|
Modular-Hierarchical Classification
Phase
In the modular-hierarchical classification
phase the selection of classifiers and their hierarchical arrangement
are tailored to each of the eight major land cover classes of the
dichotomous classification phase. Thus, eight different classifier
sets are used in this phase.
The user is not obliged to use
all classifiers. Depending on the required level of land cover information,
the classification can be stopped at any time and the corresponding
land cover class determined. Each land cover class is described
by three codes:
- Boolean formula, consisting of a string of classifiers used
for class definition (e.g. A3A10B2);
- Standard name of land cover class (e.g. “high closed
forest”);
- Numerical (GIS-friendly) code (e.g. 20006).
All defined land cover classes
are hierarchically arranged in the map legend, which is automatically
generated.
Land cover classification based on pre-selected sets of classifiers
can be further extended when more detailed description of land cover
is required. The LCCS includes, in addition to “pure”
land cover classifiers, two other sets of optional classification
attributes, which provide additional description of land cover characteristics:
(1) Environmental attributes, which influence land cover but are
not essential for its definition. Therefore, they should not be
confused with “pure” land cover classifiers and used
only for additional land cover description when it is needed. These
attributes, which include climate, landform, altitude, soils, lithology
and erosion, are not hierarchically arranged and can be combined
in any user-defined order;
(2) Specific technical attributes, which relate to specific applications.
For example, these attributes include the description of crop types
in managed terrestrial areas, floristic aspects of natural and semi-natural
terrestrial and aquatic vegetation, salinity of artificial and natural
water bodies, etc
The LCCS modules
Due to the complexity of the system a user-friendly software has
been realized allowing the user to quickly and easily produce and
manage the land cover classes needed for his work. The LCCS software
package consists of three modules: classification, map legend, and
translator:
a) Classification module performs the two-phase
land cover classification based on the hierarchical arrangement
of classifiers as described above. Subdivision of classes is achieved
by addition of new classifiers.
The more classifiers used, the greater the detail of the land
cover class definition. The classes at any level are all unique
and unambiguous. As the classification proceeds to higher levels,
the accuracy of land cover mapping is increasing.
If a classifier at any level cannot be determined, the classification
would stop and the class definition based on the last classifier
used. A strict class boundary definition and internal class consistency
are inherent to LCCS.
b) Legend module. Storing the land cover classes
that were defined in Classification module creates a legend. It
usually contains only a subset of the classification, consisting
of classes applicable to the area to be mapped.
c) Translator module enables translation of existing
classifications and legends into the LCCS. It also enables comparison
of land cover classes from external classification systems. This
module thus enhances the LCCS role as the reference classification
standard.
|