Hyperspectral imagery to study harmful algal blooms (HABs) of Lake Erie, Lake St. Clair, and Saginaw Bay, Lake Huron of the Great Lakes region

HYPERSPECTRAL-IMAGERY-HAB-GL

browse graphicLake Erie hyperspectral example image.
The hyperspectral images in this collection contain flights over the western basin of Lake Erie, and Saginaw Bay, Lake Huron of the Great Lakes region during the HAB season from typically June until the end of October. Images were acquired from a manned aircraft with a Resonon hyperspectral imaging camera. Each flight has approximately 200-400 images along the flight trajectory that are in band interleave per pixel (.bip) or band interleave per line (.bil) format. The files are in raw binary, radiance values, and reflectance values. The resolution is typically 1 meter or less depending on the altitude that is flown. The flight path covered the Michigan and Ohio drinking water intake locations and also the Cooperative Institute for Great Lakes Research (CIGLR) water quality monitoring stations in western Lake Erie. Each flight took into account the solar zenith angle to minimize sun glint correction. The data are currently in raw and radiance formats that were converted to radiance using the calibration files provided by the manufacture and no other corrections have been made. The camera is sent annually to be calibrated by the manufacturer. Imagery was collected to monitor harmful algal blooms (HABs) over the western basin of Lake Erie and Saginaw Bay, Lake Huron. Funding for this project was received via the Great Lakes Restoration Initiative (GLRI) from the U.S. Environmental Protection Agency (USEPA).
  • Cite as: VanderWoude, Andrea; Marshall, Lauren (2021): Hyperspectral imagery to study harmful algal blooms (HABs) of Lake Erie, Lake St. Clair, and Saginaw Bay, Lake Huron of the Great Lakes region. [indicate subset used]. NOAA National Centers for Environmental Information. NCEI DSI 2056_01. Accessed [date]
  • NCEI DSI 2056_01
  • gov.noaa.ncdc:C01631
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Other Access
  • NCEI Customer Support (offlineAccess)
    This dataset is not available for public download from NCEI. Please contact NCEI to request access to the data.
Distribution Formats
  • Band Interleaved by Line (BIL) Image
  • Band Interleaved by Pixel (BIP) Image
Ordering InstructionsContact NCEI for other distribution options and instructions.
DistributorNOAA National Centers for Environmental Information
ncei.info@noaa.gov
Dataset Point of Contact NOAA National Centers for Environmental Information
ncei.info@noaa.gov
Time Period2015-09-04 to Present (time interval: 7-day)
Spatial Reference Systemurn:ogc:def:crs:EPSG::4326
Spatial Bounding Box Coordinates
N: 44.4
S: 41.2
E: -82.5
W: -84.0
Spatial Coverage Map
General Documentation
Processing Documents
Associated Resources
Publication Dates
  • publication: 2021-12-30
Edition1
Data Presentation Form Digital image
Dataset Progress StatusOngoing - data is continually being updated
Data Update Frequency Annually
PurposeThe intended use of this mission was to collect, pre-process, and analyze airborne hyperspectral imagery around the Great Lakes for harmful algal blooms (HAB) and submerged aquatic vegetation (SAV). The benefits of the dataset are the wealth of applications beyond HABs and SAV, a wealth of study areas could use hyperspectral data (i.e. sediment types, wetland delineation, invasive species detection, etc.).
Dataset Citation
  • Cite as: VanderWoude, Andrea; Marshall, Lauren (2021): Hyperspectral imagery to study harmful algal blooms (HABs) of Lake Erie, Lake St. Clair, and Saginaw Bay, Lake Huron of the Great Lakes region. [indicate subset used]. NOAA National Centers for Environmental Information. NCEI DSI 2056_01. Accessed [date]
Cited Authors
  • VanderWoude, Andrea
    NOAA Great Lakes Environmental Research Laboratory
  • Marshall, Lauren
    NOAA Great Lakes Environmental Research Laboratory
Collaborators
  • Ruberg, Steve
    NOAA Great Lakes Environmental Research Laboratory
Resource Providers
  • Mason, Lacey
    NOAA Great Lakes Environmental Research Laboratory
  • NOAA Great Lakes Environmental Research Laboratory
Publishers
  • NOAA National Centers for Environmental Information
Theme keywordsGlobal Change Master Directory (GCMD) Science Keywords
  • Earth Science > Spectral/Engineering > Infrared Wavelengths > Infrared Imagery
  • Earth Science > Spectral/Engineering > Visible Wavelengths > Visible Imagery
  • Earth Science > Biological Classification > Bacteria/Archaea > Cyanobacteria (blue-Green Algae)
Keyword Thesaurus Title
  • Lake Erie
  • hyperspectral
  • orthoimage
  • rectified image
Data Center keywordsGlobal Change Master Directory (GCMD) Data Center Keywords
  • DOC/NOAA/OAR/GLERL > Great Lakes Environmental Research Laboratory, OAR, NOAA, U.S. Department of Commerce
  • DOC/NOAA/NESDIS/NCEI > National Centers for Environmental Information, NESDIS, NOAA, U.S. Department of Commerce
Platform keywordsGlobal Change Master Directory (GCMD) Platform Keywords
  • Aircraft > AIRCRAFT
Instrument keywordsGlobal Change Master Directory (GCMD) Instrument Keywords
  • Earth Remote Sensing Instruments > Passive Remote Sensing > Photon/Optical Detectors > Cameras > CAMERAS
Place keywordsGlobal Change Master Directory (GCMD) Location Keywords
  • Continent > North America > United States Of America > Great Lakes
Project keywordsGlobal Change Master Directory (GCMD) Project Keywords
  • HAB > Harmful Algal Bloom
Data Resolution keywordsGlobal Change Master Directory (GCMD) Horizontal Data Resolution Keywords
  • < 1 meter
Global Change Master Directory (GCMD) Temporal Data Resolution Keywords
  • Daily - < Weekly
Stratum keywordsGlobal Change Master Directory (GCMD) Location Keywords
  • Vertical Location > Sea Surface
Use Constraints
  • Cite as: VanderWoude, Andrea; Marshall, Lauren (2021): Hyperspectral imagery to study harmful algal blooms (HABs) of Lake Erie, Lake St. Clair, and Saginaw Bay, Lake Huron of the Great Lakes region. [indicate subset used]. NOAA National Centers for Environmental Information. NCEI DSI 2056_01. Accessed [date]
  • Use liability: NOAA and NCEI cannot provide any warranty as to the accuracy, reliability, or completeness of furnished data. Users assume responsibility to determine the usability of these data. The user is responsible for the results of any application of this data for other than its intended purpose.
Access Constraints
  • Distribution liability: NOAA and NCEI make no warranty, expressed or implied, regarding these data, nor does the fact of distribution constitute such a warranty. NOAA and NCEI cannot assume liability for any damages caused by any errors or omissions in these data. If appropriate, NCEI can only certify that the data it distributes are an authentic copy of the records that were accepted for inclusion in the NCEI archives.
Fees
  • In most cases, electronic downloads of the data are free. However, fees may apply for custom orders, data certifications, copies of analog materials, and data distribution on physical media.
Lineage information for: dataset
Lineage StatementImages were acquired from a manned aircraft contracted to Aerial Associates Photography, Inc. out of the Ann Arbor airport with a Resonon hyperspectral imaging camera, the Resonon Pika II from 2015-2020 and the Pika L from 2021 to present.
Processor
Processing Steps
  • Images were acquired from a manned aircraft contracted to Aerial Associates Photography, Inc. out of the Ann Arbor airport with a Resonon hyperspectral imaging camera.
  • Transfer raw imagery data to the NOAA GLERL servers. Load data into Resonon Spectronon software and using calibration file provided by Resonon, process all images into radiance values
    Rationale: Raw files are binary and are not interpretable for algorithm development unless in radiance values. Header files can be used for georeferencing.
Processing EnvironmentProcessing environment is Windows based. Processing images from raw radiance into radiance values using the manufacturer software and calibration files. These files are not georeferenced but include header information for georeferencing.
Processing Documents
Lineage information for: repository
Processing Steps
  • 2015-04-22T00:00:00 - NOAA created the National Centers for Environmental Information (NCEI) by merging NOAA's National Climatic Data Center (NCDC), National Geophysical Data Center (NGDC), and National Oceanographic Data Center (NODC), including the National Coastal Data Development Center (NCDDC), per the Consolidated and Further Continuing Appropriations Act, 2015, Public Law 113-235. NCEI launched publicly on April 22, 2015.
Last Modified: 2023-06-23
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