Neural controllers for systems with unknown dynamics

This study presents a methodology for specifying a neural controller for a system about which no a priori model information is available. The neural design presumes that a finite duration input/output (I/O) histogram on the system is available. The design procedure extracts from the histogram suffic...

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Veröffentlicht in:IEEE transactions on aerospace and electronic systems 1995-10, Vol.31 (4), p.1331-1340
Hauptverfasser: Porter, W.A., Wie Liu
Format: Artikel
Sprache:eng
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Zusammenfassung:This study presents a methodology for specifying a neural controller for a system about which no a priori model information is available. The neural design presumes that a finite duration input/output (I/O) histogram on the system is available. The design procedure extracts from the histogram sufficient information to specify the neural feedback controller. The resultant controller will drive the system along a general output reference profile (unknown during the design). The resultant controller also exhibits the capability of disturbance rejection and the capacity to stabilize unstable plants.< >
ISSN:0018-9251
1557-9603
DOI:10.1109/7.464354