Title :
Automatic detection and validity of the sea-ice edge: an application of enhanced-resolution QuikScat/SeaWinds data
Author :
Haarpaintner, Jörg ; Tonboe, Rasmus T. ; Long, David G. ; Van Woert, Michael L.
Author_Institution :
Nat. Ice Center, Washington, DC, USA
fDate :
7/1/2004 12:00:00 AM
Abstract :
Sea-ice edge detection is an essential task at the different national ice services to secure navigation in ice-covered seas. Comparison between the Remund and Long ice mask image from enhanced-resolution QuikScat/SeaWinds (QS) products and the analyzed ice edge from high-resolution RADARSAT synthetic aperture radar has shown that the automatically determined QS ice mask underestimates the Arctic ice extent. QS data was statistically analyzed by colocating the data with ice charts around Greenland and with the National Aeronautics and Space Administration Team´s Special Sensor Microwave/Imager (SSM/I) ice concentration algorithm over the whole Arctic region. All variables, i.e., the backscatter in vertical and horizontal polarization, the active polarization ratio (APR) and the daily standard deviation, are sensitive to ice types and are strongly correlated with ice concentration when the relationship is expressed in exponential form. Our study showed that the APR is especially suitable for ice-ocean separation, and a threshold of -0.02 was determined. An ice edge algorithm based on this APR threshold was developed using the other variables with conservative season-dependent thresholds to eliminate additional ocean noise. Also, the history of the ice cover is considered in order to detect single ice fields that are separated from the main Arctic pack ice. Validation with RADARSAT 1 and with the Advanced Very High Resolution Radiometer showed that the new algorithm successfully detects very low ice concentrations of about 10% during the entire year. The validity of the detected ice edge for near-real-time issues is also discussed in relation to the ice motion in the Marginal Ice Zone and the integration time necessary to produce the enhanced-resolution images. The new algorithm improves the automatic global ice edge resolution by a factor of two when compared to SSM/I products and could be used in both model initialization and data assimilation.
Keywords :
microwave measurement; oceanographic techniques; radar imaging; radar resolution; radiometry; remote sensing by radar; sea ice; synthetic aperture radar; APR threshold; Marginal Ice Zone; QuikScat data; RADARSAT; SAR; SeaWinds data; Special Sensor Microwave/Imager; active polarization ratio; automatic detection; backscatter; edge detection; enhanced-resolution images; ice mask underestimates; ocean noise; radar resolution; scatterometer; sea ice edge; sea navigation; synthetic aperture radar; Algorithm design and analysis; Arctic; Data analysis; Image analysis; Image edge detection; Image sensors; Navigation; Polarization; Radar detection; Sea ice; Arctic; backscatter; ice edge; polarization; scatterometer; sea ice;
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
DOI :
10.1109/TGRS.2004.828195