TY - JOUR
T1 - Classification for Landfast Ice Types in the Greenland of the Arctic by Using Multifrequency SAR images
AU - Hwang, Do-Hyun
AU - Hwang, Byonjun
AU - Yoon, Hong-Joo
PY - 2013
Y1 - 2013
N2 - To classify the landfast ice in the north of the Greenland, observation data, multifrequency Synthetic Aperture Radar (SAR) images and texture images were used. The total four types of sea ice are first year ice, highly deformed ice, ridge and moderately deformed ice. The texture images that were processed by K-means algorithm showed higher accuracy than the ones that were processed by SAR images; however, overall accuracy of maximum likelihood algorithm using texture images did not show the highest accuracy all the time. It turned out that when using K-means algorithm, the accuracy of the multi SAR images were higher than the single SAR image. When using the maximum likelihood algorithm, the results of single and multi SAR images are differ from each other, therefore, maximum likelihood algorithm method should be used properly.
AB - To classify the landfast ice in the north of the Greenland, observation data, multifrequency Synthetic Aperture Radar (SAR) images and texture images were used. The total four types of sea ice are first year ice, highly deformed ice, ridge and moderately deformed ice. The texture images that were processed by K-means algorithm showed higher accuracy than the ones that were processed by SAR images; however, overall accuracy of maximum likelihood algorithm using texture images did not show the highest accuracy all the time. It turned out that when using K-means algorithm, the accuracy of the multi SAR images were higher than the single SAR image. When using the maximum likelihood algorithm, the results of single and multi SAR images are differ from each other, therefore, maximum likelihood algorithm method should be used properly.
KW - Arctic
KW - Synthetic Aperture Radar (SAR)
KW - K-means
KW - Maximum likelihood
UR - https://www.researchgate.net/publication/263438528_Classification_for_Landfast_Ice_Types_in_the_Greenland_of_the_Arctic_by_Using_Multifrequency_SAR_Images
U2 - 10.7780/kjrs.2013.29.1.1
DO - 10.7780/kjrs.2013.29.1.1
M3 - Article
VL - 29
SP - 1
EP - 9
JO - Korean Journal of Remote Sensing
JF - Korean Journal of Remote Sensing
SN - 1225-6161
IS - 1
ER -