Opportunistic Task Scheduling over Co-Located Clouds in Mobile Environment

被引:83
|
作者
Chen, Min [1 ]
Hao, Yixue [1 ]
Lai, Chin-Feng [2 ]
Wu, Di [3 ]
Li, Yong [4 ]
Hwang, Kai [5 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Comp Sci & Technol, Wuhan 430074, Hubei, Peoples R China
[2] Natl Cheng Kung Univ, Dept Engn Sci, Tainan 701, Taiwan
[3] Sun Yat Sen Univ, Sch Data & Comp Sci, Dept Comp Sci, Guangzhou 510006, Guangdong, Peoples R China
[4] Tsinghua Univ, Dept Elect Engn, Tsinghua Natl Lab Informat Sci & Technol, Beijing 100084, Peoples R China
[5] Univ Southern Calif, Dept Elect Engn & Comp Sci, Los Angeles, CA 90089 USA
基金
中国国家自然科学基金;
关键词
Task schedule; mobile cloud computing; mobile cloudlets; allocation optimization; EXECUTION;
D O I
10.1109/TSC.2016.2589247
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the growing popularity of mobile devices, a new type of peer-to-peer communication mode for mobile cloud computing has been introduced. By applying a variety of short-range wireless communication technologies to establish connections with nearby mobile devices, we can construct a mobile cloudlet in which each mobile device can either works as a computing service provider or a service requester. Although the paradigm of mobile cloudlet is cost-efficient in handling computation-intensive tasks, the understanding of its corresponding service mode from a theoretic perspective is still in its infancy. In this paper, we first propose a new mobile cloudletassisted service mode named Opportunistic task Scheduling over Co-located Clouds (OSCC), which achieves flexible cost-delay tradeoffs between conventional remote cloud service mode and mobile cloudlets service mode. Then, we perform detailed analytic studies for OSCC mode, and solve the energy minimization problem by compromising among remote cloud mode, mobile cloudlets mode and OSCC mode. We also conduct extensive simulations to verify the effectiveness of the proposed OSCC mode, and analyze its applicability. Moreover, experimental results show that when the ratio of data size after task execution over original data size associated with the task is smaller than 1 (i.e., r < 1) and the average meeting rate of two mobile devices lambda is larger than 0: 00014, our proposed OSCC mode outperforms existing service modes.
引用
收藏
页码:549 / 561
页数:13
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