Submitted:
20 May 2024
Posted:
20 May 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Data acquisition and processing
2.3. Analysis methods and techniques
3. Results
3.1. Land Cover/Land Use Changes (LCLUC)
3.2. Evaluation of the forest dynamics
3.3. Building density and distribution by altitude
3.4. Biocultural resilience index (BRI)
4. Discussion and Conclusions
5. Future Research Trends
6. Methodological Limitations
Author Contributions
Funding
Conflicts of Interest
References
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| Date | Mission | ID Sensor | Orbit (path/row) |
|---|---|---|---|
| 08.08.1980 | Landsat 2 | MSS | 200/27 |
| 07.09.1997 | Landsat 5 | TM | 185/28 |
| 17.08.2007 | Landsat 5 | TM | 185/28 |
| 14.08.2023 | Landsat 8 | OLI_TIRS | 185/28 |
| Indicator | Minimum | 2 | 3 | 4 | Maximum | Mean | Standard Deviation |
|---|---|---|---|---|---|---|---|
| A. Natural landscape and biodiversity (Nl-B) | |||||||
| a1. Density of natural monuments | 0.2 | 0.4 | 0.6 | 0.79 | 0.99 | 0.55 | 0.14 |
| a2. Euclidean distance to the special conservation area | 0.01 | 2.117 | 5.988 | 11.465 | 18.622 | 3.241 | 4.242 |
| a3. Normalized difference vegetation index NDVI (2023) | -0.87 | -0.35 | 0.01 | 0.12 | 0.55 | 0.05 | 0.12 |
| a4. Forest landscape integrity index | -9.99 | 2635 | 5142 | 7317 | 9233 | 3541.9 | 6041.2 |
| B. Built heritage and local community (Bh-Lc) | |||||||
| b1. Density of built heritage | 0.20 | 0.30 | 0.38 | 0.47 | 0.59 | 0.37 | 0.07 |
| b2. Building density (Kernel) | 0.01 | 146180.8 | 502496.6 | 1224264.5 | 2329757.2 | 67597.1 | 165124.6 |
| b3. Density of settlement network | 1.0 | 5.73 | 8932 | 12.79 | 17.99 | 8.96 | 3.90 |
| b4. Number of resident population (2021) | 758 | 1008 | 1499 | 2307 | 4090 | 1811.1 | 793.74 |
| b5. Settlement dispersion index | 0.01 | 2.34 | 4.29 | 7.94 | 16.60 | 5.97 | 4.60 |
| C. Land cover/use and spatial accessibility (LCLU-Sa) | |||||||
| c1. Land cover/use | 0.59 | 2.09 | 6.28 | 8.68 | 12.27 | 6.25 | 3.27 |
| c2. Slope | 0.01 | 20.52 | 41.04 | 61.56 | 82.08 | 39.95 | 15.60 |
| c3. Spatial accessibility | 0.01 | 2.03 | 4.07 | 6.10 | 8.14 | 1.36 | 1.16 |
| c4. Altitude of the built environment | 340.3 | 683.5 | 948.6 | 1177.4 | 1666.2 | 1042.9 | 240.81 |
| c5. Forest Cover Loss (2001-2022) | 0.01 | 3.0 | 9.0 | 15.0 | 22.0 | 1.22 | 3.89 |
| D. Landscape metrics (Lm) | |||||||
| d1. Shape index (SI) | 1.66 | 95.44 | 148.12 | 197.65 | 270.35 | 148.58 | 51.79 |
| d2. Forest landscape fragmentation (FRAGSTATS Helper) | 199.44 | 710.69 | 1221.95 | 2116.64 | 4273.50 | 925.87 | 531.91 |
| d3. Plots connectivity | 0.01 | 4.0 | 8.0 | 11.0 | 15.0 | 11.99 | 3.10 |
| d4. Fractal dimension (FD) | 1.0 | 1.10 | 1.14 | 1.28 | 1.67 | 1.12 | 0.03 |
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