Immunising automated teller machines

Modupe Ayara*, Jon Timmis, Rogério De Lemos, Simon Forrest

*Awdur cyfatebol y gwaith hwn

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

9 Dyfyniadau(SciVal)

Crynodeb

This paper presents an immune-inspired adaptable error detection (AED) framework for Automated Teller Machines (ATMs). This framework two levels, one level is local to a single ATM, while the other is a network-wide adaptable error detection. It employs ideas from vaccination, and adaptability analogies of the immune system. For discriminating between normal and erroneous states, an immune inspired one-class supervised algorithm was employed, which supports continual learning and adaptation. The effectiveness of the local AED was confirmed by its ability of detecting potential failures on an average 3 hours before the actual occurrence. This is an encouraging result in terms of availability, since measures can be devised for reducing the downtime of ATMs.

Iaith wreiddiolSaesneg
TeitlArtificial Immune Systems
Is-deitl4th International Conference, ICARIS 2005, Banff, Alberta, Canada, August 14-17, 2005, Proceedings
CyhoeddwrSpringer Nature
Tudalennau404-417
Nifer y tudalennau14
Cyfrol3627
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 2005
Digwyddiad4th International Conference on Artificial Immune Systems, ICARIS 2005 - Banff, Alta., Canada
Hyd: 14 Awst 200517 Awst 2005

Cyfres gyhoeddiadau

EnwLecture Notes in Computer Science
CyhoeddwrSpringer Nature
ISSN (Argraffiad)0302-9743

Cynhadledd

Cynhadledd4th International Conference on Artificial Immune Systems, ICARIS 2005
Gwlad/TiriogaethCanada
DinasBanff, Alta.
Cyfnod14 Awst 200517 Awst 2005

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