Seafloor classification of multibeam sonar data using neural network approach

Marine Geodesy

Volumn 28, Issue 2, 2005, Pages 201-206

  Zhou, Xinghua ^a,b   Chen, Yongqi ^a  

^a HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^b FIRST INSTITUTE OF OCEANOGRAPHY   (China)

Author keywords

Backscatter strength; Proportional learning vector quantization (PLVQ); Seafloor classification; Self organizing map (SOM)

Indexed keywords

ARTIFICIAL NEURAL NETWORK; MULTIBEAM SONAR; SEAFLOOR MAPPING;

EID: 22244453427     PISSN: 01490419     EISSN: None     Source Type: Journal    
DOI: 10.1080/01490410590953785     Document Type: Article

References (10)

1. Alexandrou, D., and D. Pantzartzis. 1993. A methodology for acoustic seafloor classification. IEEE J. of Oceanic Eng. 18(2):81-86,
2. Chakraborty, B., R. Kaustubha, A. Hegde, and A. Pereira. 2001. Acoustic seafloor sediment classification using self organizing feature maps. IEEE Trans. Geosci. Rem. Sens. 37:2722-2725.
3. Huseby, R. B., O. Milvang, A. S. Solberg, and K. W. Bjerde. 1993. Seabed classification from multibeam echosounder data using statistical methods. OCEANS '93, Engineering in Harmony with Ocean, Proceedings, Vol. 3, pp. 229-233.
4. Kohonen, T. 1989. Self-organization and associative memory, 3rd ed., Springer-Verlag, Berlin.
5. Kohonen, T. 1990, The self-organizing map. Proc. IEEE 78(9):1464-1480.
6. Li, R. P., and M. Mukaidono. 1995. Proportional learning law and local minimum escape in clustering networks. International 73rd Conference on Neural Information Processing ICONIP'95, Beijing, pp. 684-686.
7. Li, R. P., and M. Mukaidono, 1998. Proportional learning vector quantization. J. of Japan Soc. for Fuzzy Theory and Syst. 10(6):1129-1134.
8. Li, R. P., and M. Mukaidono. 1999. Gaussian clustering method based on maximum-fuzzy entropy interpretation. Fuzzy Set and Syst. 102:153-258.
9. Muller, R. D., N. C. Overkov, J. Y, Royer, A. Dutkiewicz, and J. B. Keene. 1977. Seabed classification of the South Tasman Rise from SIMRAD EM12 backscatter data using artificial neural networks. Australian J. of Earth Sci. 44:689-700.
10. Pal, N. R., J. C. Bezdek, and C. K. Tsao. 1993. Generalized clustering networks and Kohonen's self-organizing scheme. IEEEE Trans. Neural Networks 4:549-557.