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

IEEE Transactions on Instrumentation and Measurement

Volumn 54, Issue 1, 2005, Pages 322-329

  Postolache, Octavian Adrian ^a   Silva Girao, Pedro M B ^a   Dias Pereira, J Miguel ^a   Ramos, Helena Maria Geirinhas ^a  

^a INSTITUTO SUPERIOR TÉCNICO   (Portugal)

Author keywords

Self organizing maps; Telemetry; Water quality monitor

Indexed keywords

COMPUTER SIMULATION; LOCAL AREA NETWORKS; MONITORING; POLLUTION DETECTION; SENSOR DATA FUSION; TELEMETERING; WATER DISTRIBUTION SYSTEMS; WATER QUALITY;

SENSOR DATA RECONSTRUCTION; SENSOR DATA VALIDATION; WATER QUALITY MONITORING SYSTEM; WIRELESS LOCAL AREA NETWORK;

SELF ORGANIZING MAPS;

EID: 13244278112     PISSN: 00189456     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIM.2004.834583     Document Type: Article

References (21)

1. A. M. Guilikeng, "Real-time monitoring and assessment of river basin conditions for drinking water intake protection," in Proc. Water Quality Resource Management, REC- Telematics, Brussels, Belgium, 1999.
2. Remote Underwater Sampling Stations. Apprise Inc, Duluth, MN. [On-line]. Available: www. apprisetech.com
3. YSI Environment - YSI-6600 EDS - YSI Catalog, Yellow Springs, OH. [Online]. Available: www.ysi.com
4. J. Hoffman, GPRS Demystified. New York: McGraw-Hill, 2002.
5. Public Personal Handy-Phone System, PHS MoU Group. General Description of Interworking/Internetworking of Public PHS Network, Tokyo, Japan. [Online]. Available: www.phsmou.or.jp/documents/pdf/B-IW0.00-03-TS.pdf
6. "Spread-Spectrum radio modem for fieldpoint," in Meas. Automation Cat. Austin, TX: Nat. Instruments Inc., 2002, pp. 508-509.
7. J. Patra, A. Kot, and G. Panda, "An intelligent pressure sensor using neural networks," IEEE Trans. Instrum. Meas., vol. 49, pp. 829-834, Aug. 2000.
8. O. Postolache, P. Girão, and M. Pereira, "Neural network in automatic measurement system: State of art and new research trends," in Proc. IEEE - IJCNN, vol. 3-4, 2001, pp. 2310-2315.
9. N. Valentin, T. Denoeux, and F. Fotoohi. A Hybrid Neural Network Based System for Optimization of Coagulant Dosing in a Water Treatment Plant. Univ. Technol. Compiegne, Compiegne, France. [Online]. Available: www. hds.utc.fr/~tdenoeux/congres/icnn99.pdf
10. O. Postolache, P. Girão, M. Pereira, and H. Ramos. An internet and microcontroller-based remote operation multi-sensor system for water quality monitoring.presented at Proc. IEEE Sensors. [CD-ROM] 2002.
11. M35 GPRS Modem- Data Sheet. Siemens, Munich, Germany. [Online]. Available: www.siemens.com
12. J. Travis, LabVIEW for Everyone. Upper Saddle River, NJ: Prentice-Hall, 2002.
13. (2003) Network Network Toolbox. Mathworks Inc., Narick, MA. [Online]. Available: www.mathworks.com
14. J. Vesanto, J. Himberg, E. Alhoniemi, and J. Parhankangas. (2000) SOM Toolbox for Matlab, Helsinki, Finland. [Online]. Available: www.cis.hut.fi/projects/somtoolbox
15. R. Bitter, T. Mohiuddin, and M. Nawrocki, LabVIEW: Advanced Programming Techniques. Boca Raton, FL: CRC, 2001.
16. J. C. Patra, A. Bos, and A. C. Kot, "An ANN-based smart capacitive pressure sensor in dynamic environment," Sens. Actuators, vol. 86, pp. 26-38, 2000.
17. O. Postolache, M. Pereira, P. Girão, M. Cretu, and C. Fosalau, "Application of neural structures in water quality measurements," in Proc. IMEKO World Congr., vol. IX, 2000, pp. 353-358.
18. S. Haykin, Neural Networks - A Comprehensive Foundation. Upper Saddle River, NJ: Prentice-Hall, 1999.
19. Water Temperature Level of Pollution in Surface Waters for Quality Class I. European Environment Agency, Copenhagen, Denmark. [Online]. Available: http://www.eea.eu.int/main_html
20. T. Kohonen, Self Organizing Maps, 3rd ed. New York: Springer-Verlag, 1997.
21. T. Bohme, "Sensor failure and signal reconstruction using auto-associative neural networks," in Proc. ICSC/FAC Symp. Neural Computation, 1998, pp. 220-225.