Residential College | false |
Status | 已發表Published |
Detection resource allocation scheme for two-layer cooperative IDSs in smart grids | |
Xia, Zhuoqun1; Tan, Jingjing1; Gu, Ke1; Jia, Wei Jia2 | |
2020-09-28 | |
Source Publication | Journal of Parallel and Distributed Computing |
ISSN | 0743-7315 |
Volume | 147Pages:236-247 |
Abstract | Although some existing collaborative intrusion detection schemes can increase the detection performance by dynamically allocating detection resources in smart grids, these related works fail to consider the optimization of resource allocation between IDSs under the condition of resource restriction. In this paper, considering the effect of resource restriction, we propose a resource allocation scheme for two-layer collaborative IDSs based on sharing strategies in smart grids. In the first layer of our scheme, we model the interaction between the IDSs and the attackers through a stochastic game based on sharing strategies, where we provide each IDS with two different options for its strategy updating at each stage in the stochastic game. Then the resource updating strategies of the IDSs are obtained through this proposed model. Further, in the second layer we quantify the effect of detection resource restriction, and we propose a resource allocation method under the condition of detection resource restriction, where each IDS can obtain its detection resources according to the results generated by our proposed stochastic game. Based on our experimental analysis, compared with other resource allocation schemes, our proposed scheme can more quickly achieve the Nash equilibrium between the IDSs and the attackers to make the IDSs obtain more rewards, and then can more rationally promote the IDSs to update their detection resources so that the IDSs obtain the optimal detection strategies under the condition of resource restriction. Our proposed scheme can achieve effective detection resource allocation between IDSs for the security of neighborhood area network in smart grids. |
Keyword | Intrusion Detection System Resource Allocation Sharing Strategy Smart Grids |
DOI | 10.1016/j.jpdc.2020.09.011 |
URL | View the original |
Indexed By | SCIE |
Language | 英語English |
WOS Research Area | Computer Science |
WOS Subject | Computer Science, Theory & Methods |
WOS ID | WOS:000585913800019 |
Publisher | ACADEMIC PRESS INC ELSEVIER SCIENCE525 B ST, STE 1900, SAN DIEGO, CA 92101-4495 |
Scopus ID | 2-s2.0-85092335087 |
Fulltext Access | |
Citation statistics | |
Document Type | Journal article |
Collection | DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE Faculty of Science and Technology |
Corresponding Author | Gu, Ke |
Affiliation | 1.School of Computer and Communication Engineering, Changsha University of Science and Technology, Changsha, 410114, China 2.Department of Computer and Information Science, University of Macau, Taipa, Macao |
Recommended Citation GB/T 7714 | Xia, Zhuoqun,Tan, Jingjing,Gu, Ke,et al. Detection resource allocation scheme for two-layer cooperative IDSs in smart grids[J]. Journal of Parallel and Distributed Computing, 2020, 147, 236-247. |
APA | Xia, Zhuoqun., Tan, Jingjing., Gu, Ke., & Jia, Wei Jia (2020). Detection resource allocation scheme for two-layer cooperative IDSs in smart grids. Journal of Parallel and Distributed Computing, 147, 236-247. |
MLA | Xia, Zhuoqun,et al."Detection resource allocation scheme for two-layer cooperative IDSs in smart grids".Journal of Parallel and Distributed Computing 147(2020):236-247. |
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