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

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7<br />

a <strong>Dust</strong> pixel<br />

0.5<br />

b<br />

6 Cloud pixel<br />

BT12 - BT11<br />

5<br />

4<br />

3<br />

2<br />

1<br />

0<br />

-1<br />

-2<br />

-1 -0.8 -0.6 -0.4 -0.2 0 0.2 0.4<br />

NDDI<br />

80<br />

c d<br />

BT3.7 - BT11<br />

70<br />

60<br />

50<br />

40<br />

30<br />

20<br />

10<br />

<strong>Dust</strong> pixel over bright surface<br />

Clear pixel <strong>of</strong> bright surface<br />

0<br />

-1.4 -1.3 -1.2 -1.1 -1 -0.9 -0.8 -0.7<br />

Ln (R1)<br />

70<br />

e Clear pixel <strong>of</strong> dark surface<br />

-0.6<br />

f<br />

60<br />

<strong>Dust</strong> pixel over dark surface<br />

-0.8<br />

-1<br />

BT3.7 - BT11<br />

50<br />

40<br />

30<br />

20<br />

10<br />

0<br />

-2.5 -2 -1.5 -1 -0.5<br />

Ln (R1)<br />

NDDI<br />

Ln (R1)<br />

Ln (R1)<br />

Figure 4.4 Statistical analyses <strong>of</strong> training data for deciding thresholds. (a)BTD (12, 11)<br />

values for dust <strong>and</strong> cloud; (b) NDDI values for dust <strong>and</strong> cloud; (c) BTD (3.7, 11) values<br />

for dust <strong>and</strong> clear pixels over bright surface; (d) Ln (R1) values for dust <strong>and</strong> clear pixels<br />

over bright surface; (e) BTD (3.7, 11) values for dust <strong>and</strong> clear pixels over dark surface;<br />

(f) Ln (R1) values for dust <strong>and</strong> dark pixels over dark surface.<br />

55<br />

0<br />

-0.5<br />

<strong>Dust</strong> pixel<br />

Cloud pixel<br />

-1<br />

-2 -1 0 1 2 3 4 5 6<br />

BT12 - BT11<br />

-0.6<br />

-0.7<br />

-0.8<br />

-0.9<br />

-1<br />

-1.1<br />

-1.2<br />

-1.3<br />

-1.4<br />

<strong>Dust</strong> pixel over bright surface<br />

Clear pixel <strong>of</strong> bright surface<br />

-1.5<br />

10 20 30 40 50 60 70<br />

BT3.7 - BT11<br />

-1.2<br />

-1.4<br />

-1.6<br />

-1.8<br />

-2<br />

-2.2<br />

-2.4<br />

Clear pixel <strong>of</strong> dark surface<br />

<strong>Dust</strong> pixel over dark surface<br />

-2.6<br />

0 10 20 30 40 50 60 70<br />

BT3.7 - BT11

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