Feng Gu
Exploration of the dendritic cell algorithm with the duration calculus
Gu, Feng; Greensmith, Julie; Aickelin, Uwe
Authors
Contributors
Paul S. Andrews
Editor
Jon Timmis
Editor
Nick D.L. Owens
Editor
Uwe Aickelin
Editor
Emma Hart
Editor
Andrew Hone
Editor
Andy M. Tyrrell
Editor
Abstract
As one of the newest members in Articial Immune Systems
(AIS), the Dendritic Cell Algorithm (DCA) has been applied to a range of problems. These applications mainly belong to the eld of anomaly detection. However, real-time detection, a new challenge to anomaly detection, requires improvement on the real-time capability of the DCA.
To assess such capability, formal methods in the research of real-time systems can be employed. The ndings of the assessment can provide guideline for the future development of the algorithm. Therefore, in this paper we use an interval logic based method, named the Duration Calcu-
lus (DC), to specify a simplied single-cell model of the DCA. Based on the DC specications with further induction, we nd that each individual cell in the DCA can perform its function as a detector in real-time. Since the DCA can be seen as many such cells operating in parallel, it is potentially capable of performing real-time detection. However, the analysis process of the standard DCA constricts its real-time capability. As a result, we conclude that the analysis process of the standard DCA should be replaced by a real-time analysis component, which can perform periodic analysis for the purpose of real-time detection.
Citation
Gu, F., Greensmith, J., & Aickelin, U. (2009). Exploration of the dendritic cell algorithm with the duration calculus. In P. S. Andrews, J. Timmis, N. D. Owens, U. Aickelin, E. Hart, A. Hone, & A. M. Tyrrell (Eds.), Artificial immune systems: 8th international conference, ICARIS 2009, York, UK, August 9-12, 2009: proceedings. Springer
Publication Date | Jan 1, 2009 |
---|---|
Deposit Date | Aug 11, 2011 |
Publicly Available Date | Aug 11, 2011 |
Peer Reviewed | Peer Reviewed |
Issue | 5666 |
Series Title | Lecture notes in computer science |
Book Title | Artificial immune systems: 8th international conference, ICARIS 2009, York, UK, August 9-12, 2009: proceedings |
ISBN | 9783642032455 |
Public URL | https://nottingham-repository.worktribe.com/output/1014488 |
Publisher URL | http://www.springer.com/computer/theoretical+computer+science/book/978-3-642-03245-5 |
Additional Information | The original publication is available at www.springerlink.com |
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