Liu, L Guo - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Edge computing that utilizes ubiquitous edge devices locating in close proximity to users is
powerful for providing Quality of Service guaranteed computation offloading services …

Deep-green: a dispersed energy-efficiency computing paradigm for green industrial IoT

N Hu, Z Tian, X Du, N Guizani… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The rapid development of the Industrial Internet of Things (IIoT) has led to the explosive
growth of industrial control data. Cloud computing-based industrial control models cause …

Workflow scheduling in serverless edge computing for the industrial internet of things: A learning approach

R Xie, D Gu, Q Tang, T Huang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Serverless edge computing is seen as a promising enabler to execute differentiated
Industrial Internet of Things (IIoT) applications without managing the underlying servers and …

Microservice deployment in edge computing based on deep Q learning

W Lv, Q Wang, P Yang, Y Ding, B Yi… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The microservice deployment strategy is promising in reducing the overall service response
time in the microservice-oriented edge computing platform. However, existing works ignore …