The effect of spatial resolution on the experimental variogram of airborne MSS imagery
- 1 March 1993
- journal article
- research article
- Published by Taylor & Francis in International Journal of Remote Sensing
- Vol. 14 (5) , 1005-1011
- https://doi.org/10.1080/01431169308904391
Abstract
A measurement may be thought of as comprising the true or underlying value of a property (information) and measurement error. These components of variation appear in the experimental or measured variogram, a function commonly used to represent spatial dependence. For variograms that are obtained from observations that are abutting, or approximately so as for remotely sensed imagery, these components are approximately separable. The part of the variogram representing underlying, spatially dependent variation can be regularized, that is, predicted for new spatial resolutions using a simple relation. However, measurement error cannot be predicted for new spatial resolutions using this relation and must, therefore, be investigated empirically. This Letter presents experimental variograms for two airborne MSS images recorded near simultaneously with different spatial resolutions enabling inferences to be made about the relation of spatial resolution to both information and measurement error for airborne MSS imagery.Keywords
This publication has 10 references indexed in Scilit:
- Semivariograms of digital imagery for analysis of conifer canopy structureRemote Sensing of Environment, 1990
- Remote Sensing Scales Related To The Frequency Of Natural Variation: An Example From Paleo-ice Flow In CanadaIEEE Transactions on Geoscience and Remote Sensing, 1990
- Variance as a function of sample support sizeMathematical Geology, 1990
- Estimation of signal-to-noise: a new procedure applied to AVIRIS dataIEEE Transactions on Geoscience and Remote Sensing, 1989
- Analysis of the structure of radiometric remotely-sensed imagesInternational Journal of Remote Sensing, 1989
- Autocorrelation and regularization in digital images. I. Basic theoryIEEE Transactions on Geoscience and Remote Sensing, 1988
- Spatial scales in CZCS‐chlorophyll imagery of the southeastern U.S. continental shelf1Limnology and Oceanography, 1987
- Choosing functions for semi‐variograms of soil properties and fitting them to sampling estimatesEuropean Journal of Soil Science, 1986
- OPTIMAL INTERPOLATION AND ISARITHMIC MAPPING OF SOIL PROPERTIES. IV SAMPLING STRATEGYEuropean Journal of Soil Science, 1981
- Regularization of a semivariogramComputers & Geosciences, 1977