{"action":"create","ckan_id":null,"date_created":"Sat, 07 Mar 2026 20:34:50 GMT","date_finished":null,"harvest_job_id":"6d36e853-51ee-4982-a479-d5a314817977","harvest_source_id":"42273529-7ee7-4bc1-86ef-6fdd60135244","id":"0e661ca7-7ef9-409f-84d8-17aba461f390","identifier":"https://data.noaa.gov/waf/NOAA/coris/fgdc/iso/xml/nodc_0001446_ISO.xml","parent_identifier":null,"source_hash":"ef2b5dc176ba78f51165906f1b3d493a2aeb58694707d03c11f60c5c8ed4cd20","source_raw":"\r\n \r\n nodc_0001446\r\n \r\n \r\n eng; USA\r\n \r\n \r\n utf8\r\n \r\n \r\n dataset\r\n \r\n \r\n \r\n \r\n Mr. Patrick C. Caldwell\r\n \r\n \r\n NOAA/NESDIS/NODC/NCDDC\r\n \r\n \r\n Hawaii/US Pacific Liaison\r\n \r\n \r\n \r\n \r\n \r\n \r\n (808)-956-4105\r\n \r\n \r\n (808) 956-2352\r\n \r\n \r\n \r\n \r\n \r\n \r\n 1000 Pope Road, MSB 316\r\n \r\n \r\n Dept. of Oceanography\r\n \r\n \r\n University of Hawaii at Manoa\r\n \r\n \r\n Honolulu\r\n \r\n \r\n Hawaii\r\n \r\n \r\n 96822\r\n \r\n \r\n USA\r\n \r\n \r\n caldwell@hawaii.edu\r\n \r\n \r\n \r\n \r\n 8 AM to 5 PM weekdays\r\n \r\n \r\n check services@nodc.noaa.gov if not available\r\n \r\n \r\n \r\n \r\n pointOfContact\r\n \r\n \r\n \r\n \r\n \r\n 2020-03-29\r\n \r\n \r\n ISO 19115-2 Geographic Information - Metadata - Part 2: Extensions for Imagery and Gridded Data\r\n \r\n \r\n ISO 19115-2:2009(E)\r\n \r\n \r\n \r\n \r\n \r\n \r\n Hyperspectroradiometer data from the Northwestern Hawaiian Islands Rapid Reef Assessment and Monitoring Program of 2001 in Support of the Hawaii Coral Reef Initiative (NODC Accession 0001446)\r\n \r\n \r\n \r\n \r\n \r\n publication\r\n \r\n \r\n \r\n \r\n \r\n \r\n Dr. Donald C. Potts\r\n \r\n \r\n originator\r\n \r\n \r\n \r\n \r\n \r\n \r\n Ms. Daria Siciliano\r\n \r\n \r\n originator\r\n \r\n \r\n \r\n \r\n \r\n \r\n UCSC\r\n \r\n \r\n originator\r\n \r\n \r\n \r\n \r\n documentDigital\r\n \r\n \r\n \r\n \r\n The hyperspectral surveys were conducted using a hyperspectral radiometer encased in a custom-made underwater housing. The NOWRAMP expedition represents the first time an un-tethered underwater spectroradiometer was used in coral reef ecosystems. From the readings, one derives substrate reflectance, which can be directly compared to remotely sensed images. Readings were collected from the most common substrates including corals, algae, sand, rubble and pavement. Several hundred spectral readings were collected during the 2001 NWHI field campaigns.\r\n \r\n \r\n Support benthic mapping by ground truthing remote sensing images.\r\n \r\n \r\n University of California Santa Cruz;Hawaii Coral Reef Initiative\r\n \r\n \r\n completed\r\n \r\n \r\n \r\n \r\n Donald Potts\r\n \r\n \r\n University of California Santa Cruz\r\n \r\n \r\n Researcher\r\n \r\n \r\n \r\n \r\n \r\n \r\n (831) 459-4417\r\n \r\n \r\n \r\n \r\n \r\n \r\n Department of Ecology and Evolutionary Biology\r\n \r\n \r\n & Institute of Marine Sciences\r\n \r\n \r\n A316 Earth & Marine Sciences Building\r\n \r\n \r\n Santa Cruz\r\n \r\n \r\n CA\r\n \r\n \r\n 95064\r\n \r\n \r\n USA\r\n \r\n \r\n potts@biology.ucsc.edu\r\n \r\n \r\n \r\n \r\n \r\n \r\n pointOfContact\r\n \r\n \r\n \r\n \r\n \r\n \r\n notPlanned\r\n \r\n \r\n \r\n \r\n \r\n \r\n CoRIS_Metadata\r\n \r\n \r\n theme\r\n \r\n \r\n \r\n \r\n NCEI Geoportal Filter\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n hyperspectral surveys\r\n \r\n \r\n underwater spectroradiometer\r\n \r\n \r\n substrate reflectance\r\n \r\n \r\n upwelling radiance\r\n \r\n \r\n downwelling radiance\r\n \r\n \r\n percent reflectance\r\n \r\n \r\n substrate type to highest possible taxonomic level (for coral and algae)\r\n \r\n \r\n pigmentation\r\n \r\n \r\n morphology\r\n \r\n \r\n size of substrate\r\n \r\n \r\n coral\r\n \r\n \r\n coral reef ecosystem\r\n \r\n \r\n coastal\r\n \r\n \r\n theme\r\n \r\n \r\n \r\n \r\n None\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n Numeric Data Sets > Hyperspectral Radiometry\r\n \r\n \r\n theme\r\n \r\n \r\n \r\n \r\n CoRIS Discovery Thesaurus\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n EARTH SCIENCE > Biosphere > Aquatic Habitat > Coastal Habitat\r\n \r\n \r\n EARTH SCIENCE > Biosphere > Zoology > Corals > Reef Monitoring and Assessment > In Situ > Hyperspectral Analysis\r\n \r\n \r\n EARTH SCIENCE > Oceans > Ocean Optics > Radiance\r\n \r\n \r\n theme\r\n \r\n \r\n \r\n \r\n CoRIS Theme Thesaurus\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands > French Frigate Shoals (24N166W0001)\r\n \r\n \r\n COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > French Frigate Shoals (24N166W0001)\r\n \r\n \r\n OCEAN BASIN > Pacific Ocean > Central Pacific Ocean > Northwestern Hawaiian Islands > Maro Reef (25N170W0001)\r\n \r\n \r\n COUNTRY/TERRITORY > United States of America > Hawaii > Honolulu > Maro Reef (25N170W0001)\r\n \r\n \r\n place\r\n \r\n \r\n \r\n \r\n CoRIS Place Thesaurus\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n North Pacific,\r\n \r\n \r\n Northwestern Hawaiian Islands,\r\n \r\n \r\n French Frigate Shoals,\r\n \r\n \r\n Maro Reef\r\n \r\n \r\n place\r\n \r\n \r\n \r\n \r\n None\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n NWHI\r\n \r\n \r\n place\r\n \r\n \r\n \r\n \r\n CoRIS Region\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n benthic\r\n \r\n \r\n stratum\r\n \r\n \r\n \r\n \r\n None\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n NOAA makes no warranty regarding these data, expressed or implied, nor does the fact of distribution constitute such a warranty. NOAA and NODC cannot assume liability for any damages caused by any errors or omissions in these data, nor as a result of the failure of these data to function on a particular system.\r\n \r\n \r\n \r\n \r\n \r\n \r\n otherRestrictions\r\n \r\n \r\n Use Constraints: NOAA and NODC would appreciate recognition as the resource from which these data were obtained in any publications and/or other representations of these data.\r\n \r\n \r\n \r\n \r\n \r\n \r\n otherRestrictions\r\n \r\n \r\n Access Constraints: None\r\n \r\n \r\n \r\n \r\n eng; USA\r\n \r\n \r\n biota\r\n \r\n \r\n environment\r\n \r\n \r\n oceans\r\n \r\n \r\n Native Dataset Environment: MS Excel, MS Word, ASCII, and ENVI (imaging software format)\r\n \r\n \r\n \r\n \r\n \r\n \r\n -170.50\r\n \r\n \r\n -166.25\r\n \r\n \r\n 23.75\r\n \r\n \r\n 25.50\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n 2001-09-13\r\n 2001-09-24\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n NOAASupplemental: :Entry_ID: Unknown: Sensor_Name: hyperspectral radiometer; Sensor_Name: GPS; Project_Campaign: Hawaii Coral Reef Initiative; Project_Campaign: Northwestern Hawaiian Islands Rapid Reef Assessment and Monitoring Program; Originating_Center: UCSC; Storage_Medium: MS Excel, MS Word, ASCII, and ENVI files; Online_size: 2358 Kbytes Resource Description: NODC Accession Number 0001446\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n Entity and Attribute Overview: 1) Directory ../../data Filename format commentGER_reef_categories.xls MS Excel Reflectance (%) versus wavelength for various substrate typesGER_reef_categories.csv ASCII redundant copyNOW_RAMP_Field_Guide.doc MS Word MetadataNOW_RAMP_Field_Guide.txt ASCII redundant copy 2) Directory ../../data/GERss (where ss= 01...07)This holds the datasets, each spectrum is a separate file.The raw output file has a header and 3 columns: (1) wavelength, (2) substrate upwelling radiance, and (3) downwelling Irradiance from reference plate. Only ballpark location given (name of reefor atoll). Note from Daria Siciliano:I have no notes on where the raw GER data was taken (which atoll, or lat long), because finding out if there were any spectral differences in the SAME species of corals across the NWHI chain was not an explicit goal of the research. I collected reflectance data for a number of substrates across the chain, but did not analyze it spatially as you can see from the analysis (we do not expect there to be any variability in spectral reflectance among the same species of corals taken at different atolls). (Matching ship location, date, and atoll provides the following):SAMPLING STATIONS: Location Date DirectoryFrench Frigate Shoals 20010913 GER01French Frigate Shoals 20010914 GER02French Frigate Shoals 20010915 GER03Maro Reef 20010920 GER04Maro Reef 20010921 GER05Maro Reef 20010922 GER06Maro Reef 20010924 GER073) Directory ../../data/spec_libraryHCRI-Spectral Library-Metadata-GER readings.xls* Excel, data fileHCRI-Spectral Library-Metadata-GER readings.csv* ASCII, This is the primary data file with description of substrate type, depth,size, morphology, and link to refectance filesThe following are output from the ENVI system.categories.hdrcategories.slicoralline_ave.txtpavement_ave.txtreef_categories.hdrreef_categories.slireef_categories2.hdrreef_categories2.slitable_ave.txtDirectories GERss (ss=01...07): output from ENVI\r\n \r\n \r\n \r\n Entity and Attribute Detail Citation: none\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n MS Excel, MS Word, ASCII, and ENVI files\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n Data Access Group, User Services Team\r\n \r\n \r\n NOAA/NESDIS/National Oceanographic Data Center\r\n \r\n \r\n \r\n \r\n \r\n \r\n 301-713-3277\r\n \r\n \r\n 301-713-3302\r\n \r\n \r\n \r\n \r\n \r\n \r\n SSMC-3 Fourth Floor\r\n \r\n \r\n 1315 East West Highway\r\n \r\n \r\n Silver Spring\r\n \r\n \r\n MD\r\n \r\n \r\n 20910-3282\r\n \r\n \r\n USA\r\n \r\n \r\n services@nodc.noaa.gov\r\n \r\n \r\n \r\n \r\n 8am-5pm, Monday through Friday\r\n \r\n \r\n \r\n \r\n distributor\r\n \r\n \r\n \r\n \r\n \r\n \r\n Prices vary depending on data set, output medium and ordering mechanism. A standard handling charge, with additional costs for special handling, may be added to the basic cost of the data.\r\n \r\n \r\n Ordering Instructions: Prepayment by check, money order or bank card is required. Orders may be placed via fax, email, regular mail, telephone or via the NNDC Online Store.\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n https://www.ncei.noaa.gov/archive/accession/1446\r\n \r\n \r\n download\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n dataset\r\n \r\n \r\n \r\n \r\n \r\n \r\n none\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n see Lineage - Process Step\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n Part 1: Hyperspectral Library of Benthic Substrates. The hyperspectral surveys were conducted using a hyperspectral radiometer (Geophysical and Environmental Research Corp. New York), encased in a custom-made underwater housing. The NOWRAMP 2000 expedition represents the first time an un-tethered underwater spectroradiometer was used in coral reef ecosystems. The instrument records upwelling Radiance (uW/cm2/sr) and, in conjunction with a Spectralon reference plate, downwelling Irradiance (uW/cm2) in 512 contiguous spectral bands, each 3 nm wide, spanning the visible and near IR (350-1050 nm). The ratio of these parameters yields per cent Reflectance, the physical parameter directly comparable with remotely sensed images. Readings were collected from the most common substrates including corals, algae, sand, rubble and pavement. The spectrometer was held at a 45 degree angle from a distance of 10cm from the target substrates. The instrument was pointed in the same plane of incident sunlight facing the sun, to avoid shading the target substrate. Great care was exercised in keeping the instrument as still as possible during spectra collection. Substrate identification to the highest possible taxonomic level (for coral and algae) or a detailed description of the physical substrate were collected with each reading, along with observations on depth, pigmentation, morphology, size of substrate and photographic documentation. Spectral readings were downloaded daily onto a PC laptop. The raw output file has a header and 3 columns: (1) wavelength, (2) substrate upwelling radiance, and (3) downwelling Irradiance from reference plate. The raw data were converted to Reflectance, and all ancillary information collected in the field was entered in a spreadsheet for each individual spectral reading. Several hundred spectral readings were collected during the 2000 and 2001 NWHI field campaigns. Spectra were grouped in different clusters and analyzed to identify consistent spectral features that could reliably identify the cluster. The ancillary information on taxa, morphology, pigmentation, etc. was used to guide the groupings. Spectral clusters were transformed to a spectral library (.sli), readable by the imaging software ENVI (copyright). Spectral libraries were further analyzed for spectral similarities and differences using techniques embedded in the ENVI (copyright) software. Part 2: Ground-truthing IKONOS satellite imagery and maps Ground-truth surveys were planned with the intent to represent a wide cross-section of the physical and biological environments. Depth, wave exposure, prevailing wind direction and other physical parameters were taken into consideration in the planning of ground-truth sites to insure that all habitats were adequately represented. A stratified sampling strategy based on preliminary satellite-derived benthic habitat maps was also used. A hierarchical habitat classification specific to the NWHI was developed based on feedback from the Hawaiian scientific community. This habitat classification was then modified to address a descriptive resolution aimed at mapping reef-building vs. non-reef building areas. At each ground-truth site an estimate of coral and macroalgal cover was derived both visually and using transect and quadrat methods. Photoquadrat techniques every other meter along the transect, or a video of the entire transect, were also collected. THESE DATA ARE NOT INCLUDED IN THIS SET. All sites were geocoded using a Trimble GeoExplorer 3 12 channel GPS receiver. A subset of the ground-truth data was used to guide supervised classifications of the IKONOS satellite imagery. All classifications were performed on atmospherically-corrected, georectified, water reflectance image data using the ENVI software. The remaining ground-truth data were used to determine the accuracy of the habitat classifications using three complementary measures based on error matrices defined below. The third measure (iii) was emphasized for this research: (i) Overall accuracy, the overall degree of agreement in the matrix (itincludes the component of accuracy resulting from chance alone) (ii) User accuracy (commission error), the probability that a classifiedpixel actually represents that category on the ground. This measureis important when carrying out change detection analysis (iii) Producer accuracy (omission error), the probability that any pixel in the image has been correctly assigned to its class. This measure is important in the context of this research as the probability that habitat termed \"reef-building area\" is correctly classified as such, or conversely, the probability that it is omitted in the classification.INSTRUMENT TYPES: hyperspectral radiometer (Geophysical and Environmental Research Corp. New York) GPS receiver (Trimble GeoExplorer 3 12 channel)\r\n \r\n \r\n \r\n \r\n \r\n Daria Siciliano\r\n \r\n \r\n University of California Santa Cruz\r\n \r\n \r\n graduate student\r\n \r\n \r\n \r\n \r\n \r\n \r\n (808)847-8256\r\n \r\n \r\n \r\n \r\n \r\n \r\n Department of Ecology and Evolutionary Biology\r\n \r\n \r\n & Institute of Marine Sciences\r\n \r\n \r\n A316 Earth & Marine Sciences Building\r\n \r\n \r\n Santa Cruz\r\n \r\n \r\n CA\r\n \r\n \r\n 95064\r\n \r\n \r\n USA\r\n \r\n \r\n daria@biology.ucsc.edu\r\n \r\n \r\n \r\n \r\n \r\n \r\n processor\r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n \r\n annually\r\n \r\n \r\n 2006-08-01\r\n \r\n \r\n This metadata was automatically generated from the FGDC Content Standard for Digital Geospatial Metadata standard (version FGDC-STD-001-1998) using the 2016-01-11 version of the FGDC RSE to ISO 19115-2 transform.\r\n \r\n \r\n Translated from FGDC 2025-03-24T17:44:43.371Z\r\n \r\n \r\n Last Metadata Review Date: 2005-08-01\r\n \r\n \r\n \r\n \r\n Mr. Patrick C. Caldwell\r\n \r\n \r\n NOAA/NESDIS/NODC/NCDDC\r\n \r\n \r\n Hawaii/US Pacific Liaison\r\n \r\n \r\n \r\n \r\n \r\n \r\n (808)-956-4105\r\n \r\n \r\n (808) 956-2352\r\n \r\n \r\n \r\n \r\n \r\n \r\n 1000 Pope Road, MSB 316\r\n \r\n \r\n Dept. of Oceanography\r\n \r\n \r\n University of Hawaii at Manoa\r\n \r\n \r\n Honolulu\r\n \r\n \r\n Hawaii\r\n \r\n \r\n 96822\r\n \r\n \r\n USA\r\n \r\n \r\n caldwell@hawaii.edu\r\n \r\n \r\n \r\n \r\n 8 AM to 5 PM weekdays\r\n \r\n \r\n check services@nodc.noaa.gov if not available\r\n \r\n \r\n \r\n \r\n pointOfContact\r\n \r\n \r\n \r\n \r\n \r\n","source_transform":null,"status":"error"}