Rainfall Variability and Tidal Inundation Influences on Mangrove Greenness in Karimunjawa National Park, Indonesia
Mangroves, which are vulnerable to natural threats and human activities on small islands in the tropics, play an essential role as carbon sinks, helping to mitigate climate change. In this study, we discussed the effect of natural factors on mangrove sustainability by analyzing the impact of rainfal...
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Veröffentlicht in: | Sustainability 2022-07, Vol.14 (14), p.8948 |
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description | Mangroves, which are vulnerable to natural threats and human activities on small islands in the tropics, play an essential role as carbon sinks, helping to mitigate climate change. In this study, we discussed the effect of natural factors on mangrove sustainability by analyzing the impact of rainfall, land surface temperature (LST), and tidal inundation on the greenness of mangroves in Karimunjawa National Park (KNP), Indonesia. We used Sentinel-2 image data to obtain the normalized difference vegetation index (NDVI) and normalized difference moisture index (NDMI) during the dry season to determine the effect of inundation on mangrove greenness and soil moisture. The tidal inundation area was calculated using topographic data from the KNP and tidal observations from the area adjacent to it. Unmanned autonomous vehicles and topographic data were used to estimate mangrove canopy height. We also calculated mangrove greenness phenology and compared it to rainfall from satellite data from 2019–2021. Results show that the intertidal area is dominated by taller mangroves and has higher NDVI and NDMI values than non-intertidal areas. We also observed that mangroves in intertidal areas are mostly evergreen, and optimum greenness in KNP occurs from February to October, with maximum greenness in July. Cross-correlation analysis suggests that high rainfall affects NDVI, with peak greenness occurring three months after high rainfall. The LST and NDVI cross-correlation showed no time lag. This suggests that LST was not the main factor controlling mangrove greenness, suggesting tides and rainfall influence mangrove greenness. The mangroves are also vulnerable to climate variability and change, which limits rainfall. However, sea-level rise due to climate change might positively impact mangrove greenness. |
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In this study, we discussed the effect of natural factors on mangrove sustainability by analyzing the impact of rainfall, land surface temperature (LST), and tidal inundation on the greenness of mangroves in Karimunjawa National Park (KNP), Indonesia. We used Sentinel-2 image data to obtain the normalized difference vegetation index (NDVI) and normalized difference moisture index (NDMI) during the dry season to determine the effect of inundation on mangrove greenness and soil moisture. The tidal inundation area was calculated using topographic data from the KNP and tidal observations from the area adjacent to it. Unmanned autonomous vehicles and topographic data were used to estimate mangrove canopy height. We also calculated mangrove greenness phenology and compared it to rainfall from satellite data from 2019–2021. Results show that the intertidal area is dominated by taller mangroves and has higher NDVI and NDMI values than non-intertidal areas. We also observed that mangroves in intertidal areas are mostly evergreen, and optimum greenness in KNP occurs from February to October, with maximum greenness in July. Cross-correlation analysis suggests that high rainfall affects NDVI, with peak greenness occurring three months after high rainfall. The LST and NDVI cross-correlation showed no time lag. This suggests that LST was not the main factor controlling mangrove greenness, suggesting tides and rainfall influence mangrove greenness. The mangroves are also vulnerable to climate variability and change, which limits rainfall. However, sea-level rise due to climate change might positively impact mangrove greenness.</description><identifier>ISSN: 2071-1050</identifier><identifier>EISSN: 2071-1050</identifier><identifier>DOI: 10.3390/su14148948</identifier><language>eng</language><publisher>Basel: MDPI AG</publisher><subject>Carbon dioxide ; Carbon sinks ; Climate change ; Climate change mitigation ; Correlation analysis ; Cross correlation ; Dry season ; Forests ; Human influences ; Impact analysis ; Intertidal zone ; Islands ; Land surface temperature ; Mangroves ; Moisture index ; National parks ; Normalized difference vegetative index ; Phenology ; Precipitation ; Rain ; Rainfall ; Remote sensing ; Sea level ; Shoreline protection ; Soil moisture ; Sustainability ; Tidal flooding ; Time lag ; Tourism ; Tropical environments ; Variability ; Vegetation</subject><ispartof>Sustainability, 2022-07, Vol.14 (14), p.8948</ispartof><rights>2022 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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We also observed that mangroves in intertidal areas are mostly evergreen, and optimum greenness in KNP occurs from February to October, with maximum greenness in July. Cross-correlation analysis suggests that high rainfall affects NDVI, with peak greenness occurring three months after high rainfall. The LST and NDVI cross-correlation showed no time lag. This suggests that LST was not the main factor controlling mangrove greenness, suggesting tides and rainfall influence mangrove greenness. The mangroves are also vulnerable to climate variability and change, which limits rainfall. However, sea-level rise due to climate change might positively impact mangrove greenness.</description><subject>Carbon dioxide</subject><subject>Carbon sinks</subject><subject>Climate change</subject><subject>Climate change mitigation</subject><subject>Correlation analysis</subject><subject>Cross correlation</subject><subject>Dry season</subject><subject>Forests</subject><subject>Human influences</subject><subject>Impact analysis</subject><subject>Intertidal zone</subject><subject>Islands</subject><subject>Land surface temperature</subject><subject>Mangroves</subject><subject>Moisture index</subject><subject>National parks</subject><subject>Normalized difference vegetative index</subject><subject>Phenology</subject><subject>Precipitation</subject><subject>Rain</subject><subject>Rainfall</subject><subject>Remote sensing</subject><subject>Sea level</subject><subject>Shoreline protection</subject><subject>Soil moisture</subject><subject>Sustainability</subject><subject>Tidal flooding</subject><subject>Time lag</subject><subject>Tourism</subject><subject>Tropical environments</subject><subject>Variability</subject><subject>Vegetation</subject><issn>2071-1050</issn><issn>2071-1050</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><recordid>eNpNUEtLAzEQDqJgqb34CwLexNVkk-xujlK0LdYHUr0us3lI6pqtya7Sf2-0gs5lZuB7zHwIHVNyzpgkF3GgnPJK8moPjXJS0owSQfb_zYdoEuOapGKMSlqMUHgE5y20LX6G4KBxreu3GLzGK6ehxQs_eA2963wabTsYr0zEabsF_xK6D4NnwRjvTYzYeXyTRN4Gv4ZPwHc_tKTxAOH1LNF1l2AOjtBBMoxm8tvH6On6ajWdZ8v72WJ6ucxUXsg-K0udS0U4lYJUoCsrhCgLVggj8pLpxtiyEUCqolFa8IITBlYSRaWylnMGbIxOdrqb0L0PJvb1uhtCOijWyYCnTCgXCXW6Q6nQxRiMrTfpBQjbmpL6O9b6L1b2BfN-an4</recordid><startdate>20220701</startdate><enddate>20220701</enddate><creator>Prihantono, Joko</creator><creator>Nakamura, Takashi</creator><creator>Nadaoka, Kazuo</creator><creator>Wirasatriya, Anindya</creator><creator>Adi, Novi Susetyo</creator><general>MDPI AG</general><scope>AAYXX</scope><scope>CITATION</scope><scope>4U-</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><orcidid>https://orcid.org/0000-0002-2434-4532</orcidid><orcidid>https://orcid.org/0000-0003-1030-5126</orcidid><orcidid>https://orcid.org/0000-0001-9914-9099</orcidid></search><sort><creationdate>20220701</creationdate><title>Rainfall Variability and Tidal Inundation Influences on Mangrove Greenness in Karimunjawa National Park, Indonesia</title><author>Prihantono, Joko ; Nakamura, Takashi ; Nadaoka, Kazuo ; Wirasatriya, Anindya ; Adi, Novi Susetyo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c269t-77d29c0419508ad8f55576365e5273dbef7b5a086bcd546403af90c19cff443a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Carbon dioxide</topic><topic>Carbon sinks</topic><topic>Climate change</topic><topic>Climate change mitigation</topic><topic>Correlation analysis</topic><topic>Cross correlation</topic><topic>Dry season</topic><topic>Forests</topic><topic>Human influences</topic><topic>Impact analysis</topic><topic>Intertidal zone</topic><topic>Islands</topic><topic>Land surface temperature</topic><topic>Mangroves</topic><topic>Moisture index</topic><topic>National parks</topic><topic>Normalized difference vegetative index</topic><topic>Phenology</topic><topic>Precipitation</topic><topic>Rain</topic><topic>Rainfall</topic><topic>Remote sensing</topic><topic>Sea level</topic><topic>Shoreline protection</topic><topic>Soil moisture</topic><topic>Sustainability</topic><topic>Tidal flooding</topic><topic>Time lag</topic><topic>Tourism</topic><topic>Tropical environments</topic><topic>Variability</topic><topic>Vegetation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Prihantono, Joko</creatorcontrib><creatorcontrib>Nakamura, Takashi</creatorcontrib><creatorcontrib>Nadaoka, Kazuo</creatorcontrib><creatorcontrib>Wirasatriya, Anindya</creatorcontrib><creatorcontrib>Adi, Novi Susetyo</creatorcontrib><collection>CrossRef</collection><collection>University Readers</collection><collection>ProQuest Central (Alumni)</collection><collection>ProQuest Central</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central</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><jtitle>Sustainability</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Prihantono, Joko</au><au>Nakamura, Takashi</au><au>Nadaoka, Kazuo</au><au>Wirasatriya, Anindya</au><au>Adi, Novi Susetyo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Rainfall Variability and Tidal Inundation Influences on Mangrove Greenness in Karimunjawa National Park, Indonesia</atitle><jtitle>Sustainability</jtitle><date>2022-07-01</date><risdate>2022</risdate><volume>14</volume><issue>14</issue><spage>8948</spage><pages>8948-</pages><issn>2071-1050</issn><eissn>2071-1050</eissn><abstract>Mangroves, which are vulnerable to natural threats and human activities on small islands in the tropics, play an essential role as carbon sinks, helping to mitigate climate change. In this study, we discussed the effect of natural factors on mangrove sustainability by analyzing the impact of rainfall, land surface temperature (LST), and tidal inundation on the greenness of mangroves in Karimunjawa National Park (KNP), Indonesia. We used Sentinel-2 image data to obtain the normalized difference vegetation index (NDVI) and normalized difference moisture index (NDMI) during the dry season to determine the effect of inundation on mangrove greenness and soil moisture. The tidal inundation area was calculated using topographic data from the KNP and tidal observations from the area adjacent to it. Unmanned autonomous vehicles and topographic data were used to estimate mangrove canopy height. We also calculated mangrove greenness phenology and compared it to rainfall from satellite data from 2019–2021. Results show that the intertidal area is dominated by taller mangroves and has higher NDVI and NDMI values than non-intertidal areas. We also observed that mangroves in intertidal areas are mostly evergreen, and optimum greenness in KNP occurs from February to October, with maximum greenness in July. Cross-correlation analysis suggests that high rainfall affects NDVI, with peak greenness occurring three months after high rainfall. The LST and NDVI cross-correlation showed no time lag. This suggests that LST was not the main factor controlling mangrove greenness, suggesting tides and rainfall influence mangrove greenness. The mangroves are also vulnerable to climate variability and change, which limits rainfall. However, sea-level rise due to climate change might positively impact mangrove greenness.</abstract><cop>Basel</cop><pub>MDPI AG</pub><doi>10.3390/su14148948</doi><orcidid>https://orcid.org/0000-0002-2434-4532</orcidid><orcidid>https://orcid.org/0000-0003-1030-5126</orcidid><orcidid>https://orcid.org/0000-0001-9914-9099</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Carbon dioxide Carbon sinks Climate change Climate change mitigation Correlation analysis Cross correlation Dry season Forests Human influences Impact analysis Intertidal zone Islands Land surface temperature Mangroves Moisture index National parks Normalized difference vegetative index Phenology Precipitation Rain Rainfall Remote sensing Sea level Shoreline protection Soil moisture Sustainability Tidal flooding Time lag Tourism Tropical environments Variability Vegetation |
title | Rainfall Variability and Tidal Inundation Influences on Mangrove Greenness in Karimunjawa National Park, Indonesia |
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