Modeling of hybrid railway electric vehicle safety control system using artificial immune systems
Konferenz: VDE-Kongress 2010 - E-Mobility: Technologien - Infrastruktur - Märkte
08.11.2010 - 09.11.2010 in Leipzig, Deutschland
Tagungsband: VDE-Kongress 2010
Seiten: 5Sprache: EnglischTyp: PDF
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Autoren:
Mor-Yaroslavtsev, A.; Levchenkov, A.; Ribickis, L. (Institute of Industrial Electronics and Electrotechnology, Riga Technical University, Riga, Latvia)
Inhalt:
Objective of this paper is to examine the principles of biological and artificial immune systems and to design a generic scheme of the safety-driven control system for electric vehicles’ drives and brakes. The authors investigate the principles of AIS, the shape-space concept to represent the input data, solutions population adaptation algorithms, and the overall possibility to use AIS for transport safety tasks in a manner quite similar to network intrusion detection systems. The system is a hybrid of AIS which performs sensor data anomaly detection and a self-organizing map used for classification of detected signals. The system design is tested by authors on a programmable logic controller with additional necessary modules.