Fuzzy clustering and enumeration of target type based on sonar returns
dc.citation.epage | 199 | en_US |
dc.citation.issueNumber | 2 | en_US |
dc.citation.spage | 189 | en_US |
dc.citation.volumeNumber | 37 | en_US |
dc.contributor.author | Barshan, B. | en_US |
dc.contributor.author | Ayrulu, B. | en_US |
dc.date.accessioned | 2016-02-08T10:27:40Z | |
dc.date.available | 2016-02-08T10:27:40Z | |
dc.date.issued | 2004 | en_US |
dc.department | Department of Electrical and Electronics Engineering | en_US |
dc.description.abstract | The fuzzy c-means (FCM) clustering algorithm is used in conjunction with a cluster validity criterion, to determine the number of different types of targets in a given environment, based on their sonar signatures. The class of each target and its location are also determined. The method is experimentally verified using real sonar returns from targets in indoor environments. A correct differentiation rate of 98% is achieved with average absolute valued localization errors of 0.5 cm and 0.8° in range and azimuth, respectively. | en_US |
dc.description.provenance | Made available in DSpace on 2016-02-08T10:27:40Z (GMT). No. of bitstreams: 1 bilkent-research-paper.pdf: 70227 bytes, checksum: 26e812c6f5156f83f0e77b261a471b5a (MD5) Previous issue date: 2004 | en |
dc.identifier.doi | 10.1016/S0031-3203(03)00226-7 | en_US |
dc.identifier.issn | 0031-3203 | |
dc.identifier.uri | http://hdl.handle.net/11693/24327 | |
dc.language.iso | English | en_US |
dc.publisher | Elsevier | en_US |
dc.relation.isversionof | http://dx.doi.org/10.1016/S0031-3203(03)00226-7 | en_US |
dc.source.title | Pattern Recognition | en_US |
dc.subject | Fuzzy c-means clustering | en_US |
dc.subject | Sonar sensing | en_US |
dc.subject | Target classification | en_US |
dc.subject | Target differentiation | en_US |
dc.subject | Target localization | en_US |
dc.subject | Algorithms | en_US |
dc.subject | Sonar | en_US |
dc.subject | Enumeration | en_US |
dc.subject | Fuzzy clustering | en_US |
dc.subject | Fuzzy sets | en_US |
dc.title | Fuzzy clustering and enumeration of target type based on sonar returns | en_US |
dc.type | Article | en_US |
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