The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part B7. Beijing 2008
3.2. Statistical analysis
Although there were some differences between sunlit and
shaded leaves in absolute values of reflectance across the
spectrum, we just focused on wavelength that related to
chlorophyll content changes by using some indices. All
indices listed in Table 2 are tested statistically for both
illumination conditions for each species and different
chlorophyll content among the species. Based on statistical
results (Table 3) we can see that some indices are partly able
to differ the shaded and sunlit leaves (Table 3). None of the
vegetation indices shows significant difference for Ironwood
and Hornbeam. Except for the mSR index all indices are
sensitive to changing chlorophyll content of beech in
illumination condition (p<0.0001). The illumination effect
was significant at p<0.0001 for alder and oak by using mND
and Vogelmann index (R 740 /R72o)-
Species
Vegetation
index
Alder
Hornbeam
Beech
Ironwood
Oak
mND 705
**
NS
**
NS
**
1T1SR705
NS
NS
NS
NS
NS
Simple
ratio
NS
NS
**
NS
NS
Vogelmann
index
**
NS
**
NS
**
Datt index
**
NS
**
NS
NS
Table 3: T test result to investigate the differences between
the index values for shaded and sunlit leaves. **: significant
differences; NS: no significant differences (a= 0.01).
R7*iJ R71VI
Alder Hornbeam Baech Ironwood Oak
R740/ ^720
Alder Hornbeam Beech Ironwood Oak
mSRjros
Alder Hornbeam Beech Ironwood Oak
Figure 4: Comparison of sensitive indices (R750/R700 and
R740/R720) and non sensitive index (mSR 70 5) to chlorophyll
content in each species in different illumination condition and
between all five species to illustrate different behaviours.
One-way analysis of variance was used to test statistically
significant differences between species, both in sunlit and
shaded leaves individually for those species that were
significant in two exposed condition. The results show that
the Vogelmann index (R740/R720) and simple ratio (R750/R700)
used by Gitelson et al. 1996, are sensitive to chlorophyll
content changing in different species (figure 4). Vogelmann
index shows that hornbeam is different with beech, oak and
alder as well as ironwood with alder and oak (p<0.0001, a=
0.01). Beech and ironwood is statistically difference for sunlit
leaves. There is no significant difference for any of the
species in shaded position. Simple ratio index (R750/R700) is
also sensitive to the chlorophyll difference between some of
the species such as hornbeam with alder and ironwood with
alder, beech and oak for sunlit leaves. Differences of Shaded
leaves of hornbeam and ironwood, hornbeam and oak as well
as ironwood and oak were significant. However mSR and
mND indices showed different chlorophyll contents in the
study of Sims and Gamon (2002), in this study we reached
poor result compared to simple ratio indices. Maire et al.
(2004) tested more than 60 published chlorophyll indices on
the experimental and simulated data base, they could reach
good result by using the Vogelman index and the Gitelson
and Merzylak index for different forest tree species that
confirmed our results.
Our results highlight the importance of considering the
illumination condition in canopy for those species that are
especially present in dominant stairs and have more distinct
shaded and sunlit leaves such as beech, alder and oak. This
result is derived just by considering chlorophyll content as an
important pigment in plant and could indicate that the other
pigments that contribute in photosynthetic process might
change in different exposed conditions. The strong
relationships of the Vis with some biophysical parameters
such as LAI can be somewhat expected in those Vis which
are sensitive to chlorophyll absorption feature that is related
to LAI.
However, even though very important, leaf optical properties
alone are not sufficient to unambiguously spectrally
distinguish tree species. Also other canopy components such
as branches, twigs, bark and understory need to be measured.
The detection of statistically significant differences in
intraspecific reflectance associates with illumination, leaf
surface, non photosynthetic components such as twigs,
branches and bark as well as habitat of sample collection
suggest a potential for updating monitoring forest type maps
and assess further the distribution of mixed forest stands.
This study has produced the first spectral library of the most
important forest tree species of the Caspian forest taking into
account the range of spectral variability expected for the
species measured under natural illumination conditions. The
results provide a sound basis for mapping tree species in the
north forest of Iran and beyond.
ACKNOWLEDGEMENTS
We acknowledge the contribution of the participating
institutions. We wish to acknowledge the field work support
we received from the staff of Geo-information department of
Wageningen University and University of Tehran.
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