In: Wagner W„ Szekely, B. (eds.): ISPRS TC VII Symposium - 100 Years ISPRS, Vienna, Austria, July 5-7, 2010,1 APRS, Vol. XXXVIII, Part 7B
In: Wagr
70
3. RESULTS
3.1 Results of ground truthing
The described differences of the study areas lead to different
characteristics of crops with regard to the type of cultivated
plants and their appearance. This is reflected by the results of
taken ground truth on-site.
15 (Fuhrberg) and 16 types of crops (Gorajec) have been
recordered (Table 3). In the Fuhrberg area the presence of
weeds is low on most fields. Nevertheless a gradient in the
amount of weeds between different potato-fields has been
detected. Some of them are completely free of weeds while
others contain a certain amount of various species of weeds.
The differences cannot be attributed to plant diseases. In
Gorajec the amount of weeds is explicitly higher than in the
Fuhrberg area. Most fields contain different kinds of weeds.
Most potatoes in the Polish study area suffer from a disease.
Fuhrberg (GER)
Gorajec (PL)
crop type
count
crop type
count
grasslands and
meadows
43
grasslands and
meadows
4
oat
4
oat
7
rye
33
rye
12
barley
20
barley
24
maize
13
maize
2
spelt
1
grain mixture:
barley, wheat, oat
18
wheat
9
wheat
25
winter rape
8
turnip rape
2
sugar beets
18
sugar beets
3
potatoes
24
potatoes
6
fallow land
5
fallow land
3
strawberries
3
black currant
5
asparagus
12
tobacco
13
beans
1
beans
4
Lolium perenne
4
trefoil
4
grain mixture:
wheat, rye
3
Table 3: Type and quantity of crops
3.2 Measurement of signal backscatter
Measured backscatter of radar signal differs for different crops
and different acquisition times. Thus an individual pattern of
backscatter can be derived for every single crop type. In the
following, first results of backscatter patterns (means per field)
for selected crops are presented.
3.2.1 Fuhrberger Feld area
Broad-leaved crops and asparagus: The comparison of HH
polarised mean backscatter values per field exhibits high
backscatter values for broad-leaved crops (Fig.l). Sugar beets
have high backscatter values (-6 dB) during full development of
leaves in June (BBCH-codes 31-39). In July, during full
phenological development, values exceed -6 dB yet. Images
with sugar beets have been available in June, July and October.
Values of maize and potatoes rise up to -8 dB when leaves
cover the ground. Potatoes reached this value in June when
flowering started (BBCH-codes 60-65). In April, after sowing,
backscatter values are dispersed over the whole range between -
7.5 and -14 dB. Maize also reached the development state of
closed canopy in June (BBCH-codes 30-32) and HH-polarised
backscatter is equal to the one of potatoes. Backscatter distri-
® -8
3-10
March , April . June
July , October
I 1 1 • « I
-10
sugar beets
• à
I t
1 |
1 i
i |
! [
potatoes
CQ -8
T3
-10
G I
rape
-10
•
•
i i
• 4
• i
•
- *
•
• i
1 *
1 t
: »
. «
•
i :
1 1
• i
A
asparagus
Mean backscatter per field
* HH polarisation * VV polarisation
Figure 1: Backscatter distribution for broad-leaved crops and
asparagus in the Fuhrberg area
bution for potatoes and maize has a wide range in October after
harvesting due to differences in surface conditions. On winter
rape fields, the ground was already covered in March when
seven to nine leaves occurred (BBCH-codes 17-19).
Accordingly, backscatter values average >-8 dB and remain on
a high level of -10 dB or more up to July before harvesting
started. The values for the different crops show that
discrimination of broad leaved crops from those with narrow
leaves is possible due to the clear difference in backscatter
values. Furthermore, one can even differentiate within the
broad-let
ground c
backscatt
The max
March, J
noticed i
and the
strongly.
The anal
backscatt
polarised
dates.
-10
-10
£0 .«
■o °
Figure
Grains: 1
from brot
to <-10 (
spring am
developm
grain fini:
(BBCH-c.