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UPDATING TOPOGRAPHIC MAP IN SOUTHERN CHINA
BY USING SATELLITE IMAGE AND ANCILLARY DATA
X. Yu, L. Matikainen, R. Kuittinen
Finnish Geodetic Institute, Finland
Commission IV, Working Group 3
KEY WORDS: Land Use, Interpretation, Updating, Segmentation, Rule-based System.
ABSTRACT
A study was made to develop a method for updating land use information in topographic maps by using satellite images together
with old maps in the rapid developing area of Zhong Shan in southern China. The method consists of three main parts: region-based
segmentation of a satellite image, preclassification of the segments based on their spectral properties and rule-based
postclassification. In the rule-based postclassification, the preclassification result is combined with information derived from old
maps by using the Dempster-Shafer theory of evidence for hierarchical cases. The method was tested in the Zhong Shan area by
using a Landsat TM image and an old topographic map. In determining rules and belief values, field measurements were used in
addition to the data itself. The rule-based postclassification improved the classification results and the information of the old map
proved to be useful in interpretation of land use classes which are near each other in the spectral space. The biggest problem was the
spatial resolution of the Landsat TM image, which was too low to detect some small but very important features of the study area.
1. INTRODUCTION
The need to update topographic and thematic maps increases as
the frequency of changes in land use increases. These changes
are relatively rapid especially in south-eastern Asia because of
the rapid economic development. Traditionally satellite images
are used for mapping as the only source of information and the
results are only moderate even if visual interpretation or
combined visual and mathematical interpretation is used
(Ahokas et al., 1990). The main reasons for this are that the
interpretation is mainly based on spectral information and the
spatial resolution of the images is too low. New methods are
needed to obtain better accuracy in the interpretation.
Most of the mapping tasks consist today of updating of old
maps, which offers the possibility to use maps and satellite data
together in the interpretation. If useful mathematical methods
can be found, the combined use of several data in interpretation
can lead to more accurate results. The Dempster-Shafer theory
of evidence and its modifications to hierarchical cases offer a
good possibility to combine different types of data in the
interpretation (Gordon and Shortliffe, 1985, Shafer and Logan,
1987, Wilkinson and Mégier, 1990).
The aim of this study was to apply the Dempster-Shafer theory
of evidence in updating topographic maps in southern China
where satellite images and old topographic maps are available.
The method consists of the following parts:
— Segmentation of the satellite image into spectrally
homogeneous, connected regions using a region-based
segmentation method,
— Preclassification of the segments into spectral classes using
the conventional Maximum Likelihood classification method
(Duda and Hart, 1973),
— Determination of attributes and rules for rule-based
postclassification,
995
— Postclassification using the preclassification result, old maps
and a rule-based interpretation method based on the
Dempster-Shafer theory for hierarchical cases (Shafer and
Logan, 1987).
2. STUDY AREA AND DATA
2.1 Study area
The study was based on data from the Zhong Shan area of size
20 km x 17 km. Zhong Shan is located in the Guangdong
province in the southern part of China. It is an area that has
developed economically very quickly in recent years. New
office buildings, factories and private houses have been built, a
lot of fishponds and roads have been constructed and a lot of
gravel pits are used. Most of these changes have decreased the
amount of cultivated land, especially rice fields. The land use
has changed so much that there are large demands for up-to-
date land use information for city planning and decision
making.
The area is relatively flat. The differences in elevation are less
than 10 m for agricultural land, urban area and water, while
forests are located in the hilly area ranging from 10 m to 250 m.
Some rice fields had been harvested and burned at the time of
the satellite image registration.
2.2 Data
A Landsat TM image from 24 December 1993, a digitised land
use map in raster format and a digital elevation model (DEM),
derived from the topographic map of 1983 on a scale of
1:50,000, were used to produce an updated topographic map.
The satellite image was rectified to the coordinate system of the
topographic map.
Field measurements were made in the Zhong Shan area in
November 1994 and 1995 respectively. The aims of the
International Archives of Photogrammetry and Remote Sensing. Vol. XXXI, Part B4. Vienna 1996