spatialRepresentationInfo
referenceSystemInfo
referenceSystemInfo
identificationInfo
contentInfo
distributionInfo
dataQualityInfo
metadataConstraints

2019 NOAA Bathymetric Lidar with Waveform Metrics: Saipan, CNMI
 (MI_Metadata)
    fileIdentifier:  gov.noaa.nmfs.inport:71943
    language:
      LanguageCode:  eng
    characterSet:  (MD_CharacterSetCode) UTF8
    hierarchyLevel:  (MD_ScopeCode) dataset
    hierarchyLevelName:  Elevation
    contact:  (CI_ResponsibleParty)
        organisationName:  National Centers for Coastal Ocean Science
        contactInfo:  (CI_Contact)
            phone:  (CI_Telephone)
                voice: (missing)
            address:  (CI_Address)
        role:  (CI_RoleCode) resourceProvider
    contact:  (CI_ResponsibleParty)
        positionName:  NCCOS Scientific Data Coordinator
        contactInfo:  (CI_Contact)
            phone:  (CI_Telephone)
                voice: (missing)
            address:  (CI_Address)
                deliveryPoint: (missing)
                city: (missing)
                administrativeArea: (missing)
                postalCode: (missing)
                country: (missing)
                electronicMailAddress:  NCCOS.data@noaa.gov
        role:  (CI_RoleCode) pointOfContact
    dateStamp:
      DateTime:  2024-01-26T17:56:34
    metadataStandardName:  ISO 19115-2 Geographic Information - Metadata Part 2 Extensions for imagery and gridded data
    metadataStandardVersion:  ISO 19115-2:2009(E)
return to top
    spatialRepresentationInfo:  (MD_VectorSpatialRepresentation)
        topologyLevel:  (MD_TopologyLevelCode)
        geometricObjects:  (MD_GeometricObjects)
            geometricObjectType:  (MD_GeometricObjectTypeCode) point
            geometricObjectCount:  739324271
return to top
    referenceSystemInfo:  (MD_ReferenceSystem)
        referenceSystemIdentifier:  (RS_Identifier)
            authority:  (CI_Citation)
                title:  NAD83(PA11)
                date:  (CI_Date)
                    date:  2008-11-12
                    dateType:  (CI_DateTypeCode) publication
                citedResponsibleParty:  (CI_ResponsibleParty)
                    organisationName:  European Petroleum Survey Group
                    contactInfo:  (CI_Contact)
                        onlineResource:  (CI_OnlineResource)
                            linkage: https://apps.epsg.org/api/v1/CoordRefSystem/6322/export/?format=gml
                    role: (missing)
            code:  urn:ogc:def:crs:EPSG:6322
            version:  6.18.3
return to top
    referenceSystemInfo:  (MD_ReferenceSystem)
        referenceSystemIdentifier:  (RS_Identifier)
            authority:  (CI_Citation)
                title:  Northern Marianas Vertical Datum of 2003 (NMVD03) (GEOID12B) meters
                alternateTitle:  Northern Marianas Vertical Datum of 2003 (NMVD03) (GEOID12B) meters
                citedResponsibleParty:  (CI_ResponsibleParty)
                    organisationName: (withheld)
                    contactInfo:  (CI_Contact)
                        onlineResource:  (CI_OnlineResource)
                            linkage: https://apps.epsg.org/api/v1/VerticalCoordRefSystem/6640/?api_key=gml
                            name:  Northern Marianas Vertical Datum of 2003 (NMVD03) (GEOID12B) meters
                            description:  Link to Geographic Markup Language (GML) description of reference system.
                            function:  (CI_OnLineFunctionCode) information
                    role:  (CI_RoleCode) resourceProvider
                citedResponsibleParty:  (CI_ResponsibleParty)
                    organisationName:  European Petroleum Survey Group
                    contactInfo:  (CI_Contact)
                        onlineResource:  (CI_OnlineResource)
                            linkage: https://www.epsg.org/
                            name:  European Petroleum Survey Group Geodetic Parameter Registry
                            description:  Registry that accesses the EPSG Geodetic Parameter Dataset, which is a structured dataset of Coordinate Reference Systems and Coordinate Transformations.
                            function:  (CI_OnLineFunctionCode) search
                    role:  (CI_RoleCode) publisher
                VerticalCS:
                  metaDataProperty:
                    CommonMetaData:
                      type:  vertical
                      informationSource:  OGP
                      revisionDate:  2006-11-28
                      isDeprecated:  false
                  identifier:  urn:ogc:def:cs:EPSG::6499
                  name:  Vertical CS. Axis: height (H). Orientation: up. UoM: meter.
                  remarks:  Used in vertical coordinate reference systems.
                  axis:
                    CoordinateSystemAxis:
                      descriptionReference:  urn:ogc:def:axis-name:EPSG::9904
                      identifier:  urn:ogc:def:axis:EPSG::114
                      axisAbbrev:  H
                      axisDirection:  up
            code:  urn:ogc:def:crs:EPSG::6640
return to top
    identificationInfo:  (MD_DataIdentification)
        citation:  (CI_Citation)
            title:  2019 NOAA Bathymetric Lidar with Waveform Metrics: Saipan, CNMI
            alternateTitle:  Saipan2019_Lidar_Waveform_Metrics m10031
            date:  (CI_Date)
                date:  2022-01-21
                dateType:  (CI_DateTypeCode) creation
            date:  (CI_Date)
                date:  2024-01-16
                dateType:  (CI_DateTypeCode) publication
            identifier:  (MD_Identifier)
                authority:  (CI_Citation)
                    title:  NOAA/NMFS/EDM
                    date: (inapplicable)
                code:
                  Anchor:  InPort Catalog ID 71943
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://www.fisheries.noaa.gov/inport/item/71943
                        protocol:  WWW:LINK-1.0-http--link
                        name:  Full Metadata Record
                        description:  View the complete metadata record on InPort for more information about this dataset.
                        function:  (CI_OnLineFunctionCode) information
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                individualName:  Costa, Bryan
                contactInfo:  (CI_Contact)
                    phone:  (CI_Telephone)
                        voice: (missing)
                    address:  (CI_Address)
                        deliveryPoint: (missing)
                        city: (missing)
                        administrativeArea: (missing)
                        postalCode: (missing)
                        country: (missing)
                        electronicMailAddress:  bryan.costa@noaa.gov
                role:  (CI_RoleCode) principalInvestigator
            citedResponsibleParty:  (CI_ResponsibleParty)
                individualName:  Costa, Bryan
                contactInfo:  (CI_Contact)
                    phone:  (CI_Telephone)
                        voice: (missing)
                    address:  (CI_Address)
                        deliveryPoint: (missing)
                        city: (missing)
                        administrativeArea: (missing)
                        postalCode: (missing)
                        country: (missing)
                        electronicMailAddress:  bryan.costa@noaa.gov
                role:  (CI_RoleCode) author
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://doi.org/10.1371/journal.pone.0021265
                        protocol:  WWW:LINK-1.0-http--link
                        name: https://doi.org/10.1371/journal.pone.0021265
                        description:  Collin, A., Archambault, P., & Long, B. (2011). Predicting species diversity of benthic communities within turbid nearshore using full waveform bathymetric LiDAR and machine learners. PloS one, 6(6), e21265. https://doi.org/10.1371/journal.pone.0021265
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://doi.org/10.3390/s151128099
                        protocol:  WWW:LINK-1.0-http--link
                        name: https://doi.org/10.3390/s151128099
                        description:  Kashani, A. G., Olsen, M. J., Parrish, C. E., & Wilson, N. (2015). A review of LiDAR radiometric processing: From ad hoc intensity correction to rigorous radiometric calibration. Sensors, 15(11), 28099-28128. https://doi.org/10.3390/s151128099
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://doi.org/10.3390/s22093121
                        protocol:  WWW:LINK-1.0-http--link
                        name: https://doi.org/10.3390/s22093121
                        description:  Kogut, T., Tomczak, A., Stowik, A., & Oberski, T. (2022). Seabed modelling by means of airborne laser bathymetry data and imbalanced learning for offshore mapping. Sensors, 22(9), 3121. https://doi.org/10.3390/s22093121
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/
                        protocol:  WWW:LINK-1.0-http--link
                        name:  USGS/NOAA Topobathy Lidar DEM: CNMI (Aguijan, Rota, Saipan, Tinian)
                        description:  NOAA and USGS. (2019). USGS/NOAA Topobathy Lidar DEM: CNMI (Aguijan, Rota, Saipan, Tinian). Online: https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ (Accessed 15 November 2023).
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://doi.org/10.1109/LGRS.2013.2280182
                        protocol:  WWW:LINK-1.0-http--link
                        name: https://doi.org/10.1109/LGRS.2013.2280182
                        description:  Parrish, C. E., Rogers, J. N., & Calder, B. R. (2014). Assessment of waveform features for lidar uncertainty modeling in a coastal salt marsh environment. IEEE Geoscience and Remote Sensing Letters, 11(2), 569‐573. https://doi.org/10.1109/LGRS.2013.2280182
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://doi.org/10.1007/s12237-019-00652-9
                        protocol:  WWW:LINK-1.0-http--link
                        name: https://doi.org/10.1007/s12237-019-00652-9
                        description:  Wilson, N., Parrish, C. E., Battista, T., Wright, C. W., Costa, B., Slocum, R. K., ... & Tyler, M. T. (2019). Mapping seafloor relative reflectance and assessing coral reef morphology with EAARL-B topobathymetric Lidar waveforms. Estuaries and Coasts, 1-15. https://doi.org/10.1007/s12237-019-00652-9
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            citedResponsibleParty:  (CI_ResponsibleParty)
                organisationName: (inapplicable)
                contactInfo:  (CI_Contact)
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://prd-tnm.s3.amazonaws.com/StagedProducts/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf
                        protocol:  WWW:LINK-1.0-http--link
                        name:  Lidar Mapping Report: Project ID 17502
                        description:  Woolpert. (2019). Lidar Mapping Report: Project ID 17502, Work Unit 219835. NOAA CONTRACT NUMBER: EA-133C-16-CQ-0046 and USGS CONTRACT NUMBER: G16PC00022. This report describes the collection of the dataset used as input for this dataset. Not all parts are applicable.
                        function:  (CI_OnLineFunctionCode) download
                role: (inapplicable)
            presentationForm: (unknown)
        abstract:  This data package contains bathymetric light detection and ranging (lidar) Chiroptera-4X .LAS 1.4 files with waveform metrics (as extra bytes) for 0 to 50 meter depths around the island of Saipan, Commonwealth of the Northern Mariana Islands (CNMI). Bathymetric lidar waveforms depict the amount of laser light returned from the seafloor recorded during each laser pulse. Typically, only the leading edge of the seafloor return is used to calculate bottom depth. However, the shape of the seafloor return also contains novel information about the physical structure and biological cover on the seafloor (Collin et al. 2011, Wilson et al. 2019). To extract this information, the National Oceanic and Atmospheric Administration (NOAA) National Centers for Coastal Ocean Science (NCCOS) partnered with Oregon State University (OSU), NOAA Office for Coastal Management (OCM), Woolpert and Hexagon Leica to develop software to export, process, normalize and rasterize 16 LWFM describing the shape of the seafloor return (Jung et al. In Review; Collin et al. 2011; Parrish et al. 2014; Kashani et al. 2015; Kogut et al. 2022). The resulting LWFM rasters were used to predict the distribution of key coral reef taxa and habitats west of Saipan (Costa et al. 2024). This effort marks one of the few studies that have used LWFM to predict tropical coral reef habitats to date. These processing workflows and associated software will also make LWFM creation easier and more routine for future Chiroptera-4X lidar collections by NOAA and its partners. This project was funded by NOAA's Coral Reef Conservation Program (CRCP), and leverages significant investments made by NOAA NCCOS, NOAA National Geodetic Survey, NOAA Office for Coastal Management, and the U.S. Geological Survey in the region. This data set is an LAZ (compressed LAS) format file containing LIDAR point cloud data.
        purpose:  The purpose of this effort was to develop standardized processes and software to extract, normalize and rasterize bathymetric lidar waveform metrics (LWFM) from the Chiroptera-4X .las files with extra bytes. LWFM have shown promise to enhance NOAA's ability to predict and map the location of benthic habitats (Collin et al. 2011), including coral reefs (Wilson et al. 2019). The study site for this research was 0 to 50 meter depths around the island of Saipan in the Commonwealth of the Northern Mariana Islands (CNMI). This area was selected because its shallow-water coral reefs include ecologically and economically valuable coral taxa, which have been stressed by multiple typhoons and warm-water bleaching events over the last decade. In response to these disasters, NOAA and USGS contracted Woolpert to acquire Chiroptera-4X topographic-bathymetric lidar data around coastal areas of CNMI, including Saipan (Woolpert 2019; NOAA and USGS 2019). These data were used to understand impacts from these disasters in the region, including the damage done to the surrounding coral reefs. The LWFM were used by NOAA NCCOS to create updated coral reef maps for local resource managers on Saipan (Costa et al. 2024)
        credit:  Lidar acquisition was funded by NOAA Office for Coastal Management, NOAA National Geodetic Survey, and the U.S. Geological Survey in the region. Lidar was collected by Woolpert Inc. The development of lidar waveform metrics was funded by the NOAA Coral Reef Conservation Program (CRCP) Project ID: 31309 with in-kind contributions from NOAA NCCOS. The custom download may be cited as National Oceanic and Atmospheric Administration (NOAA) Digital Coast Data Access Viewer. Charleston, SC: NOAA Office for Coastal Management. Accessed Jan 26, 2024 at https://coast.noaa.gov/dataviewer.
        status:  (MD_ProgressCode) completed
        pointOfContact:  (CI_ResponsibleParty)
            positionName:  NCCOS Scientific Data Coordinator
            contactInfo:  (CI_Contact)
                phone:  (CI_Telephone)
                    voice: (missing)
                address:  (CI_Address)
                    deliveryPoint: (missing)
                    city: (missing)
                    administrativeArea: (missing)
                    postalCode: (missing)
                    country: (missing)
                    electronicMailAddress:  NCCOS.data@noaa.gov
            role:  (CI_RoleCode) pointOfContact
        pointOfContact:  (CI_ResponsibleParty)
            individualName:  Costa, Bryan
            contactInfo:  (CI_Contact)
                phone:  (CI_Telephone)
                    voice: (missing)
                address:  (CI_Address)
                    deliveryPoint: (missing)
                    city: (missing)
                    administrativeArea: (missing)
                    postalCode: (missing)
                    country: (missing)
                    electronicMailAddress:  bryan.costa@noaa.gov
            role:  (CI_RoleCode) pointOfContact
        pointOfContact:  (CI_ResponsibleParty)
            organisationName:  NOAA Office for Coastal Management
            contactInfo:  (CI_Contact)
                phone:  (CI_Telephone)
                    voice:  (843) 740-1202
                address:  (CI_Address)
                    deliveryPoint:  2234 South Hobson Ave
                    city:  Charleston
                    administrativeArea:  SC
                    postalCode:  29405-2413
                    country: (missing)
                    electronicMailAddress:  coastal.info@noaa.gov
                onlineResource:  (CI_OnlineResource)
                    linkage: https://coast.noaa.gov
                    protocol:  WWW:LINK-1.0-http--link
                    name:  NOAA Office for Coastal Management Website
                    description:  NOAA Office for Coastal Management Home Page
                    function:  (CI_OnLineFunctionCode) information
            role:  (CI_RoleCode) custodian
        resourceMaintenance:  (MD_MaintenanceInformation)
            maintenanceAndUpdateFrequency:  (MD_MaintenanceFrequencyCode) asNeeded
        graphicOverview:  (MD_BrowseGraphic)
            fileName: https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid12b/10031/supplemental/2019_Saipan_extent_m10031.kmz
            fileDescription:  This graphic displays the footprint for this lidar data set.
            fileType:  KML
        descriptiveKeywords:  (MD_Keywords)
            keyword:  EARTH SCIENCE > OCEANS > BATHYMETRY/SEAFLOOR TOPOGRAPHY > BATHYMETRY
            keyword:  EARTH SCIENCE > OCEANS > COASTAL PROCESSES > CORAL REEFS
            keyword:  EARTH SCIENCE > SPECTRAL/ENGINEERING > LIDAR
            keyword:  EARTH SCIENCE > SPECTRAL/ENGINEERING > LIDAR > LIDAR WAVEFORM
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Science Keywords
                date: (missing)
                edition:  17.0
        descriptiveKeywords:  (MD_Keywords)
            keyword:  CONTINENT > NORTH AMERICA > UNITED STATES OF AMERICA
            keyword:  OCEAN > PACIFIC OCEAN > WESTERN PACIFIC OCEAN > MICRONESIA > NORTHERN MARIANA ISLANDS
            keyword:  VERTICAL LOCATION > SEA FLOOR
            type:  (MD_KeywordTypeCode) place
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Location Keywords
                date: (missing)
                edition:  17.0
        descriptiveKeywords:  (MD_Keywords)
            keyword:  1 meter - < 10 meters
            type:  (MD_KeywordTypeCode) dataResolution
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Vertical Data Resolution Keywords
                date: (missing)
                edition:  10.3
        descriptiveKeywords:  (MD_Keywords)
            keyword:  LIDAR > Light Detection and Ranging
            type:  (MD_KeywordTypeCode) instrument
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Instrument Keywords
                date: (missing)
                edition:  17.2
        descriptiveKeywords:  (MD_Keywords)
            keyword:  Airplane > Airplane
            type:  (MD_KeywordTypeCode) platform
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Platform Keywords
                date: (missing)
                edition:  17.2
        descriptiveKeywords:  (MD_Keywords)
            keyword:  Geographic Information > Backscatter
            keyword:  Geographic Information > Bathymetry
            keyword:  Geographic Information > LiDAR
            keyword:  Geographic Information > Marine Management Areas
            keyword:  Map Images > Backscatter
            keyword:  Map Images > Bathymetry
            keyword:  Numeric Data Sets > Backscatter
            keyword:  Numeric Data Sets > Bathymetry
            keyword:  Numeric Data Sets > Benthic
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  CoRIS Discovery Thesaurus
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Saipan Island > Chalan Kanoa (15N145E0012)
            keyword:  OCEAN BASIN > Pacific Ocean > Western Pacific Ocean > Saipan Island > Saipan Island (15N145E0002)
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  CoRIS Place Ocean/Seas Keywords
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > GIS
            keyword:  EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > Mapping > Habitat Mapping
            keyword:  EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography > Backscatter
            keyword:  EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography > Bathymetry
            keyword:  EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography > Rugosity
            keyword:  EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography > Slope
            keyword:  EARTH SCIENCE > Oceans > Bathymetry/Seafloor Topography >Water Depth
            keyword:  EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs
            keyword:  EARTH SCIENCE > Oceans > Coastal Processes > Coral Reefs > Coral Reef Ecology > Habitats
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  CoRIS Theme Thesaurus
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  NCCOS Research Data Type > Derived Data Product
            keyword:  NCCOS Research Data Type > Field Observation
            keyword:  NCCOS Research Data Type > Geospatial
            keyword:  NCCOS Research Priority > Marine Spatial Ecology
            keyword:  NCCOS Research Topic > Habitat Mapping
            keyword:  NCCOS Research Location > Region > International
            keyword:  NCCOS Research Location > Region > Pacific Ocean
            keyword:  NCCOS Research Location > U.S. States and Territories > Mariana Islands > Saipan
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  NCCOS Discovery Keywords
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  HABITAT - BENTHIC
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  NODC Data Types
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  NOAA Coral Reef Conservation Program
            type:  (MD_KeywordTypeCode) theme
            thesaurusName:  (CI_Citation)
                title:  Project
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  COUNTRY/TERRITORY > Northern Mariana Islands > Saipan > Chalan Kanoa (15N145E0012)
            type:  (MD_KeywordTypeCode) place
            thesaurusName:  (CI_Citation)
                title:  CoRIS Place Country/Territory Keywords
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  COUNTRY/TERRITORY > Northern Mariana Islands > Saipan > Saipan Island (15N145E0002)
            type:  (MD_KeywordTypeCode) place
            thesaurusName:  (CI_Citation)
                title:  CoRIS Place Thesaurus
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  VERTICAL LOCATION > SEA FLOOR
            type:  (MD_KeywordTypeCode) stratum
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Stratum Keywords
                date: (missing)
        descriptiveKeywords:  (MD_Keywords)
            keyword:  Hawkeye-4X topo-bathymetric lidar
            type:  (MD_KeywordTypeCode) instrument
        descriptiveKeywords:  (MD_Keywords)
            keyword:  Reims F406 - ZK-XLF
            type:  (MD_KeywordTypeCode) platform
        descriptiveKeywords:  (MD_Keywords)
            keyword:  DOC/NOAA/NOS/NCCOS > National Centers for Coastal Ocean Science, National Ocean Service, NOAA, U.S. Department of Commerce
            type:  (MD_KeywordTypeCode) dataCentre
            thesaurusName:  (CI_Citation)
                title:  Global Change Master Directory (GCMD) Data Center Keywords
                date:  (CI_Date)
                    date:  2017-04-24
                    dateType:  (CI_DateTypeCode) publication
                edition:  8.5
                citedResponsibleParty:  GCMD Landing Page
        descriptiveKeywords:  (MD_Keywords)
            keyword:  Biogeography
            type:  (MD_KeywordTypeCode) project
            thesaurusName:  (CI_Citation)
                title:  InPort
                date: (inapplicable)
        resourceSpecificUsage:  (MD_Usage)
            specificUsage: (missing)
            usageDateTime:
              DateTime:  2024-01-24T00:00:00
            userDeterminedLimitations:  The return number field appears to be zero for all points, which is not a legitimate value. The extra bytes fields are lacking descriptions and documentation of the fields has not been provided. The classification scheme does not conform to LAS 1.4 specifications. The process for creating the extra bytes waveform metrics has not been documented.
            userContactInfo:  (CI_ResponsibleParty)
                individualName:  Waters, Kirk
                role:  (CI_RoleCode) user
        resourceConstraints:  (MD_LegalConstraints)
            useConstraints:  (MD_RestrictionCode) otherRestrictions
            otherConstraints:  Cite As: National Centers for Coastal Ocean Science, [Date of Access]: 2019 NOAA Bathymetric Lidar with Waveform Metrics: Saipan, CNMI [Data Date Range], https://www.fisheries.noaa.gov/inport/item/71943.
        resourceConstraints:  (MD_Constraints)
            useLimitation:  NOAA provides no warranty, nor accepts any liability occurring from any incomplete, incorrect, or misleading data, or from any incorrect, incomplete, or misleading use of the data. It is the responsibility of the user to determine whether or not the data is suitable for the intended purpose.
        resourceConstraints:  (MD_LegalConstraints)
            accessConstraints:  (MD_RestrictionCode) otherRestrictions
            useConstraints:  (MD_RestrictionCode) otherRestrictions
            otherConstraints:  Access Constraints: Access Constraints: None | Use Constraints: Users should be aware that temporal changes may have occurred since this data set was collected and some parts of this data may no longer represent actual surface conditions. Users should not use this data for critical applications without a full awareness of its limitations. | Distribution Liability: This dataset is dynamic and may change with time. Any conclusions drawn from the analysis of this information are not the responsibility of NOAA, the Office for Coastal Management or its partners. | Use Constraints: Cite As: OCM Partners, [Date of Access]: 2019 - 2020 USGS/NOAA Topobathy Lidar DEM: CNMI (Aguijan, Rota, Saipan, Tinian) [Data Date Range], https://www.fisheries.noaa.gov/inport/item/66821.Access Constraints: None | Use Constraints: Users should be aware that temporal changes may have occurred since this data set was collected and some parts of this data may no longer represent actual surface conditions. Users should not use this data for critical applications without a full awareness of its limitations. | Distribution Liability: This dataset is dynamic and may change with time. Any conclusions drawn from the analysis of this information are not the responsibility of NOAA, the Office for Coastal Management or its partners.
        resourceConstraints:  (MD_SecurityConstraints)
            classification:  (MD_ClassificationCode) unclassified
            classificationSystem: (missing)
            handlingDescription: (missing)
        aggregationInfo:  (MD_AggregateInformation)
            aggregateDataSetName:  (CI_Citation)
                title:  2019 - 2020 USGS/NOAA Topobathy Lidar: CNMI (Aguijan, Rota, Saipan, Tinian)
                date: (unknown)
                identifier:  (MD_Identifier)
                    authority:  (CI_Citation)
                        title:  NOAA/NMFS/EDM
                        date: (inapplicable)
                    code:  66790
            associationType:  (DS_AssociationTypeCode) largerWorkCitation
        aggregationInfo:  (MD_AggregateInformation)
            aggregateDataSetName:  (CI_Citation)
                title:  NOAA Data Management Plan (DMP)
                date: (unknown)
                identifier:  (MD_Identifier)
                    authority:  (CI_Citation)
                        title:  NOAA/NMFS/EDM
                        date: (inapplicable)
                    code:  71943
                citedResponsibleParty:  (CI_ResponsibleParty)
                    organisationName: (inapplicable)
                    contactInfo:  (CI_Contact)
                        onlineResource:  (CI_OnlineResource)
                            linkage: https://www.fisheries.noaa.gov/inportserve/waf/noaa/nos/nccos/dmp/pdf/71943.pdf
                            protocol:  WWW:LINK-1.0-http--link
                            name:  NOAA Data Management Plan (DMP)
                            description:  NOAA Data Management Plan for this record on InPort.
                            function:  (CI_OnLineFunctionCode) information
                    role: (inapplicable)
            associationType:  (DS_AssociationTypeCode) crossReference
        spatialRepresentationType:  (MD_SpatialRepresentationTypeCode) grid
        spatialResolution:  (MD_Resolution)
            distance:
              Distance:  .63
        language:  eng; US
        topicCategory:  (MD_TopicCategoryCode) geoscientificInformation
        topicCategory:  (MD_TopicCategoryCode) oceans
        environmentDescription:  Collected using a Leica Hawkeye 4X sensor. Processed in Leica's survey studio, edited in TerraScan and LP360. Other software: QT Modeler, ArcMap, LASTools, proprietary software.
        extent:  (EX_Extent)
            geographicElement:  (EX_GeographicBoundingBox)
                westBoundLongitude:  145.605473
                eastBoundLongitude:  145.837466
                southBoundLatitude:  15.085512
                northBoundLatitude:  15.294146
            temporalElement:  (EX_TemporalExtent)
                extent:
                  TimePeriod:
                    description:  Time of data collection. | Currentness: Ground Condition
                    beginPosition:  2019-07-11
                    endPosition:  2019-08-21
        supplementalInformation:  This project was funded under the Coral Reef Conservation Program (CRCP) Project ID: 31309 Cited Publications: Costa, B., Sweeney E. and J. Kraus. 2024. Characterizing Benthic Habitats West of Saipan, CNMI. NOAA Technical Memorandum NOS NCCOS xxxx. Silver Spring, MD. xxxx pp. Collin, A., Archambault, P., & Long, B. (2011). Predicting species diversity of benthic communities within turbid nearshore using full waveform bathymetric LiDAR and machine learners. PloS one, 6(6), e21265. Jung, J., Parrish, C., Costa, B. and Suhong, Y. (In review). Simultaneous Invariant Normalization of Waveform Features from Bathymetric Lidar, SINWav: A Saipan Case Study. Target Journal: ISPRS International Journal of Remote Sensing. Kashani, A. G., Olsen, M. J., Parrish, C. E., & Wilson, N. (2015). A review of LiDAR radiometric processing: From ad hoc intensity correction to rigorous radiometric calibration. Sensors, 15(11), 28099-28128. Kogut, T., Tomczak, A., Sowik, A., & Oberski, T. (2022). Seabed modelling by means of airborne laser bathymetry data and imbalanced learning for offshore mapping. Sensors, 22(9), 3121. NOAA and USGS. (2019). USGS/NOAA Topobathy Lidar DEM: CNMI (Aguijan, Rota, Saipan, Tinian). Online: https://chs.coast.noaa.gov/htdata/raster5/elevation/CNMI_Topobathy_DEM_2019_9474/ (Accessed 15 November 2023). Parrish, C. E., Rogers, J. N., & Calder, B. R. (2014). Assessment of waveform features for lidar uncertainty modeling in a coastal salt marsh environment. IEEE Geoscience and Remote Sensing Letters, 11(2), 569-573. Wilson, N., Parrish, C. E., Battista, T., Wright, C. W., Costa, B., Slocum, R. K., ... & Tyler, M. T. (2019). Mapping seafloor relative reflectance and assessing coral reef morphology with EAARL-B topobathymetric Lidar waveforms. Estuaries and Coasts, 1-15. Woolpert. (2019). Lidar Mapping Report: Project ID 17502, Work Unit 219835. NOAA CONTRACT NUMBER: EA-133C-16-CQ-0046 and USGS CONTRACT NUMBER: G16PC00022. Online: https://rockyweb.usgs.gov/vdelivery/Datasets/Staged/Elevation/metadata/PI_CNMI_2019_D19/PI_CNMI_hydroflattened_ellipsoid_2019/reports/PI_CNMI_2019_D19_Lidar_Mapping_Report_Hydroflattened_Ellipsoid_WU219835.pdf (Accessed 12 JAN 2024).
return to top
    contentInfo:  (MD_FeatureCatalogueDescription)
        complianceCode:  false
        language:
          LanguageCode:  eng
        includedWithDataset:  false
        featureTypes:
          LocalName:  Other
        featureCatalogueCitation:  https://www.fisheries.noaa.gov/inport/item/71973 (CI_Citation)
            title:  Class scheme for 2019 Saipan Waveform Metrics Lidar
            date:  (CI_Date)
                date:  2024-01-24
                dateType:  (CI_DateTypeCode) publication
        featureCatalogueCitation:  https://www.fisheries.noaa.gov/inport/item/71974 (CI_Citation)
            title:  Extra bytes fields
            date:  (CI_Date)
                date:  2024-01-24
                dateType:  (CI_DateTypeCode) publication
return to top
    distributionInfo:  (MD_Distribution)
        distributionFormat:  (MD_Format)
            name:  LAS/LAZ - LASer
            version: (missing)
            fileDecompressionTechnique:  Uncompressed
        distributionFormat:  (MD_Format)
            name: (inapplicable)
            version: (missing)
            fileDecompressionTechnique:  Zip
        distributor:  (MD_Distributor)
            distributorContact:  (CI_ResponsibleParty)
                organisationName:  NOAA Office for Coastal Management
                contactInfo:  (CI_Contact)
                    phone:  (CI_Telephone)
                        voice:  (843) 740-1202
                    address:  (CI_Address)
                        deliveryPoint:  2234 South Hobson Ave
                        city:  Charleston
                        administrativeArea:  SC
                        postalCode:  29405-2413
                        country: (missing)
                        electronicMailAddress:  coastal.info@noaa.gov
                    onlineResource:  (CI_OnlineResource)
                        linkage: https://coast.noaa.gov
                        protocol:  WWW:LINK-1.0-http--link
                        name:  NOAA Office for Coastal Management Website
                        description:  NOAA Office for Coastal Management Home Page
                        function:  (CI_OnLineFunctionCode) information
                role:  (CI_RoleCode) distributor
        transferOptions:  (MD_DigitalTransferOptions)
            onLine:  (CI_OnlineResource)
                linkage: https://noaa-nos-coastal-lidar-pds.s3.amazonaws.com/laz/geoid12b/10031/index.html
                protocol:  WWW:LINK-1.0-http--link
                name:  Bulk Download
                description:  Bulk download of data files in vertical orthometric datum, geographic coordinates.
                function:  (CI_OnLineFunctionCode) download
        transferOptions:  (MD_DigitalTransferOptions)
            onLine:  (CI_OnlineResource)
                linkage: https://coast.noaa.gov/dataviewer/#/lidar/search/where:id=10031/details/10031
                protocol:  WWW:LINK-1.0-http--link
                name: https://coast.noaa.gov/dataviewer/#/lidar/search/where:id=10031/details/10031
                description:  Custom download app allowing subsetting, projection change, and generation of derived products. Input Data File Specification: LAS 1.4 Output File Compression: Zip
                function:  (CI_OnLineFunctionCode) download
return to top
    dataQualityInfo:  (DQ_DataQuality)
        scope:  (DQ_Scope)
            level:  (MD_ScopeCode) dataset
        report:  (DQ_AbsoluteExternalPositionalAccuracy)
            nameOfMeasure:  Vertical Positional Accuracy
            evaluationMethodDescription:  Data collected under this Task Order shall meet the National Standard for Spatial Database Accuracy (NSSDA) accuracy standards. The NSSDA standards specify that vertical accuracy be reported at the 95% confidence level for data tested by an independent source of higher accuracy. Non-Vegetated Vertical Accuracy (NVA) of the Lidar Point Cloud data shall be calculated against TINs derived from the final calibrated and controlled swath data. The required accuracy (ACCZ) is: 19.6 cm at a 95% confidence level, derived according to NSSDA, i.e., based on RMSEz of 10 cm in the "open terrain" and/or "Urban" land cover categories. Note, the above statement applies primarily to the topographic portion of the full data set. The vertical accuracy of the bathymetric data was not tested and is expected to have increasing uncertainty with increasing depth.
            result: (missing)
        report:  (DQ_CompletenessCommission)
            nameOfMeasure:  Completeness Report
            evaluationMethodDescription:  Completeness Commission: The data is programmatically and visually inspected for completeness. |
            result: (missing)
        report:  (DQ_ConceptualConsistency)
            nameOfMeasure:  Conceptual Consistency
            evaluationMethodDescription:  All formatted data cover the entire area specified for this project and are validated using a combination of commercial lidar processing software, GIS software, and proprietary programs to ensure proper formatting and loading prior to delivery.
            result: (missing)
        lineage:  (LI_Lineage)
            statement:  This data was collected by Woolpert, Inc. for the USGS and NOAA Office for Coastal Management (OCM). The LiDAR data was collected for Saipan from 11 Jul to 21 Aug 2019. The bathymetry was georeferenced horizontally to the North American Datum 1983 (NAD83), Universal Transverse Mercator, Zone 55 North (UTM 55N, meters) and vertically to the Northern Marianas Vertical Datum of 2003 (NMVD03, meters) coordinate systems. All lidar data for this project were collected to meet National Geospatial Program Lidar Base Specification Version 1.3 QL1 standard, while simultaneously acquiring bathymetric lidar data at National Coastal Mapping Strategy 1.0 QL2b standard. The Root Mean Square Delta z (RMSDz) was 0.033 for Saipan when comparing adjacent flight lines. For more information, please see NOAA and USGS 2019. Waveform metrics were added by Woolpert, Inc., Oregon State University and NOAA National Centers for Coastal Ocean Science (NCCOS). Data were reduced to geographic coordinates on the ellipsoid for ingest in the Digital Coast by NOAA OCM.
            processStep:  (LI_ProcessStep)
                description:  All lidar data were acquired using a HE4X sensor (Figure 4). The HE4X is a latest generation topographic and bathymetric lidar sensor. The system provides denser data than previous traditional bathymetric lidar systems. It is unique in its ability to acquire bathymetric lidar, topographic lidar and 4-band digital camera imagery simultaneously. The HE4X provided up to 500 kHz topographic data and an effective 140 kHz shallow bathymetric data and a 40 kHz deep channel. While not a required deliverable for this survey, 4-band 80 MP digital camera imagery was also collected simultaneously with the sensor's RCD-30 camera and utilized during data editing in some cases. The bathymetric and topographic lasers are independent and do not share an optical chain or receivers, so they are optimized for their specific function. As with any bathymetric lidar, maximum depth penetration is a function of water clarity and seabed reflectivity. The HE4X is designed to penetrate to 3 times the secchi depth. This is also represented as Dmax = 4/K, where K is the diffuse attenuation coefficient, and assuming K is between 0.1 and 0.3, a normal sea state and 15% seabed reflectance. Both the topographic and bathymetric sub-systems use a palmer scanner to produce an elliptical scan pattern of laser points with a degree of incidence ranging from +/-14 degrees (front and back) to +/-20 degrees (sides), providing a 40 degree field of view. This has the benefit of providing multiple look angles on a single pass and helps to eliminate shadowing effects. This can be of particular use in urban areas, where all sides of a building are illuminated, or for bathymetric features such as the sides of narrow water channels, or features on the seafloor such as smaller objects and wrecks. It also assists with penetration in the surf zone where the back scan passes the same ground location a couple of seconds after the front scan, allowing the areas of whitewater to shift.
            processStep:  (LI_ProcessStep)
                description:  Position and orientation data were acquired in the aircraft using a NovAtel SPAN with LCI-100C IMU. All data were post-processed using NovAtel Inertial Explorer software to provide a tightly coupled position and orientation solution. A single base station was used to control trajectory processing providing final trajectories for Saipan and Tinian on NAD83 (MA11), Epoch 2010, located in the Saipan airport. This base station was replaced for each of the three separate collects of the project (Table 11). SPN1, SPN2 and SPN3 were occupied with a Trimble GNSS receiver by Woolpert. Due to the distance of Rota, Aguijan, Farallon de Medinilla, and Pagan from the single base station on Saipan and their remoteness a precise point positioning (PPP) solution was used for them on ITRF2014. To establish a reliable coordinate for SPN1 data were uploaded to the National Geodetic Service (NGS) Online Positioning User Service (OPUS), and for SPN2 and SPN3 Trimble CenterPoint RTX Post-Processing service was used. The average OPUS or RTX coordinate from multiple days of observations was used to process the final trajectories.
            processStep:  (LI_ProcessStep)
                description:  Initial data coverage analysis and quality checks to ensure there were no potential system issues were carried out in the field prior to demobilization of the sensor. Final processing was conducted in Woolpert's offices. In general data were initially processed in Leica's Lidar Survey Studio (LSS) using final processed trajectory information. LAS files from LSS were then imported to a Terrascan project where spatial algorithms were used to remove noise and classify bare earth/ground. Manual review was conducted in both Terrascan and LP360 prior to product creation.
            processStep:  (LI_ProcessStep)
                description:  Lidar processing was conducted using the Leica Lidar Survey Studio (LSS) software. Calibration information, along with processed trajectory information were combined with the raw laser data to create an accurately georeferenced lidar point cloud for the entire survey in LAS v1.4 format. All points from the topographic and bathymetric laser include 16-bit intensity values. During this LSS processing stage, an automatic land/water discrimination is made for the bathymetric waveforms. This allows the bathymetric (green) pulses over water to be automatically refracted for the pulse hitting the water surface and travelling through the water column, producing the correct depth. Another advantage of the automatic land/water discrimination is that it permits calculation of an accurate water surface over smaller areas, allowing simple bathymetric processing of smaller, narrower streams and drainage channels. Sloping water surfaces are also handled correctly. Prior to processing, the hydrographer can adjust waveform sensitivity settings dependent on the environment encountered and enter a value for the refraction index to be used for bathymetry. The index of refraction is an indication of the water type. Values used for sensitivity settings and the index of refraction are included in the LSS processing settings files. A value of 1.34206 was used for the index of refraction, indicating saltwater. In the field, default waveform sensitivity settings were used for processing. In order to determine the optimal waveform sensitivity settings for final processing, sample areas were selected and processed with multiple different settings, to iteratively converge on the best possible settings. This is done by reviewing the processed point cloud and waveforms within sample areas. Settings affect which waveform peaks are classified as valid seabed, and which peaks are classified as noise. Optimal settings strike a balance between the amount of valid data that is classified as seabed bottom, and the amount of noise that is incorrectly classified due to peaks in the waveforms. Ideally all valid data is selected, while only a small amount of noise remains to be edited out. Once optimal threshold settings were chosen, these were used for the entire project. It is important to note that all digitized waveform peaks are available to be reviewed by the hydrographer; both valid seabed bottom and peaks classed as noise. This allows the hydrographer to review data during TerraScan and LP360 editing for valid data such as objects that may have been misclassified as noise. LSS processing produced LAS files in 1.4 format. Additional QC steps were performed prior to import to TerraScan. Firstly, the derived water surface was reviewed to ensure a water surface was correctly calculated for all bathymetry channels. No significant issues were apparent. Spot checks were also made on the data to ensure the front and back of the scans remained in alignment and no calibration or system issues were apparent prior to further data editing in TerraScan. LSS stores data in multiple LAS files for a single flight line. Each file corresponds to a single .dat file from the raw airborne data. Woolpert merged these multiple files into a single file per flight line and moved data into a standard class definition in preparation for data editing using Woolpert's proprietary scripts within SAFE's FME software. Data produced by LSS for flights over Saipan and Tinian were processed on the NAD83 (MA11) Epoch 2010 datum in UTM 55N Zone with units in meters, and elevations on the ellipsoid also in meters. Data produced for Aguijan and Rota were processed on the ITRF2014 datum in UTM 55N Zone with units in meters, with elevations on the ellipsoid also in meters.
            processStep:  (LI_ProcessStep)
                description:  After data were processed in LSS and the data integrity reviewed, Aguijan, and Rota were transformed from the ITRF2014 ellipsoid to the NAD83 (MA11) Epoch 2010 ellipsoid using VDatum. With the entire project now on the correct ellipsoid, data were organized into tiles within a TerraScan project. The tile layout is the same as that provided with the project deliverables. Data classification and spatial algorithms were applied in Terrasolid's TerraScan software. Customized spatial algorithms, such as isolated points and low point filters, were run to remove gross fliers in the topographic and bathymetric data. A grounding algorithm was also run on the topographic data to distinguish between points representing the bare earth, and other valid topo lidar points representing features such as vegetation, buildings, and so forth. Algorithms were run on the entire dataset. Data were reviewed manually to reclassify any valid bathy points incorrectly identified by the automated routines in LSS as invalid, and vice versa. In addition, any topo points over the water were reclassified to correct the ground representation. Manual editing was conducted both in TerraScan and LP360. Steps for manual editing included: - Re-class any topo unclassified laser data and bathy seabed data from the water surface to a water surface class - Review bathymetry in cross section. - Re-class suitable data to Seabed (Class 40). - Re-class any noise in the bathy ground class to bathy noise (Class 45). - Review bathymetry using imagery and nautical charts and re-class obvious man-made objects to Submerged Object (Class 43). Once editing was completed in TerraScan the data were vertically transformed to the NMVD03 datum using GEOID12B.
            processStep:  (LI_ProcessStep)
                description:  Data were received by NOAA OCM from NOAA NCCOS in NAD83(MA11) UTM 55N coordinates with the vertical in NMVD03/Geoid12b. Waveform metrics had been added as extra bytes, but no documentation of the process was provided. The projection and geoid model were removed to produce geographic coordinates on the ellipsoid (EPSG:6321) for incorporation into the NOAA Digital Coast to allow custom processing.
                dateTime:
                  DateTime:  2024-01-24T00:00:00
                processor:  (CI_ResponsibleParty)
                    organisationName:  Office for Coastal Management
                    role:  (CI_RoleCode) processor
            source:  (LI_Source)
                sourceCitation:  (CI_Citation)
                    title:  Woolpert, Inc.
                    date: (missing)
                    citedResponsibleParty:  (CI_ResponsibleParty)
                        organisationName:  Woolpert, Inc.
                        role:  (CI_RoleCode) originator
            processStep:  (LI_ProcessStep)
                description:   The vertical values in this data set have been converted to reference Northern Marianas Vertical Datum of 2003 (NMVD03) (GEOID12B) meters, using the GEOID12B grids provided by the National Geodetic Survey. Any datum and projection transformations were then done with the Office for Coastal Management 'datum_shift' program. Compression to an LAZ file was done with the LAStools 'laszip' program and can be unzipped with the same free program (laszip.org) Processing notes:
                dateTime:
                  DateTime:  2024-01-26T15:56:43
                processor:  (CI_ResponsibleParty)
                    individualName:  NOAA Office for Coastal Management
                    contactInfo:  (CI_Contact)
                        address:  (CI_Address)
                            electronicMailAddress:  coastal.info@noaa.gov
                    role:  (CI_RoleCode) processor
return to top
    metadataConstraints:  (MD_LegalConstraints)
        accessConstraints:  (MD_RestrictionCode) otherRestrictions
        useConstraints:  (MD_RestrictionCode) otherRestrictions
        otherConstraints:  Access Constraints: None | Use Constraints: None