767
Table I. Correlation coefficients between the ground truth data and
four kinds of image signatures.
ITEM
ORIGINAL
VALUE
MEAN VALUE
(3x3 pix)
NORMALIZED
VALUE
RATIO
(B4/B5)
TR
0.752
0.860
0.827
0.301
SS
0.572
0.538
0.424
0.193
CH
0.846
0.810
0.667
0.681
TM
0.547
0.553
0.655
0.681
OX
0.502
0.703
0.836
0.524
LE
0.773
0.786
0.699
0.251
RF
0.705
0.706
0.681
0.277
PE
0.845
0.773
0.736
0.589
UV
0.817
0.827
0.743
0.715
PS
0.803
0.757
0.759
0.747
CA
0.448
0.715
0.667
0.129
MA
0.567
0.600
0.495
0.309
CP
0.684
0.681
0.595
0.579
MP
0.250
0.443
0.435
0.273
TR : Transparency
SS : Suspended solid concentrations
CH : Chlorophyll-a
TM : Water temperature
OX : Oxygen saturation
LE : Light energy on the water surface
RF : Light energy reflected from the water surface
PE : light energy penetration
UV : UV extinction
PS : Acid soluble phosphorus concentrations
CA : Acid soluble calsium concentrations
MA : Acid soluble magnesium concentrations
CP : The ratios of acid soluble calsium and phosphorus
MP : The ratios of acid soluble magnesium and phosphorus
: more than 0.8
Normalized values were calculated
according to the following equation.
N J =
Mi
X Mi
X K
( i=l,2,3,4 )
( J=1,2,3,4 )
Here, Mi is the mean value of 3x3 pixels
window of band i, Nj is the normalized
value, K is a constant, and suffix i
correspond to band 4, band 5, band 6 and
band 7. In order to avoid the influence
of the cloud cover and its shadow in the
image, ten points of ground truth data
were eliminated and remaining twenty
points named 1 to 20 were used for these
analyses.
The resulting correlation coefficients
and some examples of calculattion value
which were obtained in this study are
shown in Table I and Table II. As can be
seen from Table I, nine items of water
qualites, i. e. TR, CH, OX, LE, RF, PE, UV,
PS and CA showed sufficient correlations
to at least one of image signatures.
Especially, TR, CH and UV had strong
correlations more than 0.8 to two
signatures. From this table, following
results can be deribed.
1) Mean values of 3x3 pixels window
showed meaningful correlation
coefficients more than 0.7 to the
whole of above nine items.
2) The general tendency of correlation
coefficients between original values
and ground truth data set was the
same as mean values of 3x3 pixels