Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia
Palabuhanratu Bay is a location in the southern part of Java Island with a high lobster population. Based on field observation, the lobster population in Palabuhanratu Bay is dominated by <i>Panulirus homarus</i> (green sand lobster), <i>Panulirus versicolor</i> (bamboo lobst...
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doaj-111d6a82b7fa476a8653858c938188222021-04-21T23:06:58ZengMDPI AGFishes2410-38882021-04-016161610.3390/fishes6020016Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, IndonesiaMutia Kamalia Mukhtar0Masita Dwi Mandini Manessa1Supriatna Supriatna2Liya Tri Khikmawati3Department of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, 16424 Depok, IndonesiaDepartment of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, 16424 Depok, IndonesiaDepartment of Geography, Faculty of Mathematics and Natural Sciences, Universitas Indonesia, 16424 Depok, IndonesiaJembrana Marine Fisheries Polytechnic, 82218 Jembrana, IndonesiaPalabuhanratu Bay is a location in the southern part of Java Island with a high lobster population. Based on field observation, the lobster population in Palabuhanratu Bay is dominated by <i>Panulirus homarus</i> (green sand lobster), <i>Panulirus versicolor</i> (bamboo lobster), <i>Panulirus penicillatus</i> (black lobster), and <i>Panulirus ornatus</i> (pearl lobster). This study aimed to develop a spatial model using satellite-derived data to predict potential lobster harvest grounds in Palabuhanratu Bay. The Earth observational satellite data used were multispectral Landsat 8-SR imagery, and information about chlorophyll-a, salinity, total suspended solids (TSSs), sea surface temperature (SST), and distance from the coastline was extracted. Multiple linear regression was applied to build the prediction model, which was validated using 10-fold cross-validation. The result of the lobster harvest prediction model agreed with the root-mean-square error (RMSE) and adjusted R<sup>2</sup> values of 0.326 and 0.708, respectively. The distribution of lobsters was strong at the following preferred ranges: chlorophyll-a: 1.1-1.7 mg/m<sup>3</sup>; salinity: 20.2-23.7 ppt; TSS: 40-56.4 mg/L; SST: 29.5-29.9 °C; and distance from the coastline: 500-4700 m. In this study, the habitats of four species of lobsters and their relationships with satellite-derived parameters were evaluated.https://www.mdpi.com/2410-3888/6/2/16chlorophyll-alobsterTSSsalinitySSTpotential catching grounds |
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DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mutia Kamalia Mukhtar Masita Dwi Mandini Manessa Supriatna Supriatna Liya Tri Khikmawati |
spellingShingle |
Mutia Kamalia Mukhtar Masita Dwi Mandini Manessa Supriatna Supriatna Liya Tri Khikmawati Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia Fishes chlorophyll-a lobster TSS salinity SST potential catching grounds |
author_facet |
Mutia Kamalia Mukhtar Masita Dwi Mandini Manessa Supriatna Supriatna Liya Tri Khikmawati |
author_sort |
Mutia Kamalia Mukhtar |
title |
Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia |
title_short |
Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia |
title_full |
Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia |
title_fullStr |
Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia |
title_full_unstemmed |
Spatial Modeling of Potential Lobster Harvest Grounds in Palabuhanratu Bay, West Java, Indonesia |
title_sort |
spatial modeling of potential lobster harvest grounds in palabuhanratu bay, west java, indonesia |
publisher |
MDPI AG |
series |
Fishes |
issn |
2410-3888 |
publishDate |
2021-04-01 |
description |
Palabuhanratu Bay is a location in the southern part of Java Island with a high lobster population. Based on field observation, the lobster population in Palabuhanratu Bay is dominated by <i>Panulirus homarus</i> (green sand lobster), <i>Panulirus versicolor</i> (bamboo lobster), <i>Panulirus penicillatus</i> (black lobster), and <i>Panulirus ornatus</i> (pearl lobster). This study aimed to develop a spatial model using satellite-derived data to predict potential lobster harvest grounds in Palabuhanratu Bay. The Earth observational satellite data used were multispectral Landsat 8-SR imagery, and information about chlorophyll-a, salinity, total suspended solids (TSSs), sea surface temperature (SST), and distance from the coastline was extracted. Multiple linear regression was applied to build the prediction model, which was validated using 10-fold cross-validation. The result of the lobster harvest prediction model agreed with the root-mean-square error (RMSE) and adjusted R<sup>2</sup> values of 0.326 and 0.708, respectively. The distribution of lobsters was strong at the following preferred ranges: chlorophyll-a: 1.1-1.7 mg/m<sup>3</sup>; salinity: 20.2-23.7 ppt; TSS: 40-56.4 mg/L; SST: 29.5-29.9 °C; and distance from the coastline: 500-4700 m. In this study, the habitats of four species of lobsters and their relationships with satellite-derived parameters were evaluated. |
topic |
chlorophyll-a lobster TSS salinity SST potential catching grounds |
url |
https://www.mdpi.com/2410-3888/6/2/16 |
work_keys_str_mv |
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