DocumentCode
3601388
Title
Offloading in Mobile Cloudlet Systems with Intermittent Connectivity
Author
Yang Zhang ; Niyato, Dusit ; Ping Wang
Author_Institution
Sch. of Comput. Eng., Nanyang Technol. Univ., Singapore, Singapore
Volume
14
Issue
12
fYear
2015
Firstpage
2516
Lastpage
2529
Abstract
The emergence of mobile cloud computing enables mobile users to offload applications to nearby mobile resource-rich devices (i.e., cloudlets) to reduce energy consumption and improve performance. However, due to mobility and cloudlet capacity, the connections between a mobile user and mobile cloudlets can be intermittent. As a result, offloading actions taken by the mobile user may fail (e.g., the user moves out of communication range of cloudlets). In this paper, we develop an optimal offloading algorithm for the mobile user in such an intermittently connected cloudlet system, considering the users´ local load and availability of cloudlets. We examine users´ mobility patterns and cloudlets´ admission control, and derive the probability of successful offloading actions analytically. We formulate and solve a Markov decision process (MDP) model to obtain an optimal policy for the mobile user with the objective to minimize the computation and offloading costs. Furthermore, we prove that the optimal policy of the MDP has a threshold structure. Subsequently, we introduce a fast algorithm for energy-constrained users to make offloading decisions. The numerical results show that the analytical form of the successful offloading probability is a good estimation in various mobility cases. Furthermore, the proposed MDP offloading algorithm for mobile users outperforms conventional baseline schemes.
Keywords
Markov processes; cloud computing; decision making; energy consumption; mobile computing; power aware computing; MDP offloading algorithm; Markov decision process model; baseline schemes; cloudlet admission control; energy consumption; energy-constrained users; intermittent connectivity; mobile cloud computing; mobile cloudlet systems; mobile resource-rich devices; mobile user; mobile users; offloading actions; offloading decisions; optimal offloading algorithm; user local load; Cloud computing; Computational modeling; Failure analysis; Heuristic algorithms; Mobile communication; Mobile handsets; Wireless communication; Markov decision process; Mobile cloud; mobility; offloading; offloading failure; threshold policy;
fLanguage
English
Journal_Title
Mobile Computing, IEEE Transactions on
Publisher
ieee
ISSN
1536-1233
Type
jour
DOI
10.1109/TMC.2015.2405539
Filename
7045578
Link To Document