scholarly journals Intelligent task migration with deep Qlearning in multi‐access edge computing

2021 ◽  
Author(s):  
Sheng‐Zhi Huang ◽  
Kun‐Yu Lin ◽  
Chin‐Lin Hu
Keyword(s):  
Edge Computing ◽  
Task Migration ◽  
Multi Access

scholarly journals A Novel Task Caching and Migration Strategy in Multi-Access Edge Computing Based on the Genetic Algorithm

2019 ◽  
Vol 11 (8) ◽  
pp. 181 ◽  
Author(s):  
Lujie Tang ◽  
Bing Tang ◽  
Linyao Kang ◽  
Li Zhang
Keyword(s):  
Genetic Algorithm ◽  
Energy Consumption ◽  
Mobile Devices ◽  
Minimum Energy ◽  
Edge Computing ◽  
Task Migration ◽  
Migration Strategy ◽  
Caching Strategy ◽  
Fine Grained ◽  
Multi Access

Multi-access edge computing (MEC) brings high-bandwidth and low-latency access to applications distributed at the edge of the network. Data transmission and exchange become faster, and the overhead of the task migration between mobile devices and edge cloud becomes smaller. In this paper, we adopt the fine-grained task migration model. At the same time, in order to further reduce the delay and energy consumption of task execution, the concept of the task cache is proposed, which involves caching the completed tasks and related data on the edge cloud. Then, we consider the limitations of the edge cloud cache capacity to study the task caching strategy and fine-grained task migration strategy on the edge cloud using the genetic algorithm (GA). Thus, we obtained the optimal mobile device task migration strategy, satisfying minimum energy consumption and the optimal cache on the edge cloud. The simulation results showed that the task caching strategy based on fine-grained migration can greatly reduce the energy consumption of mobile devices in the MEC environment.

A Transport Theoretic Approach for Computational Task Migration in Multi-Access Edge Computing

2019 ◽  
Vol 46 (10) ◽  
pp. 1061-1068
Author(s):  
Sarder Fakhrul Abedin ◽  
Md. Shirajum Munir ◽  
SeokWon Kang ◽  
Choong Seon Hong
Keyword(s):  
Edge Computing ◽  
Theoretic Approach ◽  
Task Migration ◽  
Multi Access

Evolving Multi-Access Edge Computing to Support Enhanced IoT Deployments

2019 ◽  
Vol 3 (2) ◽  
pp. 26-34 ◽  
Author(s):  
Lanfranco Zanzi ◽  
Flavio Cirillo ◽  
Vincenzo Sciancalepore ◽  
Fabio Giust ◽  
Xavier Costa-Perez ◽  
...  
Keyword(s):  
Edge Computing ◽  
Multi Access

scholarly journals Driving forces for Multi-Access Edge Computing (MEC) IoT integration in 5G

ICT Express ◽  
2021 ◽  
Author(s):  
Madhusanka Liyanage ◽  
Pawani Porambage ◽  
Aaron Yi Ding ◽  
Anshuman Kalla
Keyword(s):  
Driving Forces ◽  
Edge Computing ◽  
Multi Access
Sign in / Sign up

Export Citation Format

Share Document