MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things

Eric Ke Wang; Tsu Yang Wu; Chien Ming Chen; Yuming Ye; Zhujin Zhang; Futai Zou

doi:10.1007/978-3-319-12286-1_40

MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things

Eric Ke Wang^*
, Tsu Yang Wu
, Chien Ming Chen
, Yuming Ye
, Zhujin Zhang
, Futai Zou

^*Corresponding author for this work

Harbin Institute of Technology Shenzhen
Shanghai Jiao Tong University

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

9 Scopus citations

Abstract

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.

Original language	English
Title of host publication	Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary
Editors	Hui Sun, Vaclav Snasel, Chun-Wei Lin, Jeng-Shyang Pan, Ajith Abraham, Ching-Yu Yang, Chun-Wei Lin
Publisher	Springer Verlag
Pages	389-397
Number of pages	9
ISBN (Electronic)	9783319122854
DOIs	https://doi.org/10.1007/978-3-319-12286-1_40
State	Published - 2015
Externally published	Yes
Event	8th International Conference on Genetic and Evolutionary Computing, ICGEC 2014 - Nanchang, China Duration: 18 Oct 2014 → 20 Oct 2014

Publication series

Name	Advances in Intelligent Systems and Computing
Volume	329
ISSN (Print)	2194-5357

Conference

Conference	8th International Conference on Genetic and Evolutionary Computing, ICGEC 2014
Country/Territory	China
City	Nanchang
Period	18/10/14 → 20/10/14

Keywords

Adaptive security
Aspect-Oriented Programming
Markov Decision Process

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10.1007/978-3-319-12286-1_40

Cite this

Wang, E. K., Wu, T. Y., Chen, C. M., Ye, Y., Zhang, Z., & Zou, F. (2015). MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things. In H. Sun, V. Snasel, C.-W. Lin, J.-S. Pan, A. Abraham, C.-Y. Yang, & C.-W. Lin (Eds.), Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary (pp. 389-397). (Advances in Intelligent Systems and Computing; Vol. 329). Springer Verlag. https://doi.org/10.1007/978-3-319-12286-1_40

Wang, Eric Ke ; Wu, Tsu Yang ; Chen, Chien Ming et al. / MDPAS : Markov Decision Process based adaptive security for sensors in Internet of things. Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary. editor / Hui Sun ; Vaclav Snasel ; Chun-Wei Lin ; Jeng-Shyang Pan ; Ajith Abraham ; Ching-Yu Yang ; Chun-Wei Lin. Springer Verlag, 2015. pp. 389-397 (Advances in Intelligent Systems and Computing).

@inproceedings{68fe488e53aa4883991594ab357282c2,

title = "MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things",

abstract = "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.",

keywords = "Adaptive security, Aspect-Oriented Programming, Markov Decision Process",

author = "Wang, \{Eric Ke\} and Wu, \{Tsu Yang\} and Chen, \{Chien Ming\} and Yuming Ye and Zhujin Zhang and Futai Zou",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2015.; 8th International Conference on Genetic and Evolutionary Computing, ICGEC 2014 ; Conference date: 18-10-2014 Through 20-10-2014",

year = "2015",

doi = "10.1007/978-3-319-12286-1\_40",

language = "英语",

series = "Advances in Intelligent Systems and Computing",

publisher = "Springer Verlag",

pages = "389--397",

editor = "Hui Sun and Vaclav Snasel and Chun-Wei Lin and Jeng-Shyang Pan and Ajith Abraham and Ching-Yu Yang and Chun-Wei Lin",

booktitle = "Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary",

address = "德国",

}

Wang, EK, Wu, TY, Chen, CM, Ye, Y, Zhang, Z & Zou, F 2015, MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things. in H Sun, V Snasel, C-W Lin, J-S Pan, A Abraham, C-Y Yang & C-W Lin (eds), Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary. Advances in Intelligent Systems and Computing, vol. 329, Springer Verlag, pp. 389-397, 8th International Conference on Genetic and Evolutionary Computing, ICGEC 2014, Nanchang, China, 18/10/14. https://doi.org/10.1007/978-3-319-12286-1_40

MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things. / Wang, Eric Ke; Wu, Tsu Yang; Chen, Chien Ming et al.
Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary. ed. / Hui Sun; Vaclav Snasel; Chun-Wei Lin; Jeng-Shyang Pan; Ajith Abraham; Ching-Yu Yang; Chun-Wei Lin. Springer Verlag, 2015. p. 389-397 (Advances in Intelligent Systems and Computing; Vol. 329).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - MDPAS

T2 - 8th International Conference on Genetic and Evolutionary Computing, ICGEC 2014

AU - Wang, Eric Ke

AU - Wu, Tsu Yang

AU - Chen, Chien Ming

AU - Ye, Yuming

AU - Zhang, Zhujin

AU - Zou, Futai

N1 - Publisher Copyright: © Springer International Publishing Switzerland 2015.

PY - 2015

Y1 - 2015

N2 - 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.

AB - 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.

KW - Adaptive security

KW - Aspect-Oriented Programming

KW - Markov Decision Process

UR - https://www.scopus.com/pages/publications/84910630753

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A2 - Sun, Hui

A2 - Snasel, Vaclav

A2 - Lin, Chun-Wei

A2 - Pan, Jeng-Shyang

A2 - Abraham, Ajith

A2 - Yang, Ching-Yu

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PB - Springer Verlag

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Wang EK, Wu TY, Chen CM, Ye Y, Zhang Z, Zou F. MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things. In Sun H, Snasel V, Lin CW, Pan JS, Abraham A, Yang CY, Lin CW, editors, Genetic and Evolutionary Computing - Proceeding of the Eighth International Conference on Genetic and Evolutionary. Springer Verlag. 2015. p. 389-397. (Advances in Intelligent Systems and Computing). doi: 10.1007/978-3-319-12286-1_40

MDPAS: Markov Decision Process based adaptive security for sensors in Internet of things

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Keywords

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