A new approach and system for attentive mobile learning based on seamless migration

被引:142
|
作者
Zhang, De-gan [1 ,2 ]
机构
[1] Tianjin Univ Technol, Minist Educ, Key Lab Comp Vis & Syst, Tianjin 300191, Peoples R China
[2] Calif State Univ Chico, Dept Comp Sci, Chico, CA 95929 USA
基金
中国国家自然科学基金;
关键词
Seamless mobility; Pervasive computing; Mobile learning; Web-based migration; Attentive; Fuzzy neural; SETS;
D O I
10.1007/s10489-010-0245-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Seamless migration is one of pervasive computing applications. The function of seamless mobility is suitable for mobile services such as mobile Web-based learning. In this paper, we propose an approach that supports an attentive mobile learning paradigm. This mobile learning dynamically follows the user from place to place and machine to machine without user's awareness or intervention by active service. This capability can be obtained by component-based smart system and agent-based migrating mechanism. To demonstrate the approach, the theoretical background of fuzzy-neural network for attentive service will be explained. The proposed fusion decision method is based on fuzzy-neural network which can make the input signal data to fuse better. Using online tuning, the fusion processing can be accelerated and the fusion belief degree can be improved. Description of mobile learning task and migrating granularity of the task is suggested. The design of the seamless migration mechanism is introduced. This includes solving several important sub-problems, such as transferring delay, transferring failure, and residual computation dependency. Our implemented system for attentive mobile learning based on seamless migration is presented. The validity comparison and evaluation of this kind of mobile learning paradigm is shown by experimental demos. This suggested attentive mobile learning paradigm based on seamless migration is useful and convenient to mobile learners.
引用
收藏
页码:75 / 89
页数:15
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