Loading content, please wait..
Version 3.24
Publication Type J
Authors Koedsin, W; Vaiphasa, C
Author Full Name Koedsin, Werapong; Vaiphasa, Chaichoke
Title Discrimination of Tropical Mangroves at the Species Level with EO-1 Hyperion Data
Language English
Document Type Article
Author Keywords feature selection; hyperspectral; mangrove; mapping; remote sensing; species composition
Abstract Understanding the dynamics of mangroves at the species level is the key for securing sustainable conservation of mangrove forests around the globe. This study demonstrates the capability of the hyper-dimensional remote sensing data for discriminating diversely-populated tropical mangrove species. It was found that five different tropical mangrove species of Southern Thailand, including Avicennia alba, Avicennia marina, Bruguiera parviflora, Rhizophora apiculata, and Rhizophora mucronata, were correctly classified. The selected data treatment (a well-established spectral band selector) helped improve the overall accuracy from 86% to 92%, despite the remaining confusion between the two members of the Rhizophoraceae family and the pioneer species. It is therefore anticipated that the methodology presented in this study can be used as a practical guideline for detailed mangrove species mapping in other study areas. The next stage of this work will be to exploit the differences between the leaf textures of the two Rhizophoraceae mangroves in order to refine the classification outcome.
Author Address [Koedsin, Werapong; Vaiphasa, Chaichoke] Chulalongkorn Univ, Fac Engn, Dept Survey Engn, Bangkok 10330, Thailand; [Koedsin, Werapong] Prince Songkla Univ, Fac Technol & Environm, Phuket 83120, Thailand
Reprint Address Vaiphasa, C (reprint author), Chulalongkorn Univ, Fac Engn, Dept Survey Engn, Bangkok 10330, Thailand.
E-mail Address werapong.g@phuket.psu.ac.th; chaichoke@hotmail.com
ORCID Number Koedsin, Werapong/0000-0002-4411-9148
Funding Agency and Grant Number Commission on Higher Education, Ministry of Education, Thailand under the Strategic Scholarships Fellowships Frontier Research Networks (Specific for Southern region) (CHE-SSR-PhD-THA)
Funding Text We would like to acknowledge the Commission on Higher Education, Ministry of Education, Thailand for providing the financial support under the Strategic Scholarships Fellowships Frontier Research Networks (Specific for Southern region) (CHE-SSR-PhD-THA). The EO-1 satellite image was provided by the US Geological Survey. And, we would like to thank the staff at Mangrove Development Station 44 for their kind support. Finally, we would like to thank Thanwa Saggapitakwong for his support in the fieldwork.
Cited References Adam EM, 2012, INT J REMOTE SENS, V33, P552, DOI 10.1080/01431161.2010.543182; Adam E, 2009, ISPRS J PHOTOGRAMM, V64, P612, DOI 10.1016/j.isprsjprs.2009.04.004; Adeel Z, 2002, TREES-STRUCT FUNCT, V16, P235, DOI 10.1007/s00468-002-0168-4; Alongi DM, 2008, ESTUAR COAST SHELF S, V76, P1, DOI 10.1016/j.ecss.2007.08.024; Alongi D. M., 2009, ENERGETICS MANGROVE; Anderson J. R., 1976, GEOL SURV PROF PAPER, V964, P41; Bandyopadhyay S, 2001, IEEE T GEOSCI REMOTE, V39, P303, DOI 10.1109/36.905238; Barbier E., 2004, SHRIMP FARMING MANGR; Basak UC, 1996, B MAR SCI, V58, P654; Beck R., 2003, EO 1 USER GUIDE VERS; Bhattarai B, 2011, J APPL REMOTE SENS, V5, P1; Campbell J.B., 2011, INTRO REMOTE SENSING; Ceccato P, 2001, REMOTE SENS ENVIRON, V77, P22, DOI 10.1016/S0034-4257(01)00191-2; Cerra D., 2012, P ISPRS ANN PHOT REM, P71; Chadwick J, 2011, INT J REMOTE SENS, V32, P6765, DOI 10.1080/01431161.2010.512944; Chang C. I., 2007, HYPERSPECTRAL DATA E; Chen XF, 2007, REMOTE SENS ENVIRON, V110, P344, DOI 10.1016/j.rse.2007.03.015; Clark ML, 2005, REMOTE SENS ENVIRON, V96, P375, DOI 10.1016/j.rse.2005.03.009; Conchedda G, 2008, ISPRS J PHOTOGRAMM, V63, P578, DOI 10.1016/j.isprsjprs.2008.04.002; CURRAN PJ, 1989, REMOTE SENS ENVIRON, V30, P271, DOI 10.1016/0034-4257(89)90069-2; Dahdouh-Guebas F, 2006, INT J SUST DEV WORLD, V13, P62, DOI 10.1080/13504500609469662; Das AB, 2002, MAR BIOL, V141, P415, DOI 10.1007/s00227-002-0847-0; Datt B, 2003, IEEE T GEOSCI REMOTE, V41, P1246, DOI 10.1109/TGRS.2003.813206; Datt B., 2004, HYP DAT PROC WORKSH; Demuro M., 2003, P 12 JPL AVIRIS AIRB; Ellison AM, 1996, BIOTROPICA, V28, P549, DOI 10.2307/2389096; ELVIDGE CD, 1990, INT J REMOTE SENS, V11, P1775; Everitt JH, 2007, J COASTAL RES, V23, P230, DOI 10.2112/05-0480.1; Fang HL, 2003, REMOTE SENS ENVIRON, V85, P257, DOI 10.1016/S0034-4257(03)00005-1; FAO, 2007, WORLDS MANGR 1980 20; Farnsworth EJ, 1997, AMBIO, V26, P328; Fidelis MV, 2000, IEEE C EVOL COMPUTAT, P805, DOI 10.1109/CEC.2000.870381; Gao J, 1999, INT J REMOTE SENS, V20, P2823, DOI 10.1080/014311699211813; Gao J, 1998, INT J REMOTE SENS, V19, P1887, DOI 10.1080/014311698215045; Giesen W, 2006, MANGROVE GUIDEBOOK S; Giri C., 2007, J BIOGEOGR, V35, P519, DOI [10.1111/j.1365-2699.2007.01806.x, DOI 10.1111/J.1365-2699.2007.01806.X]; Goldberg D. E., 1989, GENETIC ALGORITHMS S; Gomez-Chova L., 2003, P IEEE INT GEOSC REM, P555; Goodenough DG, 2003, IEEE T GEOSCI REMOTE, V41, P1321, DOI 10.1109/TGRS.2003.813214; Green EP, 1998, INT J REMOTE SENS, V19, P935, DOI 10.1080/014311698215801; Green EP, 2000, REMOTE SENSING HDB T; Hao X, 2009, INT J REMOTE SENS, V30, P1099, DOI 10.1080/01431160802235852; Held A, 2003, INT J REMOTE SENS, V24, P2739, DOI 10.1080/0143116031000066323; Heumann BW, 2011, PROG PHYS GEOG, V35, P87, DOI 10.1177/0309133310385371; Hirano A, 2003, WETLANDS, V23, P436, DOI 10.1672/18-20; Hogarth P, 2007, BIO HABIT, P1, DOI 10.1093/acprof:oso/9780198568704.001.0001; Huang X, 2009, IEEE GEOSCI REMOTE S, V6, P393, DOI 10.1109/LGRS.2009.2014398; HUGHES GF, 1968, IEEE T INFORM THEORY, V14, P55, DOI 10.1109/TIT.1968.1054102; ITT Visual Information Solutions, 2008, ENVI US GUID ENVI ON; Jensen J.R., 2007, PRENTICE HALL SERIES; Jia XP, 2013, P IEEE, V101, P676, DOI 10.1109/JPROC.2012.2229082; Kairo J. G., 2002, Environment Development and Sustainability, V4, P153, DOI 10.1023/A:1020890711588; Kamal M, 2011, REMOTE SENS-BASEL, V3, P2222, DOI 10.3390/rs3102222; Kaplan E. D., 2006, UNDERSTANDING GPS PR; Kovacs JM, 2005, ESTUAR COAST SHELF S, V62, P377, DOI 10.1016/j.ecss.2004.09.027; Kovacs JM, 2001, ENVIRON MANAGE, V27, P763, DOI 10.1007/s002670010186; Kovacs JM, 2011, WETL ECOL MANAG, V19, P409, DOI 10.1007/s11273-011-9225-3; Kuenzer C, 2011, REMOTE SENS-BASEL, V3, P878, DOI 10.3390/rs3050878; Kumar L., 2002, IMAGING SPECTROMETRY, P1; Lee KS, 2004, REMOTE SENS ENVIRON, V91, P508, DOI 10.1016/j.rse.2004.04.010; Li SJ, 2011, KNOWL-BASED SYST, V24, P40, DOI 10.1016/j.knosys.2010.07.003; Linneweber V., 2002, MANGROVE ECOSYSTEMS; Long JB, 2011, SENSORS-BASEL, V11, P2972, DOI 10.3390/s110302972; Lugo AE, 1974, ANNU REV ECOL SYST, P39, DOI 10.1146/annurev.es.05.110174.000351; McLeod E., 2006, MANAGING MANGROVES R; MENON GG, 1992, INDIAN J MAR SCI, V21, P13; Mitchell M., 1998, INTRO GENETIC ALGORI; Mutanga O, 2004, INT J REMOTE SENS, V25, P3999, DOI 10.1080/01431160310001654923; Nandy S, 2011, J COAST CONSERV, V15, P123, DOI 10.1007/s11852-010-0126-z; Neukermans G, 2008, J SPAT SCI, V53, P75, DOI 10.1080/14498596.2008.9635137; Pattanaik C, 2011, OCEAN COAST MANAGE, V54, P789, DOI 10.1016/j.ocecoaman.2011.07.013; Pu R, 2005, INT J REMOTE SENS, V26, P457, DOI 10.1080/04131160512331299324; Ramsey EW, 1996, PHOTOGRAMM ENG REM S, V62, P939; Rao NR, 2006, PHOTONIRVACHAK-J IND, V34, P69; Richards J. A., 2012, REMOTE SENSING DIGIT; Riedmann M, 2003, INT GEOSCI REMOTE SE, P1770; Schmidt KS, 2003, REMOTE SENS ENVIRON, V85, P92, DOI 10.1016/S0034-4257(02)00196-7; Serpico SB, 2007, IEEE T GEOSCI REMOTE, V45, P484, DOI 10.1109/TGRS.2006.886177; SHAHSHAHANI BM, 1994, IEEE T GEOSCI REMOTE, V32, P1087, DOI 10.1109/36.312897; SIEDLECKI W, 1989, PATTERN RECOGN LETT, V10, P335, DOI 10.1016/0167-8655(89)90037-8; Somol P, 2002, PATTERN RECOGN, V35, P2749, DOI 10.1016/S0031-3203(01)00245-X; Song CH, 2011, REMOTE SENS LETT, V2, P221, DOI 10.1080/01431161.2010.514305; Sreekala G.B., 2011, HYPERSPECTRAL REMOTE; Sulong I., 2002, MALAYSIA ENV DEV SUS, V4, P135; Suratman Mohd Nazip, 2008, V17, P297, DOI 10.1007/978-1-4020-8343-3_17; Teeratanatorn W., 2000, MANGROVES PAK PHANAN; Thenkabail PS, 2013, IEEE J-STARS, V6, P427, DOI 10.1109/JSTARS.2013.2252601; Thenkabail PS, 2004, REMOTE SENS ENVIRON, V90, P23, DOI 10.1016/j.rse.2003.11.018; Thenkabail PS, 2002, PHOTOGRAMM ENG REM S, V68, P607; Tomlinson P. B., 1995, BOT MANGROVES; Ullah S, 2012, SENSORS-BASEL, V12, P8755, DOI 10.3390/s120708755; Vaiphasa C, 2007, HYDROBIOLOGIA, V591, P47, DOI 10.1007/s10750-007-0783-6; Vaiphasa C, 2005, ESTUAR COAST SHELF S, V65, P371, DOI 10.1016/j.ecss.2005.06.014; Vaiphasa C, 2007, ISPRS J PHOTOGRAMM, V62, P225, DOI 10.1016/j.isprsjprs.2007.05.006; Vaiphasa C, 2006, ISPRS J PHOTOGRAMM, V61, P1, DOI 10.1016/j.isprsjprs.2006.05.005; Bakker W., 2002, IMAGING SPECTROMETRY, P17; Walters BB, 2008, AQUAT BOT, V89, P220, DOI 10.1016/j.aquabot.2008.02.009; Wang L, 2004, INT J REMOTE SENS, V25, P5655, DOI 10.1080/014311602331291215; Wang L, 2004, REMOTE SENS ENVIRON, V91, P432, DOI 10.1016/j.rse.2004.04.005; Wang L, 2009, INT J REMOTE SENS, V30, P1267, DOI 10.1080/01431160802474014; Wilkinson C, 2012, MAR POLLUT BULL, V64, P1096, DOI 10.1016/j.marpolbul.2012.01.041; Williams P., 1987, NEAR INFRARED TECHNO; Yuan J., 2010, P INT C WIR COMM NET, P1; Zhang L, 2007, IEEE T GEOSCI REMOTE, V45, P4172, DOI 10.1109/TGRS.2007.905311; Zhang QY, 2012, IEEE T GEOSCI REMOTE, V50, P1844, DOI 10.1109/TGRS.2011.2169267; Zharikov Y, 2005, BIOL CONSERV, V125, P87, DOI 10.1016/j.biocon.2005.03.016; Zhou MD, 2010, P SOC PHOTO-OPT INS, V7809, DOI 10.1117/12.860153; Zhuo L., 2008, P GEOINF 2008 JOINT
Cited Reference Count 108
Times Cited 12
Total Times Cited Count (WoS, BCI, and CSCD) 12
Publisher MDPI AG
Publisher City BASEL
ISSN 2072-4292
29-Character Source Abbreviation REMOTE SENS-BASEL
ISO Source Abbreviation Remote Sens.
Publication Date JUL
Year Published 2013
Volume 5
Issue 7
Beginning Page 3562
Ending Page 3582
Digital Object Identifier (DOI) 10.3390/rs5073562
Page Count 21
Web of Science Category Remote Sensing
Subject Category Remote Sensing
Document Delivery Number 274SH
Unique Article Identifier WOS:000328626000021
Plants associated with this reference

LEGAL NOTICES — This website is protected by Copyright © The University of Sussex, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022. The eHALOPH database is protected by Database Right and Copyright © The University of Sussex and other contributors, 2006, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022. This database is based on an earlier work by James Aronson.

Contact email: halophytes@sussex.ac.uk
Credits – Tim Flowers, Joaquim Santos, Moritz Jahns, Brian Warburton, Peter Reed