Self-organizing maps application in a remote water quality monitoring system

This work was developed in the context of a system for remote water quality monitoring based on a wireless local area network (WLAN) and includes a Kohonen self-organizing map (K-SOM) implementation in order to perform sensor data validation and reconstruction and sensor failure and pollution event...

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Veröffentlicht in:	IEEE transactions on instrumentation and measurement 2005-02, Vol.54 (1), p.322-329
Hauptverfasser:	Postolache, O.A., Girao, P.M.B.S., Pereira, J.M.D., Ramos, H.M.G.
Format:	Artikel
Sprache:	eng
Schlagworte:	Condition monitoring Ground penetrating radar Instrumentation Local area networks Monitoring Neural networks Pollution abatement Pollution measurement Remote monitoring Rivers Self organizing feature maps Self-organizing maps Sensor systems Sensors telemetry Water pollution Water quality water quality monitor Wireless communication Wireless LAN
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Beschreibung
Zusammenfassung:	This work was developed in the context of a system for remote water quality monitoring based on a wireless local area network (WLAN) and includes a Kohonen self-organizing map (K-SOM) implementation in order to perform sensor data validation and reconstruction and sensor failure and pollution event detections. Simulation and experimental results are presented.
ISSN:	0018-9456 1557-9662
DOI:	10.1109/TIM.2004.834583