Classification methods for monitoring Arctic sea ice using OKEAN passive/active two-channel microwave data

被引:17
作者
Belchansky, GI
Douglas, DC
机构
[1] US Geol Survey, Alaska Biol Sci Ctr, Anchorage, AK 99503 USA
[2] Russian Acad Sci, Inst Ecol & Evolut, Moscow, Russia
关键词
D O I
10.1016/S0034-4257(00)00107-3
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This paper presents methods classifying Arctic sea ice using both passive and active (2-channel) microwave imagery acquired by the Russian OKEAN 01 polar-orbiting satellite series. Methods and results are compared to sea ice classifications derived from nearly coincident Special Sensor Microwave Imager (SSM/I) and Advanced Very High Resolution Radiometer (AVHRR) image data of the Barents, Kara, and Laptev Seas. The Russian OKEAN 01 satellite data were collected over weekly intervals during October 1995 through December 1997 Methods are presented for calibrating, georeferencing ng a,zn classifying the raw active radar and passive microwave OKEAN 01 data, and for correcting the OKEAN 01 microwave radiometer calibration wedge based on concurrent 37 GHz horizontal polarization SSM/I brightness temperature data. Sea ice type and ice concentration algorithms utilized OKEAN's two-channel radar and passive microwave data in a linens mixture model based on the measured values of brightness temperature and radar together with a priori knowledge about the scattering parameters and natural emissivities of basic sea ice types. OKEAN 01 data and algorithms tended to classify lower concentrations Of young or first-year sea ice when concentrations were less than 60%, and to produce higher concentrations of multi-year sea ice when concentrations were greater than 40%, when compared to estimate produced from SSM/I data. Overall, total sea ice concentration maps derived independently from OKEAN 01, SSM/I, and AVHRR satellite imagery were all highly correlated, with uniform biases, and mean differences In total ice concentration of less than four. percent (sd<15%). Published by Elsevier Science Inc.
引用
收藏
页码:307 / 322
页数:16
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