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

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Collins et al. (1997) was able <strong>to</strong> successfully use <strong>the</strong> characteristic spectrum of desert<br />

varnish <strong>to</strong> not only detect targets such as military vehicles and fox holes, but tank tracks<br />

on <strong>the</strong> desert varnish itself (Colins et al., 1997). Use of <strong>the</strong> differences in restrahlen<br />

emissivity between <strong>the</strong> desert varnish and o<strong>the</strong>r materials provided a useful visualization<br />

of vehicle traffic and target location (Figure 6) (Collins et al., 1997).<br />

Figure 6. The above image from Collins et al. (1997) shows <strong>the</strong> results of using<br />

principal component analysis achieved using LWIR hyperspectral SEBASS<br />

data <strong>for</strong> <strong>the</strong>ir target detection and terrain classification study.<br />

Hyperspectral imagery have also proved useful <strong>for</strong> several environmental<br />

applications. One in particular that applies <strong>to</strong> this research is <strong>the</strong> use of hyperspectral<br />

data <strong>to</strong> identify plant stress during a study conducted in 2004 (Smith et al., 2004).<br />

Observed spectral changes consisted of decreased reflectance in plants that were<br />

undergoing stress in <strong>the</strong> near infrared range between 0.72 and 0.73 µm (720 and 730 nm)<br />

(Smith et al., 2004). Characteristic changes in reflectance related <strong>to</strong> stress can be seen in<br />

13

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