02.08.2013 Views

i Detection of Smoke and Dust Aerosols Using Multi-sensor Satellite ...

i Detection of Smoke and Dust Aerosols Using Multi-sensor Satellite ...

i Detection of Smoke and Dust Aerosols Using Multi-sensor Satellite ...

SHOW MORE
SHOW LESS

You also want an ePaper? Increase the reach of your titles

YUMPU automatically turns print PDFs into web optimized ePapers that Google loves.

Total 4.656% 2<br />

35<br />

34.577% 2<br />

1<br />

The threshold <strong>of</strong> BTD (3.7, 12) is 15 K for pixels over l<strong>and</strong> <strong>and</strong> 9 K for pixels over<br />

ocean.<br />

2<br />

The total errors <strong>of</strong> both over l<strong>and</strong> <strong>and</strong> over ocean are not equal to the summation <strong>of</strong><br />

errors from each test because the overlap exists among tests.<br />

3<br />

The pseudo-NDVI <strong>and</strong> NDDI is only applied over l<strong>and</strong>.<br />

3.3.2 Flowchart<br />

Fig. 3.8 is the flowchart <strong>of</strong> smoke detection algorithm. The whole swath <strong>of</strong> L1B<br />

measurements is input <strong>and</strong> divided into two branches with l<strong>and</strong>/sea mask product stored<br />

in L1A file: smoke over l<strong>and</strong> <strong>and</strong> smoke over ocean. In l<strong>and</strong> branch, the process is<br />

comprised with four tests, orderly for classifying vegetation, soil, cloud, <strong>and</strong> noise<br />

(including water). The first test employs a pseudo-NDVI to examine vegetated pixel. The<br />

NDDI is applied in the second test for differentiating smoke from bright surface. In the<br />

third test, the BT11 <strong>and</strong> BTD (3.7, 11) are used to discriminate smoke from cloud, as well<br />

as the reflectance at the 1.38μm b<strong>and</strong>. The goal <strong>of</strong> last module is to filter out the noise<br />

pixels (mainly water pixels) with the normalized Ratio (R3, R8) <strong>and</strong> single <strong>of</strong> reflectance<br />

<strong>of</strong> b<strong>and</strong> 8. In ocean branch, the process is relatively easy, which is comprised <strong>of</strong> two steps<br />

only. At the end <strong>of</strong> process, an additional test named “noise-elimination test” is executed<br />

to further filter noise pixels. In view <strong>of</strong> the smoke continuity, although a pixel is<br />

identified as smoke pixel but it is not close to other smoke pixels, this pixel will be<br />

considered as noise pixels <strong>and</strong> deleted from smoke images.

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!