{"data":{"id":"10.4121/uuid:3d971ec0-7a0d-46fa-be02-a2b3d4b9badd","type":"dois","attributes":{"doi":"10.4121/uuid:3d971ec0-7a0d-46fa-be02-a2b3d4b9badd","prefix":"10.4121","suffix":"uuid:3d971ec0-7a0d-46fa-be02-a2b3d4b9badd","identifiers":[],"alternateIdentifiers":[],"creators":[{"name":"Hu, Zhan","givenName":"Zhan","familyName":"Hu","affiliation":[],"nameIdentifiers":[]},{"name":"Zhou, J.","givenName":"J.","familyName":"Zhou","affiliation":[],"nameIdentifiers":[]},{"name":"Wang, C.","nameType":"Personal","givenName":"C.","familyName":"Wang","nameIdentifiers":[{"nameIdentifier":"0000-0003-3914-0767","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]},{"name":"Wang, H.","givenName":"H.","familyName":"Wang","affiliation":[],"nameIdentifiers":[]},{"name":"He, Z.","givenName":"Z.","familyName":"He","affiliation":[],"nameIdentifiers":[]},{"name":"Peng, Y.","givenName":"Y.","familyName":"Peng","affiliation":[],"nameIdentifiers":[]},{"name":"Zheng, P.","givenName":"P.","familyName":"Zheng","affiliation":[],"nameIdentifiers":[]},{"name":"Cozzoli, F.","givenName":"F.","familyName":"Cozzoli","affiliation":[],"nameIdentifiers":[]},{"name":"Bouma, T.J. (Tjeerd)","nameType":"Personal","givenName":"T.J. (Tjeerd)","familyName":"Bouma","nameIdentifiers":[{"nameIdentifier":"0000-0001-7824-7546","nameIdentifierScheme":"https://orcid.org/"}],"affiliation":[]}],"titles":[{"title":"Data presented in the paper: A Novel Instrument for Bed Dynamics Observation Supports: Machine Learning Applications in Mangrove Biogeomorphic Processes"}],"publisher":"4TU.Centre for Research Data","container":{},"publicationYear":2020,"subjects":[{"subject":"Land and Water Management","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"9609"},{"subject":"Oceanography","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0405"},{"subject":"FOS: Earth and related environmental sciences","schemeUri":"http://www.oecd.org/science/inno/38235147.pdf","subjectScheme":"Fields of Science and Technology (FOS)"},{"subject":"Physical Geography and Environmental Geoscience","subjectScheme":"Australian and New Zealand Standard Research Classification (ANZSRC), 2008","classificationCode":"0406"},{"subject":"Bed-level dynamics"},{"subject":"Laster based Surface Elevation Dynamics (LSED)-sensor"},{"subject":"Machine learning"},{"subject":"Tidal flats"},{"subject":"Time: 2018/2019"}],"contributors":[{"name":"Department Of Geography, Trinity College Dublin","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Department Of Geography, University Of Cambridge","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Department Of Physical Geography, Utrecht University","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Faculty Of Geo-Information Science And Earth Observation (ITC), University Of Twente","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Guangdong Provincial Key Laboratory Of Marine Resources And Coastal Engineering, And School Of Marine Science, Sun Yat-Sen University","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"HKV Consultants","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Institute Of Environmental And Ecological Engineering, Guangdong University Of Technology","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"NIOZ Royal Netherlands Institute For Sea Research, Department Of Estuarine And Delta Systems And Utrecht University","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Research Institute For Nature And Forest (INBO)","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Satellite Application Center For Ecology And Environment, Ministry Of Ecology And Environment, And State Environmental Protection Key Laboratory Of Satellite Remote Sensing","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"School Of Marine Engineering And Technology, Sun Yat-Sen University, Guangzhou","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Southern Marine Science And Engineering Guangdong Laboratory","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"TU Delft, Faculty Of Civil Engineering And Geosciences","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"University Of Antwerp, Ecosystem Management Research Group","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]},{"name":"Water Engineering And Management, University Of Twente","nameType":"Organizational","affiliation":[],"contributorType":"Other","nameIdentifiers":[]}],"dates":[{"date":"2020-05-24","dateType":"Issued"}],"language":"en","types":{"ris":"DATA","bibtex":"misc","citeproc":"dataset","schemaOrg":"Dataset","resourceType":"Dataset","resourceTypeGeneral":"Dataset"},"relatedIdentifiers":[],"relatedItems":[],"sizes":[],"formats":["media types: application/vnd.openxmlformats-officedocument.wordprocessingml.document, application/x-matlab-data, application/zip, text/plain"],"version":"1","rightsList":[{"rights":"Creative Commons Zero v1.0 Universal","rightsUri":"https://creativecommons.org/publicdomain/zero/1.0/legalcode","schemeUri":"https://spdx.org/licenses/","rightsIdentifier":"cc0-1.0","rightsIdentifierScheme":"SPDX"}],"descriptions":[{"description":"Short-term bed level dynamics on the intertidal flats plays a critical role in long-term coastal wetland dynamics. High-frequency observation techniques are crucial for better understanding of intertidal biogeomorphic evolutions. Here, we introduce an innovative instrument for bed dynamics observation, i.e. LSED-sensor (Laster based Surface Elevation Dynamics sensor). LSED-sensors inherit the merits of the previously-introduced optical SED-sensors as it enables continuous long-term monitoring with relatively low cost of labor and acquisition. By adapting Laster-ranging technique, LSED-sensors avoid touching the measuring object (i.e. bed surface) and they do not rely on daylights, as it is for the optical SED-sensors. Furthermore, the new LSED-sensors are equipped with a real-time data transmission function, enabling creating automatic observation networks covering multiple (remote) sites. During a 21-days field survey in a mangrove wetland, good agreement (R2=0.7) has been obtained between the automatic LSED-sensor measurement and an accurate ground-truth measurement method, i.e. Sedimentation Erosion Bars. The obtained LSED-sensor data was subsequently used to develop machine learning predictors, which revealed the main drivers of the accumulative and daily bed level changes. We expect that the LSED-sensors can further support machine learning applications to extract new knowledge on coastal biogeomorphic processes.","descriptionType":"Abstract"}],"geoLocations":[{"geoLocationPlace":"National mangrove park in Hailing island, Yangjiang city, Guangdong province, China","geoLocationPoint":{"pointLatitude":"21.6496","pointLongitude":"111.9674"}}],"fundingReferences":[{"awardTitle":"EPSRC, EP/R024537/1","funderName":"unknown"},{"awardTitle":"NSFC, 51761135022","funderName":"unknown"},{"awardTitle":"NWO, ALWSD.2016.026","funderName":"unknown"},{"awardTitle":"Sustainable Deltas","funderName":"unknown"}],"xml":"<?xml version="1.0" encoding="UTF-8"?>
<resource xmlns="http://datacite.org/schema/kernel-4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.4/metadata.xsd">
  <identifier identifierType="DOI">10.4121/UUID:3D971EC0-7A0D-46FA-BE02-A2B3D4B9BADD</identifier>
  <creators>
    <creator>
      <creatorName>Zhan Hu</creatorName>
      <givenName>Zhan</givenName>
      <familyName>Hu</familyName>
    </creator>
    <creator>
      <creatorName>J. Zhou</creatorName>
      <givenName>J.</givenName>
      <familyName>Zhou</familyName>
    </creator>
    <creator>
      <creatorName nameType="Personal">C. Wang</creatorName>
      <givenName>C.</givenName>
      <familyName>Wang</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0003-3914-0767</nameIdentifier>
    </creator>
    <creator>
      <creatorName>H. Wang</creatorName>
      <givenName>H.</givenName>
      <familyName>Wang</familyName>
    </creator>
    <creator>
      <creatorName>Z. He</creatorName>
      <givenName>Z.</givenName>
      <familyName>He</familyName>
    </creator>
    <creator>
      <creatorName>Y. Peng</creatorName>
      <givenName>Y.</givenName>
      <familyName>Peng</familyName>
    </creator>
    <creator>
      <creatorName>P. Zheng</creatorName>
      <givenName>P.</givenName>
      <familyName>Zheng</familyName>
    </creator>
    <creator>
      <creatorName>F. Cozzoli</creatorName>
      <givenName>F.</givenName>
      <familyName>Cozzoli</familyName>
    </creator>
    <creator>
      <creatorName nameType="Personal">T.J. (Tjeerd) Bouma</creatorName>
      <givenName>T.J. (Tjeerd)</givenName>
      <familyName>Bouma</familyName>
      <nameIdentifier nameIdentifierScheme="https://orcid.org/">0000-0001-7824-7546</nameIdentifier>
    </creator>
  </creators>
  <titles>
    <title>Data presented in the paper: A Novel Instrument for Bed Dynamics Observation Supports: Machine Learning Applications in Mangrove Biogeomorphic Processes</title>
  </titles>
  <publisher>4TU.Centre for Research Data</publisher>
  <publicationYear>2020</publicationYear>
  <resourceType resourceTypeGeneral="Dataset">Dataset</resourceType>
  <subjects>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="9609">Land and Water Management</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0405">Oceanography</subject>
    <subject subjectScheme="Australian and New Zealand Standard Research Classification (ANZSRC), 2008" classificationCode="0406">Physical Geography and Environmental Geoscience</subject>
    <subject>Bed-level dynamics</subject>
    <subject>Laster based Surface Elevation Dynamics (LSED)-sensor</subject>
    <subject>Machine learning</subject>
    <subject>Tidal flats</subject>
    <subject>Time: 2018/2019</subject>
  </subjects>
  <contributors>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Department of Geography, Trinity College Dublin</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Department of Geography, University of Cambridge</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Department of Physical Geography, Utrecht University</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Faculty of Geo-Information Science and Earth Observation (ITC), University of Twente</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Guangdong Provincial Key Laboratory of Marine Resources and Coastal Engineering, and School of Marine Science, Sun Yat-sen University</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">HKV Consultants</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Institute of Environmental and Ecological engineering, Guangdong University of Technology</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">NIOZ Royal Netherlands Institute for Sea Research, Department of Estuarine and Delta Systems and Utrecht University</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Research Institute for Nature and Forest (INBO)</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Satellite Application Center for Ecology and Environment, Ministry of Ecology and Environment, and State Environmental Protection Key Laboratory of Satellite Remote Sensing</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">School of Marine Engineering and Technology, Sun Yat-Sen University, Guangzhou</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Southern Marine Science and Engineering Guangdong Laboratory</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">TU Delft, Faculty of Civil Engineering and Geosciences</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">University of Antwerp, Ecosystem Management Research Group</contributorName>
    </contributor>
    <contributor contributorType="Other">
      <contributorName nameType="Organizational">Water Engineering and Management, University of Twente</contributorName>
    </contributor>
  </contributors>
  <dates>
    <date dateType="Issued">2020-05-24</date>
  </dates>
  <formats>
    <format>media types: application/vnd.openxmlformats-officedocument.wordprocessingml.document, application/x-matlab-data, application/zip, text/plain</format>
  </formats>
  <version>1</version>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/publicdomain/zero/1.0/">CC0</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">Short-term bed level dynamics on the intertidal flats plays a critical role in long-term coastal wetland dynamics. High-frequency observation techniques are crucial for better understanding of intertidal biogeomorphic evolutions. Here, we introduce an innovative instrument for bed dynamics observation, i.e. LSED-sensor (Laster based Surface Elevation Dynamics sensor). LSED-sensors inherit the merits of the previously-introduced optical SED-sensors as it enables continuous long-term monitoring with relatively low cost of labor and acquisition. By adapting Laster-ranging technique, LSED-sensors avoid touching the measuring object (i.e. bed surface) and they do not rely on daylights, as it is for the optical SED-sensors. Furthermore, the new LSED-sensors are equipped with a real-time data transmission function, enabling creating automatic observation networks covering multiple (remote) sites. During a 21-days field survey in a mangrove wetland, good agreement (R2=0.7) has been obtained between the automatic LSED-sensor measurement and an accurate ground-truth measurement method, i.e. Sedimentation Erosion Bars. The obtained LSED-sensor data was subsequently used to develop machine learning predictors, which revealed the main drivers of the accumulative and daily bed level changes. We expect that the LSED-sensors can further support machine learning applications to extract new knowledge on coastal biogeomorphic processes.</description>
  </descriptions>
  <geoLocations>
    <geoLocation>
      <geoLocationPlace>National mangrove park in Hailing island, Yangjiang city, Guangdong province, China</geoLocationPlace>
      <geoLocationPoint>
        <pointLongitude>111.9674</pointLongitude>
        <pointLatitude>21.6496</pointLatitude>
      </geoLocationPoint>
    </geoLocation>
  </geoLocations>
  <fundingReferences>
    <fundingReference>
      <funderName>unknown</funderName>
      <awardTitle>EPSRC, EP/R024537/1</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>unknown</funderName>
      <awardTitle>NSFC, 51761135022</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>unknown</funderName>
      <awardTitle>NWO, ALWSD.2016.026</awardTitle>
    </fundingReference>
    <fundingReference>
      <funderName>unknown</funderName>
      <awardTitle>Sustainable Deltas</awardTitle>
    </fundingReference>
  </fundingReferences>
</resource>","url":"https://data.4tu.nl/articles/_/12692429/1","contentUrl":null,"metadataVersion":6,"schemaVersion":"http://datacite.org/schema/kernel-4","source":"mds","isActive":true,"state":"findable","reason":null,"viewCount":0,"viewsOverTime":[],"downloadCount":0,"downloadsOverTime":[],"referenceCount":0,"citationCount":0,"citationsOverTime":[],"partCount":0,"partOfCount":0,"versionCount":0,"versionOfCount":0,"created":"2020-05-24T09:39:13.000Z","registered":"2020-05-24T09:39:14.000Z","published":"2020","updated":"2021-10-31T16:09:36.000Z"},"relationships":{"client":{"data":{"id":"delft.data4tu","type":"clients"}},"provider":{"data":{"id":"scpr","type":"providers"}},"media":{"data":{"id":"10.4121/uuid:3d971ec0-7a0d-46fa-be02-a2b3d4b9badd","type":"media"}},"references":{"data":[]},"citations":{"data":[]},"parts":{"data":[]},"partOf":{"data":[]},"versions":{"data":[]},"versionOf":{"data":[]}}}}