Combination of SOM and RBF based on incremental learning for acoustic fault identification of underwater vehicles

Proceedings - 1st International Congress on Image and Signal Processing, CISP 2008

Volumn 4, Issue , 2008, Pages 38-42

  Song, Tu ^a   Kerong, Ben ^a   Liye, Tian ^a   Linke, Zhang ^a  

^a NAVAL UNIVERSITY OF ENGINEERING   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ACOUSTIC FAULT SOURCES; COMPLEX STRUCTURES; FAULT IDENTIFICATIONS; GENERALIZATION PERFORMANCE; INCREMENTAL LEARNING; INTERNATIONAL CONGRESSES; NEURAL NETWORK MODELLING; RADIAL-BASIS FUNCTION; RBF NETWORKS; UNDERWATER VEHICLES;

ACOUSTICS; CHLORINE COMPOUNDS; CONFORMAL MAPPING; EDUCATION; ELECTRIC FAULT LOCATION; FEEDFORWARD NEURAL NETWORKS; IMAGE CLASSIFICATION; LEARNING SYSTEMS; MAPS; NEURAL NETWORKS; RADIAL BASIS FUNCTION NETWORKS; SELF ORGANIZING MAPS; SIGNAL PROCESSING; STRENGTH OF MATERIALS; SUBMERSIBLE MOTORS; SUBMERSIBLES; UNDERWATER BALLISTICS; UNDERWATER CONSTRUCTION; UNDERWATER EQUIPMENT; UNDERWATER STRUCTURES; VEHICLES; WATER CRAFT;

UNDERWATER ACOUSTICS;

EID: 52149100105     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CISP.2008.418     Document Type: Conference Paper

References (11)

1. B. Olma, D. Wach, "On-line classification of acoustic burst signals by a neural network application to loose parts monitoring in nuclear power plants", Proceedings of the Third IEEE Conference on Control Applications, 24-26 Aug. 1994, vol. 2, pp. 1133-1138.
2. F. Schwenker, H. A. Kestler, and G. Palm; "Radial-Basis-Function Networks: Learning and Applications", Fourth International Conference on Knowledge-Based Intelligent Engineering Systems and Allied Technologies, Brighton, 30 Aug.-1 Sept. 2000, vol. 1, pp. 33-43.
3. H. S. Rhee; K. W. Oh, "A validity measure for fuzzy clustering and its use in selecting optimal number of clusters", Proceedings of the Fifth IEEE International Conference on Fuzzy Systems, 8-11 Sept. 1996, vol. 2, pp. 1020-1025.
4. Wei Na, Ben Kerong, Zhang Linke, PangYunfu, "RBF Network Based on Fuzzy Clustering Algorithm for Acoustic Fault Identification of Underwater Vehicles", The 11th Joint International Computer Conference, November 10-12, 2005, in Chongqing, China, pp. 1277-1279.
5. Simon Haykin, Neural Networks-A Comprehensive Foundation, 2nd Ed, Prentice Hall, 2001.
6. B. Friake, "Growing cell structures-A self organizing network for unsupervised and supervised learning", Neural Networks, 1994, vol. 7, no. 9, pp. 1441-1460.
7. B. Frifzke, "Growing Grid-a self organiring network with constant neighbourhood range and adaptation strength", Neural Processing Letter, 1995, vol. 2, pp. 9-13.
8. B. Fritzke, "A growing neural gas learns topologies". in Advances in Neural Information Processing Systems 7, G. Tesauro, D. Touretzky, and T. Leen, Eds. Cambridge, MA: MIT Press, 1995.
9. R. Lang, K. Warwick, "The plastic self organising map", Proceedings of the 2002 International Joint Conference on Neural Networks, 12-17 May 2002, vol. 1, pp. 727-732.
10. Y. Prudent, A. Ennaji, "An incremental growing neural gas learns topologies", Proceedings of International Joint Conference on Neural Networks, 31 July-4 Aug. 2005, vol. 2, pp. 1211-1216.
11. K. Benabdeslem, Y. Bennani, "An incremental SOM for Web navigation patterns clustering", 26th International Conference on Information Technology Interfaces, 2004, vol. 1, pp. 209-213.