Title :
Heuristic offloading of concurrent tasks for computation-intensive applications in mobile cloud computing
Author :
Jia, Mingming ; Jiannong Cao ; Lei Yang
Author_Institution :
Dept. of Comput., Hong Kong Polytech. Univ., Hong Kong, China
fDate :
April 27 2014-May 2 2014
Abstract :
Mobile applications are becoming increasingly computation-intensive, while the computing capacity of mobile devices is limited. A powerful way to reduce completion time of an application is to offload tasks to the cloud for execution. However, online offloading an application with general taskgraph is a difficult task. In this paper we present an online task offloading algorithm that minimizes the completion time of the application on the mobile device. We take cloud service time into account when making an offloading decision and we consider general taskgraphs for offloading. In our algorithm, for sequential tasks (i.e., line topology taskgraphs) we find the optimal offloading of tasks to the cloud. For concurrent tasks (i.e., general topology taskgraphs) we use a load-balancing heuristic to offload tasks to the cloud, such that the parallelism between the mobile and the cloud is maximized. Simulation results show that our algorithm has a performance of at least 85% of the optimal solution, and is significantly better than other existing algorithms.
Keywords :
cloud computing; directed graphs; minimisation; mobile computing; resource allocation; cloud service time; completion time minimization; computation-intensive applications; concurrent tasks; general topology taskgraphs; heuristic offloading; line topology taskgraphs; load-balancing heuristic; mobile applications; mobile cloud computing; mobile devices; offloading decision making; online task offloading; optimal offloading; Bandwidth; Cloud computing; Data communication; Mobile communication; Mobile handsets; Parallel processing; Topology;
Conference_Titel :
Computer Communications Workshops (INFOCOM WKSHPS), 2014 IEEE Conference on
Conference_Location :
Toronto, ON
DOI :
10.1109/INFCOMW.2014.6849257