Chemical detection using the receptor density algorithm

James A. Hilder*, Nick D.L. Owens, Mark J. Neal, Peter J. Hickey, Stuart N. Cairns, David P.A. Kilgour, Jon Timmis, Andy M. Tyrrell

*Awdur cyfatebol y gwaith hwn

Allbwn ymchwil: Cyfraniad at gyfnodolynErthygladolygiad gan gymheiriaid

17 Dyfyniadau(SciVal)


This paper describes the application of the receptor density algorithm, an artificial immune system, as used to detect chemicals from data provided by various spectrometers. The system creates chemical signatures which are matched to a library of known chemicals, allowing the positive identification of hazardous substances. The performance of the system is tested against a publicly available mass-spectrometry dataset, against which it has previously been demonstrated as an effective anomaly detection algorithm. An autonomous chemical-detection device is then discussed, in which the algorithm is running on hardware embedded in a Pioneer robot carrying a portable chemical agent monitor.

Iaith wreiddiolSaesneg
Rhif yr erthygl6392458
Tudalennau (o-i)1730-1741
Nifer y tudalennau12
CyfnodolynIEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews)
Rhif cyhoeddi6
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - Tach 2012

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