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Joint optimisation for time consumption and energy consumption of multiāapplication and load balancing of cloudlets in mobile edge computing
- Source :
- IET Cyber-Physical Systems (2020)
- Publication Year :
- 2020
- Publisher :
- Institution of Engineering and Technology (IET), 2020.
-
Abstract
- Mobile edge computing (MEC) is an effective assistant technology that can overcome some defects of cloud computing. For the sake of alleviating the clashes between the capability constraint of cloudlets and the needs of mobile devices (MDs) for reducing executing latency as well as decreasing the power consumption of MDs, a user-oriented use case in the MEC named computation offloading is taken into consideration. Computation offloading is capable of effectively making the MEC adapt to the resources of cloudlets and MDs in different environments, and it is very beneficial to the development of the internet of things. Owing to the finite computation capabilities of the MDs and the resources of cloudlets are heterogeneous and limited; a three-objective model is established to optimise the time consumption, and the energy consumption of MDs as well as the load balancing of cloudlets jointly. Technically, the authors propose an effective multi-user multi-application computation offloading method in the multi-cloudlet environment on the basis of improved non-dominated sorting genetic algorithm III. Finally, comprehensive experiments and analysis were conducted to validate the effectiveness and efficiency of the proposed method.
- Subjects :
- lcsh:Computer engineering. Computer hardware
multiuser multiapplication computation offloading method
Computer Networks and Communications
Computer science
mobile computing
power aware computing
Distributed computing
mec
Mobile computing
resource allocation
lcsh:TK7885-7895
Cloud computing
lcsh:QA75.5-76.95
genetic algorithms
mobile devices
Artificial Intelligence
energy consumption
Genetic algorithm
Computation offloading
Electrical and Electronic Engineering
Mobile edge computing
user-oriented use case
business.industry
md
finite computation capabilities
cloud computing
power consumption
Energy consumption
Load balancing (computing)
multicloudlet environment
Computer Science Applications
effective assistant technology
mobile edge computing
lcsh:Electronic computers. Computer science
business
Mobile device
joint optimisation
Information Systems
Subjects
Details
- ISSN :
- 23983396
- Volume :
- 5
- Database :
- OpenAIRE
- Journal :
- IET Cyber-Physical Systems: Theory & Applications
- Accession number :
- edsair.doi.dedup.....edb687220046730c5907702440870a11