Understanding Two Decades of Turbidity Dynamics in a Coral Triangle Hotspot: The Berau Coastal Shelf
Turbidity serves as a crucial indicator of coastal water health and productivity. Twenty years of remote sensing data (2003–2022) from the Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) satellite were used to analyze the spatial and temporal variations in turbidity, as measured by total...
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creator | Khadami, Faruq Tarya, Ayi Radjawane, Ivonne Milichristi Suprijo, Totok Sujatmiko, Karina Aprilia Anwar, Iwan Pramesti Hidayatullah, Muhamad Faqih Erlangga, Muhamad Fauzan Rizky Adisty |
description | Turbidity serves as a crucial indicator of coastal water health and productivity. Twenty years of remote sensing data (2003–2022) from the Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) satellite were used to analyze the spatial and temporal variations in turbidity, as measured by total suspended matter (TSM), in the Berau Coastal Shelf (BCS), East Kalimantan, Indonesia. The BCS encompasses the estuary of the Berau River and is an integral part of the Coral Triangle, renowned for its rich marine and coastal habitats, including coral reefs, mangroves, and seagrasses. The aim of this research is to comprehend the seasonal and interannual patterns of turbidity and their associations with met-ocean parameters, such as wind, rainfall, and climate variations like the El Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD). The research findings indicate that the seasonal spatial pattern of turbidity is strongly influenced by monsoon winds, while its temporal patterns are closely related to river discharge and rainfall. The ENSO and IOD climate cycles exert an influence on the interannual turbidity variations, with turbidity values decreasing during La Niña and negative IOD events and conversely increasing during El Niño and positive IOD events. Furthermore, the elevated turbidity during negative IOD and La Niña coincides with rising temperatures, potentially acting as a compound stressor on marine habitats. These findings significantly enhance our understanding of turbidity dynamics in the BCS, thereby supporting the management of marine and coastal ecosystems in the face of changing climatic and environmental conditions. |
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Twenty years of remote sensing data (2003–2022) from the Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) satellite were used to analyze the spatial and temporal variations in turbidity, as measured by total suspended matter (TSM), in the Berau Coastal Shelf (BCS), East Kalimantan, Indonesia. The BCS encompasses the estuary of the Berau River and is an integral part of the Coral Triangle, renowned for its rich marine and coastal habitats, including coral reefs, mangroves, and seagrasses. The aim of this research is to comprehend the seasonal and interannual patterns of turbidity and their associations with met-ocean parameters, such as wind, rainfall, and climate variations like the El Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD). The research findings indicate that the seasonal spatial pattern of turbidity is strongly influenced by monsoon winds, while its temporal patterns are closely related to river discharge and rainfall. The ENSO and IOD climate cycles exert an influence on the interannual turbidity variations, with turbidity values decreasing during La Niña and negative IOD events and conversely increasing during El Niño and positive IOD events. Furthermore, the elevated turbidity during negative IOD and La Niña coincides with rising temperatures, potentially acting as a compound stressor on marine habitats. These findings significantly enhance our understanding of turbidity dynamics in the BCS, thereby supporting the management of marine and coastal ecosystems in the face of changing climatic and environmental conditions.</description><identifier>ISSN: 2073-4441</identifier><identifier>EISSN: 2073-4441</identifier><identifier>DOI: 10.3390/w16162300</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Borneo ; climate ; Climate change ; Climate science ; coastal water ; Coral reefs ; corals ; Ecosystems ; El Nino ; estuaries ; Fluid mechanics ; Indian Ocean ; Indonesia ; La Nina ; monsoon season ; Precipitation ; rain ; Remote sensing ; river flow ; rivers ; satellites ; seagrasses ; Sediments ; spectroradiometers ; turbidity ; Wind</subject><ispartof>Water (Basel), 2024-08, Vol.16 (16), p.2300</ispartof><rights>2024 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). 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Twenty years of remote sensing data (2003–2022) from the Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) satellite were used to analyze the spatial and temporal variations in turbidity, as measured by total suspended matter (TSM), in the Berau Coastal Shelf (BCS), East Kalimantan, Indonesia. The BCS encompasses the estuary of the Berau River and is an integral part of the Coral Triangle, renowned for its rich marine and coastal habitats, including coral reefs, mangroves, and seagrasses. The aim of this research is to comprehend the seasonal and interannual patterns of turbidity and their associations with met-ocean parameters, such as wind, rainfall, and climate variations like the El Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD). The research findings indicate that the seasonal spatial pattern of turbidity is strongly influenced by monsoon winds, while its temporal patterns are closely related to river discharge and rainfall. 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These findings significantly enhance our understanding of turbidity dynamics in the BCS, thereby supporting the management of marine and coastal ecosystems in the face of changing climatic and environmental conditions.</description><subject>Borneo</subject><subject>climate</subject><subject>Climate change</subject><subject>Climate science</subject><subject>coastal water</subject><subject>Coral reefs</subject><subject>corals</subject><subject>Ecosystems</subject><subject>El Nino</subject><subject>estuaries</subject><subject>Fluid mechanics</subject><subject>Indian Ocean</subject><subject>Indonesia</subject><subject>La Nina</subject><subject>monsoon season</subject><subject>Precipitation</subject><subject>rain</subject><subject>Remote sensing</subject><subject>river flow</subject><subject>rivers</subject><subject>satellites</subject><subject>seagrasses</subject><subject>Sediments</subject><subject>spectroradiometers</subject><subject>turbidity</subject><subject>Wind</subject><issn>2073-4441</issn><issn>2073-4441</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>BENPR</sourceid><recordid>eNpdkEFLAzEQhYMoWLQH_0HAix6qySabzXrTVq1Q8OD2vGST2TZlm9Rkl9J_b6Qi4lxmHnzzeDyErii5Y6wk93sqqMgYISdolJGCTTjn9PTPfY7GMW5IGl5KmZMRMktnIMReOWPdCld7j2eglYGIfYurITTW2P6AZwentlZHbB1WeOqD6nAVrHKrDvDc93Hn-wdcrQE_QVBDIlQy7fDHGrr2Ep21qosw_tkXaPnyXE3nk8X769v0cTHRGc37iVRMCqGzljCqMilLXuRap9iScSN4SwjTSpJGUtlwwcEYmjSnjRYCQBh2gW6OvrvgPweIfb21UUPXKQd-iDWjOSvSNy8Sev0P3fghuJSuZqSUWVZykSfq9kjp4GMM0Na7YLcqHGpK6u_K69_K2ReZq3Eb</recordid><startdate>20240815</startdate><enddate>20240815</enddate><creator>Khadami, Faruq</creator><creator>Tarya, Ayi</creator><creator>Radjawane, Ivonne Milichristi</creator><creator>Suprijo, Totok</creator><creator>Sujatmiko, Karina Aprilia</creator><creator>Anwar, Iwan Pramesti</creator><creator>Hidayatullah, Muhamad Faqih</creator><creator>Erlangga, Muhamad Fauzan Rizky Adisty</creator><general>MDPI AG</general><scope>AAYXX</scope><scope>CITATION</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>PIMPY</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7S9</scope><scope>L.6</scope><orcidid>https://orcid.org/0000-0001-7994-4407</orcidid><orcidid>https://orcid.org/0000-0003-4279-5051</orcidid><orcidid>https://orcid.org/0000-0002-8116-3180</orcidid><orcidid>https://orcid.org/0000-0002-1511-7354</orcidid></search><sort><creationdate>20240815</creationdate><title>Understanding Two Decades of Turbidity Dynamics in a Coral Triangle Hotspot: The Berau Coastal Shelf</title><author>Khadami, Faruq ; Tarya, Ayi ; Radjawane, Ivonne Milichristi ; Suprijo, Totok ; Sujatmiko, Karina Aprilia ; Anwar, Iwan Pramesti ; Hidayatullah, Muhamad Faqih ; Erlangga, Muhamad Fauzan Rizky Adisty</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c215t-8a3866c2f031a2889475cc441834d64f003ca80b818b464edd1ca841bc66ee6d3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Borneo</topic><topic>climate</topic><topic>Climate change</topic><topic>Climate science</topic><topic>coastal water</topic><topic>Coral reefs</topic><topic>corals</topic><topic>Ecosystems</topic><topic>El Nino</topic><topic>estuaries</topic><topic>Fluid mechanics</topic><topic>Indian Ocean</topic><topic>Indonesia</topic><topic>La Nina</topic><topic>monsoon season</topic><topic>Precipitation</topic><topic>rain</topic><topic>Remote sensing</topic><topic>river flow</topic><topic>rivers</topic><topic>satellites</topic><topic>seagrasses</topic><topic>Sediments</topic><topic>spectroradiometers</topic><topic>turbidity</topic><topic>Wind</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Khadami, Faruq</creatorcontrib><creatorcontrib>Tarya, Ayi</creatorcontrib><creatorcontrib>Radjawane, Ivonne Milichristi</creatorcontrib><creatorcontrib>Suprijo, Totok</creatorcontrib><creatorcontrib>Sujatmiko, Karina Aprilia</creatorcontrib><creatorcontrib>Anwar, Iwan Pramesti</creatorcontrib><creatorcontrib>Hidayatullah, Muhamad Faqih</creatorcontrib><creatorcontrib>Erlangga, Muhamad Fauzan Rizky Adisty</creatorcontrib><collection>CrossRef</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>AGRICOLA</collection><collection>AGRICOLA - Academic</collection><jtitle>Water (Basel)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Khadami, Faruq</au><au>Tarya, Ayi</au><au>Radjawane, Ivonne Milichristi</au><au>Suprijo, Totok</au><au>Sujatmiko, Karina Aprilia</au><au>Anwar, Iwan Pramesti</au><au>Hidayatullah, Muhamad Faqih</au><au>Erlangga, Muhamad Fauzan Rizky Adisty</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Understanding Two Decades of Turbidity Dynamics in a Coral Triangle Hotspot: The Berau Coastal Shelf</atitle><jtitle>Water (Basel)</jtitle><date>2024-08-15</date><risdate>2024</risdate><volume>16</volume><issue>16</issue><spage>2300</spage><pages>2300-</pages><issn>2073-4441</issn><eissn>2073-4441</eissn><abstract>Turbidity serves as a crucial indicator of coastal water health and productivity. Twenty years of remote sensing data (2003–2022) from the Aqua Moderate Resolution Imaging Spectroradiometer (MODIS) satellite were used to analyze the spatial and temporal variations in turbidity, as measured by total suspended matter (TSM), in the Berau Coastal Shelf (BCS), East Kalimantan, Indonesia. The BCS encompasses the estuary of the Berau River and is an integral part of the Coral Triangle, renowned for its rich marine and coastal habitats, including coral reefs, mangroves, and seagrasses. The aim of this research is to comprehend the seasonal and interannual patterns of turbidity and their associations with met-ocean parameters, such as wind, rainfall, and climate variations like the El Niño–Southern Oscillation (ENSO) and the Indian Ocean Dipole (IOD). The research findings indicate that the seasonal spatial pattern of turbidity is strongly influenced by monsoon winds, while its temporal patterns are closely related to river discharge and rainfall. The ENSO and IOD climate cycles exert an influence on the interannual turbidity variations, with turbidity values decreasing during La Niña and negative IOD events and conversely increasing during El Niño and positive IOD events. Furthermore, the elevated turbidity during negative IOD and La Niña coincides with rising temperatures, potentially acting as a compound stressor on marine habitats. These findings significantly enhance our understanding of turbidity dynamics in the BCS, thereby supporting the management of marine and coastal ecosystems in the face of changing climatic and environmental conditions.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/w16162300</doi><orcidid>https://orcid.org/0000-0001-7994-4407</orcidid><orcidid>https://orcid.org/0000-0003-4279-5051</orcidid><orcidid>https://orcid.org/0000-0002-8116-3180</orcidid><orcidid>https://orcid.org/0000-0002-1511-7354</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Borneo climate Climate change Climate science coastal water Coral reefs corals Ecosystems El Nino estuaries Fluid mechanics Indian Ocean Indonesia La Nina monsoon season Precipitation rain Remote sensing river flow rivers satellites seagrasses Sediments spectroradiometers turbidity Wind |
title | Understanding Two Decades of Turbidity Dynamics in a Coral Triangle Hotspot: The Berau Coastal Shelf |
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