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ICARIS
2009
Springer

Exploration of the Dendritic Cell Algorithm Using the Duration Calculus

13 years 10 months ago
Exploration of the Dendritic Cell Algorithm Using the Duration Calculus
As one of the newest members in Artificial Immune Systems (AIS), the Dendritic Cell Algorithm (DCA) has been applied to a range of problems. These applications mainly belong to the field 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 findings 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 Calculus (DC), to specify a simplified single-cell model of the DCA. Based on the DC specifications with further induction, we find 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 proces...
Feng Gu, Julie Greensmith, Uwe Aickelin
Added 26 May 2010
Updated 26 May 2010
Type Conference
Year 2009
Where ICARIS
Authors Feng Gu, Julie Greensmith, Uwe Aickelin
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