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  • 1
    Publication Date: 2019-07-12
    Description: Multispectral data from the Advanced Very High Resolution Radiometer (AVHRR) were digitally processed and merged with Scanning Multichannel Microwave Radiometer (SMMR) imagery. Five channels of AVHRR data, four channels of SMRR brightness temperatures and SMMR-derived ice concentration and ice type were co-registered to a polar stereographic grid. The merged data sets are currently being used in combination with meteorological information for integrated studies of clouds and sea ice.
    Keywords: GEOSCIENCES (GENERAL)
    Type: International Journal of Remote Sensing (ISSN 0143-1161); 10; 1691-169
    Format: text
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  • 2
    Publication Date: 2019-07-12
    Description: A forward-feed back-propagation neural network is used to classify merged AVHRR and SMMR summer Arctic data. Four surface and eight cloud classes are identified. Partial memberships of each pixel to each class are examined for spectral ambiguities. Classification results are compared to manual interpretations and to those determined by a supervised maximum likelihood procedure. Results indicate that a neural network approach offers advantages in ease of use, interpretability, and utility for indistinct and time-variant spectral classes.
    Keywords: GEOSCIENCES (GENERAL)
    Type: Photogrammetric Engineering and Remote Sensing (ISSN 0099-1112); 55; 1331-133
    Format: text
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