Acoustic seafloor sediment classification using self-organizing feature maps

被引：23

作者：

Chakraborty, B ^{[1
]}

Kaustubha, R ^{[1
]}

Hegde, A ^{[1
]}

Pereira, A ^{[1
]}

机构：

[1] Natl Inst Oceanog, Panaji 403004, Goa, India

来源：

IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2001年 / 39卷 / 12期

关键词：

artificial neural network (ANN); echosounder; seafloor sediment classifications; self-organizing feature map (SOFM);

D O I：

10.1109/36.975006

中图分类号：

P3 [地球物理学]; P59 [地球化学];

学科分类号：

0708 ; 070902 ;

摘要：

A self-organizing feature map (SOFM), a kind of artificial neural network (ANN) architecture, is used in this work for continental shelf seafloor sediment classification. Echo data are acquired using an echosounding system from three types of seafloor sediment areas. Excellent classification (similar to 100%) for an ideal output neuron grid size of 15 X 1 is obtained for a moving average of 35 input snapshots.

引用

页码：2722 / 2725

页数：4

共 50 条

[1] THE SELF-ORGANIZING FEATURE MAPS
KOHONEN, T
MAKISARA, K
[J]. PHYSICA SCRIPTA, 1989, 39 (01): : 168 - 172
[2] Unsupervised acoustic classification of bird species using hierarchical self-organizing maps
Vallejo, Edgar E.
Cody, Martin L.
Taylor, Charles E.
[J]. PROGRESS IN ARTIFICIAL LIFE, PROCEEDINGS, 2007, 4828 : 212 - +
[3] Automatic Feature Engineering Using Self-Organizing Maps
Rodrigues, Ericks da Silva
Martins, Denis Mayr Lima
de Lima Neto, Fernando Buarque
[J]. 2021 IEEE LATIN AMERICAN CONFERENCE ON COMPUTATIONAL INTELLIGENCE (LA-CCI), 2021,
[4] Grey self-organizing feature maps
Hu, YC
Chen, RS
Hsu, YT
Tzeng, GH
[J]. NEUROCOMPUTING, 2002, 48 : 863 - 877
[5] A CHIP FOR SELF-ORGANIZING FEATURE MAPS
RUPING, S
GOSER, K
RUCKERT, U
[J]. IEEE MICRO, 1995, 15 (03) : 57 - 59
[6] Environment classification using Kohonen self-organizing maps
Burn, Kevin
Home, Geoffrey
[J]. EXPERT SYSTEMS, 2008, 25 (02) : 98 - 114
[7] Classification of facial expressions using self-organizing maps
Katoh, A
Fukui, Y
[J]. PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 986 - 989
[8] CLASSIFICATION OF COURSE CONTENTS BY USING SELF-ORGANIZING MAPS
Alpdogan, Yilmaz
Bilge, Hasan Sakir
[J]. JOURNAL OF THE FACULTY OF ENGINEERING AND ARCHITECTURE OF GAZI UNIVERSITY, 2009, 24 (02): : 303 - 310
[9] An investigation of multiple self-organizing feature maps for classification of multisource data
Stefansson, SK
Benediktsson, JA
Sveinsson, JR
[J]. IGARSS 2002: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM AND 24TH CANADIAN SYMPOSIUM ON REMOTE SENSING, VOLS I-VI, PROCEEDINGS: REMOTE SENSING: INTEGRATING OUR VIEW OF THE PLANET, 2002, : 494 - 496
[10] Document classification with self-organizing maps
Merkl, D
[J]. KOHONEN MAPS, 1999, : 183 - 195

← 1 2 3 4 5 →