A GEE toolkit for water quality monitoring from 2002 to 2022 in support of SDG 14 and coral health in marine protected areas in Belize

Bibliographic Details
Title: A GEE toolkit for water quality monitoring from 2002 to 2022 in support of SDG 14 and coral health in marine protected areas in Belize
Authors: Ileana A. Callejas, Katie Osborn, Christine Lee, Deepak R. Mishra, Nicole Auil Gomez, Abel Carrias, Emil A. Cherrington, Robert Griffin, Andria Rosado, Samir Rosado, Jennifer Jay
Source: Frontiers in Remote Sensing, Vol 3 (2022)
Publisher Information: Frontiers Media S.A., 2022.
Publication Year: 2022
Collection: LCC:Geophysics. Cosmic physics
LCC:Meteorology. Climatology
Subject Terms: remote sensing, turbidity, Kd (490), Google Earth Engine, heat stress, coral vulnerability, Geophysics. Cosmic physics, QC801-809, Meteorology. Climatology, QC851-999
More Details: Coral reefs are highly diverse ecosystems that provide many goods and ecosystem services globally. Coral reef ecosystems are also threatened by environmental stressors from anthropogenic sources and shifting climates. The United Nations Sustainable Development Goal 14 (“Life Below Water”) addresses the need to conserve and sustainably use the ocean, seas, and marine ecosystems, including reef systems. Belize’s coral reef system is the second largest in the world, providing sources of income to Belizeans through tourism and fisheries as well as coastline protection. In order to conserve their marine ecosystems, Belize has a network of Marine Protected Areas (MPAs) throughout their coastal waters. Using Aqua MODIS satellite imagery from 2002 to 2022, Google Earth Engine, and RStudio, we present a workflow to calculate stress days on MPAs and a coral vulnerability index based on sea surface temperature (SST) and Kd (490), a proxy of water clarity. The Corozal Bay, Swallow Caye, Port Honduras, and South Water Caye MPAs had the highest percentages of stress days and coral vulnerability stress index score based on these two parameters among the 24 MPAs analyzed. Additionally, SST in the warmest month of the year in Belize were seen to increase across all MPAs from 2002 to 2022 (p < 0.01). This GEE toolkit provides a straightforward and accessible tool to help governments monitor both water quality and risks to coral reefs in accordance with SDG 14.
Document Type: article
File Description: electronic resource
Language: English
ISSN: 2673-6187
Relation: https://www.frontiersin.org/articles/10.3389/frsen.2022.1020184/full; https://doaj.org/toc/2673-6187
DOI: 10.3389/frsen.2022.1020184
Access URL: https://doaj.org/article/c975ede1aa0547d2a1f9ec4478adebc2
Accession Number: edsdoj.975ede1aa0547d2a1f9ec4478adebc2
Database: Directory of Open Access Journals
FullText Text:
  Availability: 0
CustomLinks:
  – Url: https://resolver.ebsco.com/c/xy5jbn/result?sid=EBSCO:edsdoj&genre=article&issn=26736187&ISBN=&volume=3&issue=&date=20221101&spage=&pages=&title=Frontiers in Remote Sensing&atitle=A%20GEE%20toolkit%20for%20water%20quality%20monitoring%20from%202002%20to%202022%20in%20support%20of%20SDG%2014%20and%20coral%20health%20in%20marine%20protected%20areas%20in%20Belize&aulast=Ileana%20A.%20Callejas&id=DOI:10.3389/frsen.2022.1020184
    Name: Full Text Finder (for New FTF UI) (s8985755)
    Category: fullText
    Text: Find It @ SCU Libraries
    MouseOverText: Find It @ SCU Libraries
  – Url: https://doaj.org/article/c975ede1aa0547d2a1f9ec4478adebc2
    Name: EDS - DOAJ (s8985755)
    Category: fullText
    Text: View record from DOAJ
    MouseOverText: View record from DOAJ
Header DbId: edsdoj
DbLabel: Directory of Open Access Journals
An: edsdoj.975ede1aa0547d2a1f9ec4478adebc2
RelevancyScore: 953
AccessLevel: 3
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 953.480224609375
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: A GEE toolkit for water quality monitoring from 2002 to 2022 in support of SDG 14 and coral health in marine protected areas in Belize
– Name: Author
  Label: Authors
  Group: Au
  Data: &lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Ileana+A%2E+Callejas%22&quot;&gt;Ileana A. Callejas&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Katie+Osborn%22&quot;&gt;Katie Osborn&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Christine+Lee%22&quot;&gt;Christine Lee&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Deepak+R%2E+Mishra%22&quot;&gt;Deepak R. Mishra&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Nicole+Auil+Gomez%22&quot;&gt;Nicole Auil Gomez&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Abel+Carrias%22&quot;&gt;Abel Carrias&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Emil+A%2E+Cherrington%22&quot;&gt;Emil A. Cherrington&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Robert+Griffin%22&quot;&gt;Robert Griffin&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Andria+Rosado%22&quot;&gt;Andria Rosado&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Samir+Rosado%22&quot;&gt;Samir Rosado&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;AR&quot; term=&quot;%22Jennifer+Jay%22&quot;&gt;Jennifer Jay&lt;/searchLink&gt;
– Name: TitleSource
  Label: Source
  Group: Src
  Data: Frontiers in Remote Sensing, Vol 3 (2022)
– Name: Publisher
  Label: Publisher Information
  Group: PubInfo
  Data: Frontiers Media S.A., 2022.
– Name: DatePubCY
  Label: Publication Year
  Group: Date
  Data: 2022
– Name: Subset
  Label: Collection
  Group: HoldingsInfo
  Data: LCC:Geophysics. Cosmic physics&lt;br /&gt;LCC:Meteorology. Climatology
– Name: Subject
  Label: Subject Terms
  Group: Su
  Data: &lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22remote+sensing%22&quot;&gt;remote sensing&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22turbidity%22&quot;&gt;turbidity&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22Kd+%28490%29%22&quot;&gt;Kd (490)&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22Google+Earth+Engine%22&quot;&gt;Google Earth Engine&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22heat+stress%22&quot;&gt;heat stress&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22coral+vulnerability%22&quot;&gt;coral vulnerability&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22Geophysics%2E+Cosmic+physics%22&quot;&gt;Geophysics. Cosmic physics&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22QC801-809%22&quot;&gt;QC801-809&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22Meteorology%2E+Climatology%22&quot;&gt;Meteorology. Climatology&lt;/searchLink&gt;&lt;br /&gt;&lt;searchLink fieldCode=&quot;DE&quot; term=&quot;%22QC851-999%22&quot;&gt;QC851-999&lt;/searchLink&gt;
– Name: Abstract
  Label: Description
  Group: Ab
  Data: Coral reefs are highly diverse ecosystems that provide many goods and ecosystem services globally. Coral reef ecosystems are also threatened by environmental stressors from anthropogenic sources and shifting climates. The United Nations Sustainable Development Goal 14 (“Life Below Water”) addresses the need to conserve and sustainably use the ocean, seas, and marine ecosystems, including reef systems. Belize’s coral reef system is the second largest in the world, providing sources of income to Belizeans through tourism and fisheries as well as coastline protection. In order to conserve their marine ecosystems, Belize has a network of Marine Protected Areas (MPAs) throughout their coastal waters. Using Aqua MODIS satellite imagery from 2002 to 2022, Google Earth Engine, and RStudio, we present a workflow to calculate stress days on MPAs and a coral vulnerability index based on sea surface temperature (SST) and Kd (490), a proxy of water clarity. The Corozal Bay, Swallow Caye, Port Honduras, and South Water Caye MPAs had the highest percentages of stress days and coral vulnerability stress index score based on these two parameters among the 24 MPAs analyzed. Additionally, SST in the warmest month of the year in Belize were seen to increase across all MPAs from 2002 to 2022 (p &lt; 0.01). This GEE toolkit provides a straightforward and accessible tool to help governments monitor both water quality and risks to coral reefs in accordance with SDG 14.
– Name: TypeDocument
  Label: Document Type
  Group: TypDoc
  Data: article
– Name: Format
  Label: File Description
  Group: SrcInfo
  Data: electronic resource
– Name: Language
  Label: Language
  Group: Lang
  Data: English
– Name: ISSN
  Label: ISSN
  Group: ISSN
  Data: 2673-6187
– Name: NoteTitleSource
  Label: Relation
  Group: SrcInfo
  Data: https://www.frontiersin.org/articles/10.3389/frsen.2022.1020184/full; https://doaj.org/toc/2673-6187
– Name: DOI
  Label: DOI
  Group: ID
  Data: 10.3389/frsen.2022.1020184
– Name: URL
  Label: Access URL
  Group: URL
  Data: &lt;link linkTarget=&quot;URL&quot; linkTerm=&quot;https://doaj.org/article/c975ede1aa0547d2a1f9ec4478adebc2&quot; linkWindow=&quot;_blank&quot;&gt;https://doaj.org/article/c975ede1aa0547d2a1f9ec4478adebc2&lt;/link&gt;
– Name: AN
  Label: Accession Number
  Group: ID
  Data: edsdoj.975ede1aa0547d2a1f9ec4478adebc2
PLink https://login.libproxy.scu.edu/login?url=https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&scope=site&db=edsdoj&AN=edsdoj.975ede1aa0547d2a1f9ec4478adebc2
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.3389/frsen.2022.1020184
    Languages:
      – Text: English
    Subjects:
      – SubjectFull: remote sensing
        Type: general
      – SubjectFull: turbidity
        Type: general
      – SubjectFull: Kd (490)
        Type: general
      – SubjectFull: Google Earth Engine
        Type: general
      – SubjectFull: heat stress
        Type: general
      – SubjectFull: coral vulnerability
        Type: general
      – SubjectFull: Geophysics. Cosmic physics
        Type: general
      – SubjectFull: QC801-809
        Type: general
      – SubjectFull: Meteorology. Climatology
        Type: general
      – SubjectFull: QC851-999
        Type: general
    Titles:
      – TitleFull: A GEE toolkit for water quality monitoring from 2002 to 2022 in support of SDG 14 and coral health in marine protected areas in Belize
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Ileana A. Callejas
      – PersonEntity:
          Name:
            NameFull: Katie Osborn
      – PersonEntity:
          Name:
            NameFull: Christine Lee
      – PersonEntity:
          Name:
            NameFull: Deepak R. Mishra
      – PersonEntity:
          Name:
            NameFull: Nicole Auil Gomez
      – PersonEntity:
          Name:
            NameFull: Abel Carrias
      – PersonEntity:
          Name:
            NameFull: Emil A. Cherrington
      – PersonEntity:
          Name:
            NameFull: Robert Griffin
      – PersonEntity:
          Name:
            NameFull: Andria Rosado
      – PersonEntity:
          Name:
            NameFull: Samir Rosado
      – PersonEntity:
          Name:
            NameFull: Jennifer Jay
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 01
              M: 11
              Type: published
              Y: 2022
          Identifiers:
            – Type: issn-print
              Value: 26736187
          Numbering:
            – Type: volume
              Value: 3
          Titles:
            – TitleFull: Frontiers in Remote Sensing
              Type: main
ResultId 1