QoS-Aware Cloudlet Load Balancing in Wireless Metropolitan Area Networks
- 2 January 2018
- journal article
- research article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Cloud Computing
- Vol. 8 (2) , 623-634
Abstract
With advances in wireless communication technology, more and more people depend heavily on portable mobile devices for businesses, entertainments and social interactions. This poses a great challenge of building a seamless application experience across different computing platforms. A key issue is the resource limitations of mobile devices due to their portable size, however this can be overcome by remotely executing computation-intensive tasks on clusters of near by computers called cloudlets. As increasing numbers of people access the Internet via mobile devices, it is reasonable to envision in the near future that cloudlet services will be available for the public through easily accessible public wireless metropolitan area networks. In this paper we investigate how to balance the workload among multiple cloudlets in such a network to optimize mobile application performance. We introduce a novel system model to capture the response time delays of offloaded tasks and formulate an optimization problem with the aim to minimize the maximum response time among offloaded tasks. We then propose two algorithms for the problem. We finally evaluate the performance of the proposed algorithms in realistic simulation environments. The experimental results demonstrate the significant potential of the proposed algorithms in reducing response time, maximizing user experience.Keywords
This publication has 24 references indexed in Scilit:
- Efficient Algorithms for Capacitated Cloudlet PlacementsIEEE Transactions on Parallel and Distributed Systems, 2015
- Capacitated cloudlet placements in Wireless Metropolitan Area Networks2015
- Optimal Cloudlet Placement and User to Cloudlet Allocation in Wireless Metropolitan Area NetworksIEEE Transactions on Cloud Computing, 2015
- Online Algorithms for Location-Aware Task Offloading in Two-Tiered Mobile Cloud Environments2014
- VCMIA: A Novel Architecture for Integrating Vehicular Cyber-Physical Systems and Mobile Cloud ComputingMobile Networks and Applications, 2014
- Just-in-time provisioning for cyber foraging2013
- Cloudlets2012
- The case for cyber foraging2002
- Pervasive computing: vision and challengesIEEE Wireless Communications, 2001
- A genetic algorithm for the linear transportation problemIEEE Transactions on Systems, Man, and Cybernetics, 1991