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author:

Cai, Zhiming (Cai, Zhiming.) [1] | Chen, Chongcheng (Chen, Chongcheng.) [2] (Scholars:陈崇成)

Indexed by:

EI Scopus

Abstract:

Mobile cloud computing, which comes up in recent years, is a new computing paradigm. In mobile cloud, mobile users can access and schedule the resources or services in remote clouds via wireless networks, which we call mobile cloud task scheduling. They even can build mobile micro-cloud (MuCloud) with mobile device to provide lightweight service. However, unreliable wireless connection and dynamic join and quit of MuCloud make task scheduling in mobile cloud face more challenges than in wired cloud. Moreover, from both the users and service providers' perspective, task scheduling is a multi-objective optimization problem. Small makespan and load balancing are pursued by mobile users and cloud service providers respectively. In this paper, we advance a demand-driven task scheduling model and introduce an estimate method to predict warranty complete time of tasks in wireless network. An improved genetic algorithm using 2D chromosome (2DCGA) is presented to tackle multi-objective task scheduling. Simulation experiments show: 1) compared with Markov model, our estimate method has higher accuracy of prediction and more reasonable prediction results of probability of task scheduling failure; 2) 2DCGA has good performance for task scheduling. When compared with IGA, it has smaller makespan and lower deviation of load; 3) objective priority can be adjusted exactly by weights of fitness functions. It makes 2DCGA suitable for multi-objective optimization. © 2014 IEEE.

Keyword:

Chromosomes Forecasting Genetic algorithms Markov processes Mobile cloud computing Multiobjective optimization Multitasking Scheduling algorithms Wireless networks

Community:

  • [ 1 ] [Cai, Zhiming]Spatial Information Research Center of Fujian, Fuzhou University, Key Lab of Spatial Data Mining and Information Sharing of Ministry of Education, Fuzhou; 350002, China
  • [ 2 ] [Chen, Chongcheng]Spatial Information Research Center of Fujian, Fuzhou University, Key Lab of Spatial Data Mining and Information Sharing of Ministry of Education, Fuzhou; 350002, China

Reprint 's Address:

  • 陈崇成

    [chen, chongcheng]spatial information research center of fujian, fuzhou university, key lab of spatial data mining and information sharing of ministry of education, fuzhou; 350002, china

Email:

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Year: 2014

Page: 539-545

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 9

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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