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Spectral Unmixing Applied to Desert Soils for the - Naval ...

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A spectral library was <strong>the</strong>n built and <strong>the</strong> spectra <strong>for</strong> <strong>the</strong> various levels of disturbance were<br />

used as inputs <strong>for</strong> <strong>the</strong> mixture analysis and mapping of <strong>the</strong> AVIRIS imagery.<br />

Figure 19. This figure illustrates <strong>the</strong> original sample radiance data (red) and white<br />

reference spectrum (black) collected with <strong>the</strong> ASD spectrometer (left)<br />

compared <strong>to</strong> <strong>the</strong> spectrum calculated using spectral math (right). The blue<br />

reflectance spectrum (right), represents <strong>the</strong> red spectrum (left) divided by<br />

<strong>the</strong> black spectrum (left) (solar spectrum removed).<br />

3. <strong>Spectral</strong> Mixture Analysis<br />

The mixture-tuned matched filter (MTMF) approach was used in this research.<br />

The MTMF process combines older methods of Matched Filtering (MF), used <strong>for</strong> target<br />

signal detection and signal processing, with newer methods and algorithms that account<br />

<strong>for</strong> mixing of reflectance that occurs within a pixel (Figure 20) (Boardman and Kruse,<br />

2011). The previous MF method had a high false alarm rate and exhibited difficulty<br />

distinguishing between similar yet rare targets in <strong>the</strong> image space because of mixing that<br />

40

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