Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling

In recent years, there has been an increasing interest to use high-resolution multibeam dataset and Species Distribution Modelling (SDM) for seagrass habitat suitability model. This requires a specific variable derived from multibeam data and in-situ seagrass occurrence samples. The purpose of this...

Full description

Saved in:
Bibliographic Details
Main Authors: Muhamad, M. A. H., Che Hasan, R.
Format: Conference or Workshop Item
Language:English
Published: 2019
Subjects:
Online Access:http://eprints.utm.my/id/eprint/91306/1/RCheHasan2019_SeagrassHabitatSuitabilityMap.pdf
http://eprints.utm.my/id/eprint/91306/
http://www.dx.doi.org/10.5194/isprs-archives-XLII-4-W16-463-2019
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.utm.91306
record_format eprints
spelling my.utm.913062021-06-30T12:07:33Z http://eprints.utm.my/id/eprint/91306/ Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling Muhamad, M. A. H. Che Hasan, R. G70.39-70.6 Remote sensing In recent years, there has been an increasing interest to use high-resolution multibeam dataset and Species Distribution Modelling (SDM) for seagrass habitat suitability model. This requires a specific variable derived from multibeam data and in-situ seagrass occurrence samples. The purpose of this study was (1) to derive variables from multibeam bathymetry data to be used in seagrass habitat suitability model, (2) to produce seagrass habitat suitability model using Maximum Entropy (MaxEnt), and (3) to quantify the contribution of each variable for predicting seagrass habitat suitability map. The study area was located at Merambong Shoal, covering an area of 0.04 km2, situated along Johor Strait. First, twelve (12) variables were derived from bathymetry data collected from multibeam echosounder using Benthic Terrain Modeller (BTM) tool. Secondly, all variables and seagrass occurrence samples were integrated in MaxEnt to produce seagrass habitat suitability map. The results showed that the Area Under Curve (AUC) values based on training and test data were 0.88 and 0.65, respectively. The northwest region of survey area indicated higher habitat suitability of seagrass, while the southeast region of survey area indicated lower suitability. Bathymetry mean found to be the most contributed variables among others. The spatial distribution of seagrass from modelling technique agreed with the previous studies and they are found to be distributed at depths ranging from 2.2 to 3.4 meters whilst less suitable with increasing of water depth. This study concludes that seagrass habitat suitability map with high-resolution pixel size (0.5 meter) can be produced at Merambong Shoal using acoustic data from multibeam echosounder coupled with MaxEnt and underwater video observations. 2019 Conference or Workshop Item PeerReviewed application/pdf en http://eprints.utm.my/id/eprint/91306/1/RCheHasan2019_SeagrassHabitatSuitabilityMap.pdf Muhamad, M. A. H. and Che Hasan, R. (2019) Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling. In: 6th International Conference on Geomatics and Geospatial Technology, GGT 2019, 1-3 Oct 2019, Kuala Lumpur, Malaysia. http://www.dx.doi.org/10.5194/isprs-archives-XLII-4-W16-463-2019
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic G70.39-70.6 Remote sensing
spellingShingle G70.39-70.6 Remote sensing
Muhamad, M. A. H.
Che Hasan, R.
Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
description In recent years, there has been an increasing interest to use high-resolution multibeam dataset and Species Distribution Modelling (SDM) for seagrass habitat suitability model. This requires a specific variable derived from multibeam data and in-situ seagrass occurrence samples. The purpose of this study was (1) to derive variables from multibeam bathymetry data to be used in seagrass habitat suitability model, (2) to produce seagrass habitat suitability model using Maximum Entropy (MaxEnt), and (3) to quantify the contribution of each variable for predicting seagrass habitat suitability map. The study area was located at Merambong Shoal, covering an area of 0.04 km2, situated along Johor Strait. First, twelve (12) variables were derived from bathymetry data collected from multibeam echosounder using Benthic Terrain Modeller (BTM) tool. Secondly, all variables and seagrass occurrence samples were integrated in MaxEnt to produce seagrass habitat suitability map. The results showed that the Area Under Curve (AUC) values based on training and test data were 0.88 and 0.65, respectively. The northwest region of survey area indicated higher habitat suitability of seagrass, while the southeast region of survey area indicated lower suitability. Bathymetry mean found to be the most contributed variables among others. The spatial distribution of seagrass from modelling technique agreed with the previous studies and they are found to be distributed at depths ranging from 2.2 to 3.4 meters whilst less suitable with increasing of water depth. This study concludes that seagrass habitat suitability map with high-resolution pixel size (0.5 meter) can be produced at Merambong Shoal using acoustic data from multibeam echosounder coupled with MaxEnt and underwater video observations.
format Conference or Workshop Item
author Muhamad, M. A. H.
Che Hasan, R.
author_facet Muhamad, M. A. H.
Che Hasan, R.
author_sort Muhamad, M. A. H.
title Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
title_short Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
title_full Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
title_fullStr Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
title_full_unstemmed Seagrass habitat suitability map at Merambong Shoal, Johor: a preliminary study using multibeam echosounder and maxent modelling
title_sort seagrass habitat suitability map at merambong shoal, johor: a preliminary study using multibeam echosounder and maxent modelling
publishDate 2019
url http://eprints.utm.my/id/eprint/91306/1/RCheHasan2019_SeagrassHabitatSuitabilityMap.pdf
http://eprints.utm.my/id/eprint/91306/
http://www.dx.doi.org/10.5194/isprs-archives-XLII-4-W16-463-2019
_version_ 1705056694900359168
score 13.211869