ication accuracy.
ising, 52(2), pp.
mapped from a
onal Journal of
9.
Predicting rare
at using GIS.
sing, 62 (11), pp.
tions of data,
'haracterization
e Sensing, 28 (4),
International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XXXIX-B8, 2012
XXII ISPRS Congress, 25 August — 01 September 2012, Melbourne, Australia
MONITORING OF AGRICULTURAL LANDSCAPE IN NORWAY
H.G. Wallin, G. Engan
Norwegian Forest and Landscape Institute, p.b. 115, N-1431 As, Norway — (hgw, gue)@skogoglandskap.no
KEY WORDS: Agriculture, Resources, Monitoring, Change Detection, Aerial, Stereoscopic.
ABSTRACT:
An overall societal aim is to ensure a sustainable use and management of agricultural landscapes. This requires continuous delivery
of reliable and up-to-date information to decision-makers. To be able to deliver this information, a monitoring program for
agricultural landscapes was initiated in Norway 13 years ago. The program documents and reports on land use / land cover changes
from data captured through interpretation of true colour aerial photos using stereo instruments. The monitoring programme is based
on a sample of 1000 squares of 1 x 1 km and the entire sample of squares is photographed over a five-year period. Each square is
then mapped repeatedly every fifth year to record changes.
Aerial photo interpretation is based on a custom classification system which is built up hierarchically, with three levels. The first
level comprises seven land type classes: Agricultural land, Bare ground, Semi-natural open vegetation, Unforested wetland
vegetation, Forest, Urban areas and Water. These land classes are further divided into 24 land types at level two, and approximately
100 land types at level 3. In addition to land type units we map both line elements like stone fences and point elements like buildings
and solitary threes. By use of indicators that describe status and change focusing on themes of particular policy interest, we can
report on whether policy aims are being fulfilled or not. Four indicator themes have been in focus hitherto: landscape spatial
structure, biological diversity, cultural heritage and accessibility.
Our data is stored in databases and most of the data quality check/structure process and analyses are now being made in open source
software like PostGIS and PostSQL. To assess the accuracy of the photo-interpretation, ground truthing is carried out on 10 % of the
squares. The results of this operation document the benefits of having access to photos of the same area from two different years.
The program is designed first and foremost to provide reliable statistics at a national level but the aim is also to report at regional
levels — for example for counties or for agricultural landscape regions. The national coverage and application of standardized
methods enable frequent updating. This method is cost effective and enables us to quantify changes in landscape qualities as well as
adapting the programme to take account of e.g. new findings on relevant indicators.
1. INTRODUCTION Several controls are carried out on the captured data, e.g. illegal
codes and missing features. 10 % of the squares are checked
1.1 Landscape monitoring through a field control.
To ensure a sustainable use and management of agricultural 2. METHODES
landscape the decision-makers need reliable and up-to-date
information. Interpretation of land use / land cover from aerial 2.1 Photos
photos plays a major role in studies of landscape changes in
Norway. The mapping is done by the means of stereo instruments and
true color photos. Since the program started in 1998 analogue
A monitoring program where the main aim is to register this
changes started in 1998. This program is based on a sample of
1000 squares of 1 x 1 km. The squares are photographed each
fifth year and the land use / land cover situation is digitized in
stereo with a classification system that covers area, lines, points
and accessibility (Strand, 2002).
By use of indicators that describe status and change focusing on
themes of particular policy interest, we can report on whether
policy aims are being fulfilled or not. Four indicator themes
have been in focus hitherto: landscape spatial structure,
biological diversity, cultural heritage and accessibility.
Cultural heritage from existing register is displayed in the stereo
model so that the interpreter will update the situation for each
element that is registered. A lot of the cultural heritage (as
barrows) is hidden by trees. The classification system gives the
Interpreter the opportunity to use different types of codes
describing the situation.
instruments have been replaced with digital instruments. The
airborn cameras have also changed from film based to digital
CCD. This has improved the quality of the aerial images
incredibly.
To interpret a photo there are some things you need to know.
The date the photo is taken is very important. The nature looks
differently in spring, summer and early autumn. There are also
different types of farming in different parts of Norway, so the
operator needs to know where in the country the photo is taken.
A real challenge is to distinguish between the different stages
and activities: from full activity to abandonedfarms.
The scale of the photos has also changed over the period of
registration. In Norway we now have a national program for full
photo cover with an interval of five to six years. The
agricultural monitoring program (3Q) has decided to use these
photos because of the cost-effectiveness. The ground sample
distance (GSD) varies from 30 to 50 cm.