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
相关论文
共 50 条
  • [1] Adaptive Multipath Selection-Based Markov Chain in the Heterogeneous Internet of Things
    Wu, Huan
    Wen, Xiangming
    Lu, Zhaoming
    Nie, Yao
    Huang, Shuyang
    WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2019, 2019
  • [2] Game-Based Adaptive Security in the Internet of Things for eHealth
    Hamdi, Mohamed
    Abie, Habtamu
    2014 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2014, : 920 - 925
  • [3] Assessing the Feasibility of Adaptive Security Models for the Internet of Things
    Aman, Waqas
    HUMAN ASPECTS OF INFORMATION SECURITY, PRIVACY, AND TRUST, 2016, 9750 : 201 - 211
  • [4] A Markov decision process for response adaptive designs
    Yi, Yanqing
    Wang, Xikui
    ECONOMETRICS AND STATISTICS, 2023, 25 : 125 - 133
  • [5] Managing Security Trade-offs in the Internet of Things Using Adaptive Security
    Aman, Waqas
    Snekkenes, Einar
    2015 10TH INTERNATIONAL CONFERENCE FOR INTERNET TECHNOLOGY AND SECURED TRANSACTIONS (ICITST), 2015, : 362 - 368
  • [6] Optimal Polocies Based on QoS for Adaptive Communication System with Markov Decision Process
    Wu, Yongxiang
    Hu, Shengbo
    2008 2ND INTERNATIONAL CONFERENCE ON ANTI-COUNTERFEITING, SECURITY AND IDENTIFICATION, 2008, : 114 - 119
  • [7] Optimal Policies Based on QoS for Adaptive Communication Systems with Markov Decision Process
    Li, Qianshu
    CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 1850 - 1854
  • [8] Design of Opportunistic Routing Based on Markov Decision Process
    Hao, Jun
    Jia, Xinchun
    Han, Zongyuan
    Yang, Bo
    Peng, Dengyong
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 8976 - 8981
  • [9] Threats Identification for the Smart Internet of Things in eHealth and Adaptive Security Countermeasures
    Habib, Kashif
    Leister, Wolfgang
    2015 7TH INTERNATIONAL CONFERENCE ON NEW TECHNOLOGIES, MOBILITY AND SECURITY (NTMS), 2015,
  • [10] Probabilistic modelling of deception-based security framework using markov decision process
    Haseeb, Junaid
    Malik, Saif Ur Rehman
    Mansoori, Masood
    Welch, Ian
    COMPUTERS & SECURITY, 2022, 115