Context-aware enhancement of personalization services: A method of power optimization

被引:5
|
作者
Sim, Jaemun [1 ]
Lee, Yonnim [1 ]
Kwon, Ohbyung [2 ]
机构
[1] Kyung Hee Univ, Ctr Adv Informat Technol, Seoul, South Korea
[2] Kyung Hee Univ, Sch Management, Seoul, South Korea
关键词
Context-aware system; Energy savings; Service quality; Context acquisition optimization;
D O I
10.1016/j.eswa.2014.04.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Context-aware applications, which consist of a sensor system, a reasoning system and service artifacts such as mobile devices, kiosks and robots, require data from the sensors to be queried on a continuous basis. The smaller the sensing interval and the greater the amount of service time, the more accurate the service, but the more energy is consumed. Thus, use of context-aware applications always involves a trade-off. In this paper, we propose an automatic method of optimizing the level of personalization involving the sensing cycle and service time of a personalized application. The method proposes a quadratic form of total cost curve which demonstrated that the minimum identified value is always the global optimum. This eliminates the necessity of an exhaustive search for the minimum value for all levels of personalization. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:5702 / 5709
页数:8
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