MDPAS: Markov Decision Process Based Adaptive Security for Sensors in Internet of Things

被引:6
|
作者
Wang, Eric Ke [1 ]
Wu, Tsu-Yang [1 ]
Chen, Chien-Ming [1 ]
Ye, Yuming [1 ]
Zhang, Zhujin [1 ]
Zou, Futai [2 ]
机构
[1] Harbin Inst Technol, Shenzhen Grad Sch, Shenzhen Key Lab Internet Informat Collaborat, Harbin, Heilongjiang, Peoples R China
[2] Shanghai Jiao Tong Univ, Sch Informat Secur Engn, Shanghai, Minhang, Peoples R China
来源
GENETIC AND EVOLUTIONARY COMPUTING | 2015年 / 329卷
关键词
Adaptive security; Markov Decision Process; Aspect-Oriented Programming; NETWORKS; SYSTEMS;
D O I
10.1007/978-3-319-12286-1_40
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays chipped based sensors and RFID tags are widely employed in Internet of Things; however, for those devices, effective and flexible security mechanisms lack. In this paper we study the security requirement and propose an adaptive security framework for sensors in Internet of things, which provides dynamic confidentiality, authenticity and integrity in the networks with relative suitable overhead by context aware computing, decision making and dynamic enforcement of policies. We employ Markov Decision Process to make the decisions of security actions and adopt aspect-oriented programming technique to enforce the security policies dynamically in the working networks. We made simulations of our framework, and the performance is encouraging.
引用
收藏
页码:389 / 397
页数:9
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