Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia
Abstract
:1. Introduction
2. Materials and Methods
2.1. Description of Study Area
2.1.1. Image Data Sources
2.1.2. Field Observation
2.1.3. Image Classification Scheme
2.2. Methods of Data Analysis
2.2.1. Image Preprocessing
2.2.2. Image Classification
2.2.3. Change Detection
2.2.4. Accuracy Assessment
2.2.5. Socio-Economic Sampling Procedure and Sample Size
3. Results
3.1. Accuracy Assessment Results
3.2. Land Use and Land Cover Changes (1991–2021)
3.3. Driving Factor of Eucalyptus Expansion
4. Discussion
Expansion of Eucalyptus Plantation
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Satellite Data | Date | Spatial Resolution | Source |
---|---|---|---|
Landsat 5 MSS | 1 February 1991 | 30 m | Global Land Cover Facility (GLCF) |
Land sat 7 TM | 8 February 2006 | 30 m | Global Land Cover Facility (GLCF) |
Landsat 7 ETM+ | 12 February 2021 | 30 m | Global Land Cover Facility (GLCF) |
Class Name | Description |
---|---|
Forest | Land use/land cover, which is covered by natural and artificial forests excluding Eucalyptus. |
Eucalyptus | Areas covered with growth mainly Eucalyptus and other mixed crops |
Grazing Land | Areas used for grazing, as well as bare lands (or rocks) with little or no grass cover, bushes, or shrubs. |
Built-up areas | Residential areas including educational, health, and socio-economic facilities, and shops; especially urban areas. |
Cropland | Areas used for crop cultivation, especially cereal crops (Teff, Wheat, Barley, etc.) and different scattered settlements. |
Waterbody | Lakes and rivers, and waterlogged and swampy areas throughout the year. |
Classified Data | Reference Totals | Classified Totals | Number Correct | Producers Accuracy (%) | Users Accuracy (%) | |
---|---|---|---|---|---|---|
1991 | Forest | 46 | 42 | 42 | 91.3 | 100 |
Eucalyptus | 48 | 48 | 44 | 91.67 | 91.67 | |
Grazing land | 54 | 59 | 54 | 100 | 91.53 | |
Built-up area | 36 | 31 | 31 | 86.1 | 100 | |
Cultivated land | 54 | 58 | 54 | 100 | 93.1 | |
Waterbody | 46 | 46 | 46 | 100 | 100 | |
Total | 284 | 284 | 271 | |||
2006 | Forest | 33 | 33 | 32 | 96.97 | 96.97 |
Eucalyptus | 48 | 48 | 47 | 97.92 | 97.92 | |
Grazing land | 47 | 48 | 47 | 100 | 97.92 | |
Built-up area | 48 | 48 | 48 | 100 | 100 | |
Cultivated land | 53 | 54 | 52 | 98.11 | 96.3 | |
Waterbody | 30 | 28 | 28 | 93.3 | 100 | |
Total | 259 | 259 | 254 | |||
2021 | Forest | 45 | 42 | 42 | 93.3 | 100 |
Eucalyptus | 48 | 51 | 48 | 100 | 94.12 | |
Grazing land | 48 | 49 | 46 | 95.83 | 93.88 | |
Built-up area | 34 | 33 | 33 | 97.06 | 100 | |
Cultivated land | 46 | 48 | 45 | 97.83 | 93.75 | |
Waterbody | 22 | 20 | 20 | 90.91 | 100 | |
Total | 243 | 243 | 234 |
Land Use Class | 1991 | 2006 | 2021 | |||
---|---|---|---|---|---|---|
Area (ha) | % | Area (ha) | % | Area (ha) | % | |
Forest | 10,158.47 | 6.8 | 10,670.9 | 7.1 | 10,068.1 | 6.7 |
Eucalyptus | 908.87 | 0.6 | 3719.05 | 2.5 | 26,261.9 | 17.6 |
Grazing land | 50,237.32 | 33.6 | 49,161.20 | 32.9 | 40,927.52 | 27.4 |
Built-up area | 72.86 | 0.1 | 126.94 | 0.1 | 1570.84 | 1.1 |
Cultivated land | 87,613.6 | 58.6 | 85,644.96 | 57.3 | 68,561.52 | 45.9 |
Water body | 450.05 | 0.3 | 118.13 | 0.1 | 2051.3 | 1.4 |
Total | 149,441.2 | 100 | 149,441.2 | 100 | 149,441.2 | 100 |
Number of Respondents | Percent | |
---|---|---|
Drivers for the expansions of Eucalyptus farming | ||
An increasing price of wood products in the market | 9 | 7.5 |
Yields better income than other land use products | 55 | 45.8 |
Low Production Cost | 22 | 18.3 |
Guarantee for their ownership of land | 1 | 0.8 |
Fear for adjacent crop yield reduction | 33 | 27.5 |
Land use mostly converted to Eucalyptus | ||
Crop land | 117 | 97.5 |
Residential area | 3 | 2.5 |
Grazing land | 0 | 0 |
Total | 120 | 100 |
Land Use Classes | Eucalyptus Plantation (ha) | ||
---|---|---|---|
1st Period | 2nd Period | 3rd Period | |
Forest | 108.64 | 113.72 | 566.18 |
Eucalyptus | 85.41 | 72.86 | 94.52 |
Grazing land | 1009.75 | 1029.94 | 1151.45 |
Built-up area | 0.05 | 0.48 | 0.52 |
Cultivated land | 2513.13 | 25,043.53 | 24,447.71 |
Water body | 2.07 | 1.37 | 1.52 |
Total | 3719.05 | 26,261.90 | 26,261.90 |
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Molla, G.; Addisie, M.B.; Ayele, G.T. Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia. Remote Sens. 2023, 15, 661. https://doi.org/10.3390/rs15030661
Molla G, Addisie MB, Ayele GT. Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia. Remote Sensing. 2023; 15(3):661. https://doi.org/10.3390/rs15030661
Chicago/Turabian StyleMolla, Gashaw, Meseret B. Addisie, and Gebiaw T. Ayele. 2023. "Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia" Remote Sensing 15, no. 3: 661. https://doi.org/10.3390/rs15030661
APA StyleMolla, G., Addisie, M. B., & Ayele, G. T. (2023). Expansion of Eucalyptus Plantation on Fertile Cultivated Lands in the North-Western Highlands of Ethiopia. Remote Sensing, 15(3), 661. https://doi.org/10.3390/rs15030661