Radiobrightness decision criteria for freeze/thaw boundaries

A freeze indicator (FI), based on a low 37-GHz radiobrightness and a low 10.7, 18, and 37-GHz radiobrightness spectral gradient, has been used to classify frozen surfaces in the northern Great Plains. By modeling the radiometer beampatterns as Gaussian, freeze/thaw boundaries can be located at the (fine) resolution of the 37-GHz channel. The performance of the freeze indicator, and subsequent boundary location estimate, depends on the accuracy of the boundary decision criteria. It is shown that decision criteria based on clustering and unsupervised classification yield good performance. A simple algorithm for registering coarse-resolution FI boundaries to equivalent boundaries in fine-resolution 37-GHz radiobrightness images is also presented. >

[1]  Helmut Rott,et al.  Snow-Cover Parameters Retrieved from Nimbus-7 Scanning Multichannel Microwave Radiometer (SMMR) Data , 1982, IEEE Transactions on Geoscience and Remote Sensing.

[2]  A. W. England,et al.  Radiobrightness Of Diurnally Heated, Freezing Soil , 1990 .

[3]  Andrew P. Witkin,et al.  Scale-space filtering: A new approach to multi-scale description , 1984, ICASSP.

[4]  Fawwaz T. Ulaby,et al.  Mapping freeze/thaw boundaries with SMMR data , 1990 .

[5]  R. Bracewell The Fourier Transform and Its Applications , 1966 .

[6]  Thomas Schmugge,et al.  Passive Microwave Soil Moisture Research , 1986, IEEE Transactions on Geoscience and Remote Sensing.

[7]  Thomas J. Schmugge,et al.  Remote sensing applications in hydrology , 1987 .

[8]  James E. McMurtrey,et al.  A multi-frequency radiometric measurement of soil moisture content over bare and vegetated fields , 1982 .

[9]  G. H. Wakefield,et al.  The Radiobrightness Of Freezing Terrain , 1989, 12th Canadian Symposium on Remote Sensing Geoscience and Remote Sensing Symposium,.

[10]  Andrew P. Witkin,et al.  Scale-Space Filtering , 1983, IJCAI.

[11]  A. England Thermal microwave emission from a scattering layer , 1975 .

[12]  Alan L. Yuille,et al.  Scaling Theorems for Zero Crossings , 1987, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[13]  E. Njoku,et al.  The Seasat scanning multichannel microwave radiometer (SMMR): Instrument description and performance , 1980, IEEE Journal of Oceanic Engineering.

[14]  A. W. England,et al.  Microwave brightness spectra of layered media , 1977 .

[15]  James C. Barnes,et al.  Determination of snowpack properties from satellite passive microwave measurements , 1984 .

[16]  A. W. England,et al.  Relative influence upon microwave emissivity of fine-scale stratigraphy, internal scattering, and dielectric properties , 1976 .

[17]  U. Wegmüller The effect of freezing and thawing on the microwave signatures of bare soil. , 1990 .

[18]  Thomas J. Schmugge,et al.  Correlating Rainfall with Remotely Sensed Microwave Radiation Using Physically Based Models , 1984, IEEE Transactions on Geoscience and Remote Sensing.

[19]  Bruce J. Blanchard,et al.  ESTIMATION OF SOIL MOISTURE FROM SEASAT SAR DATA , 1983 .

[20]  M. Mcfarland,et al.  Nimbus 7 SMMR Investigation of Snowpack Properties in the Northern Great Plains for the Winter of 1978-1979 , 1987, IEEE Transactions on Geoscience and Remote Sensing.

[21]  W. J. Burke,et al.  Comparison of 2.8‐ and 21‐cm microwave radiometer observations over soils with emission model calculations , 1979 .

[22]  Roland T. Chin,et al.  Restoration of Multichannel Microwave Radiometric Images , 1985, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[23]  Gregory H. Wakefield,et al.  Extensions of Scale-Space Filtering to Machine-Sensing Systems , 1990, IEEE Trans. Pattern Anal. Mach. Intell..

[24]  John A. Richards,et al.  Remote Sensing Digital Image Analysis , 1986 .

[25]  Norman C. Grody,et al.  Surface identification using satellite microwave radiometers , 1988 .

[26]  Brian Wayne Zuerndorfer,et al.  Spatial and spectral analyses of remotely sensed images using scale-space techniques , 1991 .

[27]  Allan J. Delaney,et al.  Dielectric properties of soils at UHF and microwave frequencies 36R. J. Geophys. Res. V79, N11, Apr. 1974, P1699–1708 , 1974 .

[28]  T. Schmugge Remote Sensing of Soil Moisture: Recent Advances , 1983, IEEE Transactions on Geoscience and Remote Sensing.