Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals

This paper describes a method integrating neural networks into a system for recognizing underwater objects. The system is based on a combination of simulated dolphin sonar signals, simulated auditory filters and artificial neural networks. The system is tested on a cylinder wall thickness difference...

Full description

Bibliographic Details
Published in:Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop (Cat. No.98TH8468)
Main Authors: Andersen, Lars Nonboe, Au, Whitlow, Larsen, Jan, Hansen, Lars Kai
Format: Other Non-Article Part of Journal/Newspaper
Language:English
Published: IEEE 1999
Subjects:
Online Access:https://orbit.dtu.dk/en/publications/0d379e1a-4e3d-4d0d-bfcc-2b797d4b6e72
https://doi.org/10.1109/NNSP.1999.788167
https://backend.orbit.dtu.dk/ws/files/5381051/Andersen.pdf
id ftdtupubl:oai:pure.atira.dk:publications/0d379e1a-4e3d-4d0d-bfcc-2b797d4b6e72
record_format openpolar
spelling ftdtupubl:oai:pure.atira.dk:publications/0d379e1a-4e3d-4d0d-bfcc-2b797d4b6e72 2023-05-15T17:03:29+02:00 Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals Andersen, Lars Nonboe Au, Whitlow Larsen, Jan Hansen, Lars Kai 1999 application/pdf https://orbit.dtu.dk/en/publications/0d379e1a-4e3d-4d0d-bfcc-2b797d4b6e72 https://doi.org/10.1109/NNSP.1999.788167 https://backend.orbit.dtu.dk/ws/files/5381051/Andersen.pdf eng eng IEEE info:eu-repo/semantics/openAccess Andersen , L N , Au , W , Larsen , J & Hansen , L K 1999 , Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals . in Proceedings of the IEEE Workshop on Neural Networks for Signal Processing IX . IEEE , Piscataway , pp. 477-486 , 1999 IEEE Workshop on Neural Networks for Signal Processing , Madison , Wisconsin , United States , 23/08/1999 . https://doi.org/10.1109/NNSP.1999.788167 contributionToPeriodical 1999 ftdtupubl https://doi.org/10.1109/NNSP.1999.788167 2023-01-12T00:00:28Z This paper describes a method integrating neural networks into a system for recognizing underwater objects. The system is based on a combination of simulated dolphin sonar signals, simulated auditory filters and artificial neural networks. The system is tested on a cylinder wall thickness difference experiment and demonstrates high accuracy for small wall thickness differences. Results from the experiment are compared with results obtained by a false killer whale (pseudorca crassidens). Other Non-Article Part of Journal/Newspaper Killer Whale Technical University of Denmark: DTU Orbit Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop (Cat. No.98TH8468) 477 486
institution Open Polar
collection Technical University of Denmark: DTU Orbit
op_collection_id ftdtupubl
language English
description This paper describes a method integrating neural networks into a system for recognizing underwater objects. The system is based on a combination of simulated dolphin sonar signals, simulated auditory filters and artificial neural networks. The system is tested on a cylinder wall thickness difference experiment and demonstrates high accuracy for small wall thickness differences. Results from the experiment are compared with results obtained by a false killer whale (pseudorca crassidens).
format Other Non-Article Part of Journal/Newspaper
author Andersen, Lars Nonboe
Au, Whitlow
Larsen, Jan
Hansen, Lars Kai
spellingShingle Andersen, Lars Nonboe
Au, Whitlow
Larsen, Jan
Hansen, Lars Kai
Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
author_facet Andersen, Lars Nonboe
Au, Whitlow
Larsen, Jan
Hansen, Lars Kai
author_sort Andersen, Lars Nonboe
title Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
title_short Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
title_full Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
title_fullStr Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
title_full_unstemmed Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals
title_sort discrimination of cylinders with different wall thicknesses using neural networks and simulated dolphin sonar signals
publisher IEEE
publishDate 1999
url https://orbit.dtu.dk/en/publications/0d379e1a-4e3d-4d0d-bfcc-2b797d4b6e72
https://doi.org/10.1109/NNSP.1999.788167
https://backend.orbit.dtu.dk/ws/files/5381051/Andersen.pdf
genre Killer Whale
genre_facet Killer Whale
op_source Andersen , L N , Au , W , Larsen , J & Hansen , L K 1999 , Discrimination of Cylinders with Different Wall Thicknesses using Neural Networks and Simulated Dolphin Sonar Signals . in Proceedings of the IEEE Workshop on Neural Networks for Signal Processing IX . IEEE , Piscataway , pp. 477-486 , 1999 IEEE Workshop on Neural Networks for Signal Processing , Madison , Wisconsin , United States , 23/08/1999 . https://doi.org/10.1109/NNSP.1999.788167
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1109/NNSP.1999.788167
container_title Neural Networks for Signal Processing IX: Proceedings of the 1999 IEEE Signal Processing Society Workshop (Cat. No.98TH8468)
container_start_page 477
op_container_end_page 486
_version_ 1766057361590452224