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Explora: Environment
            and Resource                                               Assessing ecosystems by land cover and landscapes



            ecosystem map expands this to seven categories.  At more   classification errors or anthropogenic areas from the list
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            detailed levels, the classification encompasses hundreds of   of natural ecosystems. The verified LLCC map should be
            ecosystem types, taking into account natural conditions   further refined with floristic and geobotanical data for
            and geographical features of biodiversity. 26,27,48,49  In   Armenia. 33-35,37  The prototype of the ecosystem map can also
            European ecosystem extent accounts, a three-tier approach   be produced using available maps of potential vegetation.
            is used to track the changes in ecosystem areas. The Tier I   A key step in accounting for rare ecosystems is mapping
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            account calculates the area of broad land cover classes, and   biodiversity hotspots  and rare and endangered plant
            the Tier II and III accounts subdivide the broad land cover   formations  that are not reflected in the land cover data or
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            classes into 23 and 30 ecosystem types, respectively. 23-25  In   the maps of landscapes and vegetation zones of Armenia.
            general, Level 1 and Tier 1 correspond to the general land   At this stage of the research, LLCC-based analysis
            cover classes, and more detailed levels reflect the biological   cannot be used to evaluate the rarest LLCCs, as they could
            and geographic specificity of ecosystems.          potentially be classification errors. Nevertheless, it is
              Tracking changes in the total area of land cover classes   suitable for assessing the extent and changes of relatively
            at Tier I is not very informative for ecosystem accounting   common  ecosystem  types,  which  are  less  affected  by
            in Armenia, given its complex terrain and high diversity   land cover errors. LLCC mapping provides additional
            of  landscapes.  The  same  land  cover  class  in different   information compared to the data on landscape extent
            landscape zones reflects completely different ecosystems,   (Section 3.4, Figure 8).
            such as grasslands in the semi-desert and alpine zones.
            Changes in the area of land cover classes throughout the   4.2. Land cover data accuracy
            country reveal only the most general processes, such as   The key issue for ecosystem extent accounting is the
            urbanization or big unidirectional changes in national   accuracy of the land cover data used. The goal of the CLC
            agriculture or forestry. The total area of a particular land   2000 product was to achieve at least 85% thematic accuracy,
            cover class can remain stable while significant changes in   with  a total  reliability  of  87% and  significant  variation
            ecosystems occur. For example, in Europe, from 2000 to   between classes.  We lacked reliable reference sites or in situ
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            2018, although the total forest area was stable, a significant   observations to accurately estimate the quality of the land
            structural change occurred within forest ecosystems,   cover datasets. The only available source for assessing land
            including a reduction in coniferous forests compensated   cover quality was the ARMSTAT  statistical data on forest
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            by an increase in the area of transitional forests and   and agricultural areas. By comparing these areas with those
            woodland/shrubs. 23,24  This was a significant change in   in the land cover datasets, we obtained a general similarity
            the structure of forest ecosystems that was not noticed by   rate.  While  this  rate  cannot  be  directly  interpreted  as  a
            ecosystem accounting at Tier I.                    measure of land cover accuracy, it still serves as a useful
                                                               metric for understanding the overall pattern.
              Therefore, tracking changes at more detailed levels is
            likely more useful for ecosystem accounting in Armenia.   Regarding the tree cover, we estimated the discrepancy
            In the tested approach, the land cover data correspond to   between land cover data and state statistics at 19% for ESRI
            Level 1 and Tier 1, providing an update to the ecosystem   2023 data and 6% for ESA 2021 data. In 2021, according
            map, while the landscape zones reflect the geographic and   to ARMSTAT, 289,200 ha of Forest Fund (FF) land was
            landscape specificity of natural ecosystems.       covered with forest. According to ESA 2021 land cover
                                                               data, the total tree cover outside settlements was 407,807
              Maps obtained by intersecting land cover data with   ha, whereas the ESRI 2023 data reported 311,700 ha.
            landscape zones enable the accounting of natural landscapes   However, a significant part of the tree cover lies outside
            and LLCCs, which serve as proxies for terrestrial ecosystems.   FF land, and this area is not included in the open statistics,
            These maps are applicable within different ecosystem   making it difficult to compare land cover data and
            accounting areas (EAAs), such as the whole of Armenia,   statistics. In 2014, the ECOserve project  estimated that
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            administrative provinces, and landscape zones. The same   the difference between the total tree cover area and the FF
            analysis can be performed for protected areas and other EAAs.  tree cover area was 33% of the FF tree cover area. If this
              The LLCC map makes it possible to identify rare   proportion remained the same in 2021 and 2023, then the
            LLCCs  and  assess two IUCN  RLE  criteria: (i)  declining   total tree cover area should be 384,636 ha, which is 19%
            distribution and (ii) restricted distribution of ecosystems.  larger than the indicated ESRI data and 6% less than the
              The LLCC maps represent only the initial step and   indicated ESA data.
            require further verification and refinement.  Rare LLCCs   A significant challenge in defining N-W land cover
            with a very small area must be carefully validated to exclude   classes arises from the difficulty of distinguishing between


            Volume 2 Issue 2 (2025)                         10                               doi: 10.36922/eer.4996
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