Uzaktan Algılama Teknikleri Kullanarak Atakum İlçesinde (Samsun, Türkiye) Kentsel Gelişim Süreci ve Arazi Kullanım Değişimi
Yıl 2025,
Cilt: 23 Sayı: 2, 396 - 420, 30.10.2025
Muhammet Bahadır
,
Halithan Şen
,
Fatih Ocak
Öz
Bu çalışmada Türkiye'nin Karadeniz kıyısında yer alan Atakum ilçesinde 23 yılda (2000-2023) nüfus artışına bağlı olarak meydana gelen kentsel gelişim ve bu süreçteki arazi kullanım değişimi incelenmiştir. İlçenin son 23 yıllık gelişimi incelenerek nüfus ve arazi kullanım projeksiyonunun oluşturulması amaçlanmıştır. Arazi kullanımındaki değişiklikleri tespit etmek amacıyla çalışmada 2000 yılına ait Landsat 7 ETM görüntüleri ile 2013 ve 2023 yılına ait Landsat 8 OLI/TIRS görüntüleri kullanılmıştır. Landsat görüntülerinden elde edilen sonuçlar, 2017-2023 yılları arasında Sentinel-2 uydu görüntüleri kullanılarak elde edilen arazi kullanım verileriyle karşılaştırılmıştır. Kentsel gelişim, arazi kullanımı ve nüfus projeksiyonu sonuçlarının haritalandırılması için Coğrafi Bilgi Sistemleri kullanılmıştır. Arazi kullanım projeksiyonuna göre 2033 yılına kadar ilçedeki orman alanlarının azalacağı, yerleşim alanlarının yaklaşık %3 oranında artacağı ve nüfusun yaklaşık iki katına çıkacağı öngörülmektedir. Sürdürülebilir kentsel gelişme ve arazi kullanımı için tarımsal verimliliği düşük olan plato alanları yerleşim yeri olarak tercih edilmeli, orman arazileri korunmalı ve verimli topraklar tarımsal üretimde kullanılmalıdır.
Proje Numarası
PYO.İTB.1908.23.004
Kaynakça
-
Arslan, R. (2020). 1943 Ladik depremi. Journal of Humanities and Tourism Research, 10 (2), 143-160. doi:10.14230/johut826.
-
Ayalke, G. Z., Şişman, A. (2024). Machine learning-based improved land cover classification using Google Earth Engine: case of Atakum, Samsun. Geomatik, 9 (3), 375-390. doi: 10.29128/geomatik.1472160
-
Bağcı, H. R., Bahadır, M. (2019). Land use and temporal change in Kızılırmak Delta (Samsun) (1987-2019). The Journal of Academic Social Science Studies, 78, 295-312. doi: 10.29228/JASSS.40162
-
Bahadır, M., (2013a). The natural conditions of The Işıklı Lake watershed and its reflection on land use. Journal of Geography, 20, 1-20. Retrieved from https://dergipark.org.tr/tr/pub/iucografya/issue/25071/264623
-
Bahadır, M., (2013b). The analysis of the climate characteristics of Samsun with interpolation techniques. Journal of Anatolian Natural Sciences, 4 (1), 28-46. Retrieved from https://researchgate.net/publication/386448480
-
Bahadır, M., (2014). A climatic analysis of the floods of 4th July and 6th August 2012 in Samsun. Journal of Geography, 29, 28-50. Retrieved from https://dergipark.org.tr/tr/pub/iucografya/issue/25074/264645
-
Bahadır, M., Ocak, F., Şen, H. (2024). Determination of the development of settlements above earthquake susceptibility classes in Atakum district (Samsun/Türkiye). International Journal of Engineering and Geosciences, 9 (3), 390-405. doi: 10.26833/ijeg.1465072
-
Bayraktar, E., Efe, B. (2022). Trend analysis of Samsun's precipitation and temperature bata by Şen’s Trend Method. International Journal of Advances in Engineering and Pure Sciences, 34 (2), 190-197. doi: 10.7240/jeps.789904
-
Ben-David, A. (2008). Comparison of classification accuracy using Cohen’s Weighted Kappa. Expert Systems with Applications, 34 (2), 825-832. doi: 10.1016/j.eswa.2006.10.022
-
Bibi, T. S. (2022). Modeling urban stormwater management in the town of Dodola based on landuse and climate change using SWMM 5.1. Journal of Hydrology: Regional Studies, 44, 101267. doi: 10.1016/j.ejrh.2022.101267
-
Chen, C., Zhang, B., Su, H., Li, W., Wang, L., (2015). Land-use scene classification using multi-scale completed local binary patterns. SIViP, 10, 745-752. doi: 10.1007/s11760-015-0804-2
-
Chen, Z., Wang, J. (2010). Land use and land cover change detection using satellite remote sensing techniques in the mountainous Three Gorges Area, China. International Journal of Remote Sensing, 31 (6), 1519-1542. doi: 10.1080/01431160903475381
-
Coulter, L. L., Stow, D. A., Tsai, Y., Ibanez, N., Shih, H., Kerr, A., Benza, M., Weeks, J. R., Mensah, F. (2016). Classification and assessment of land cover and land use change in southern Ghana using dense stacks of Landsat 7 ETM+ imagery. Remote Sensing of Environment, 184, 396-409. doi: 10.1016/j.rse.2016.07.016
-
Döker, M. F., Gül, A. (2019). Monitoring urban growth and land use change detection in Adapazarı (1985‐2019). Turkish Geographical Review, 73, 67-78. doi: 10.17211/tcd.616796
-
Göztepe, S., Bahadır, M., Şen, H. (2022). Natural geographical features and land use of The Hatip River Basin (Ankara), Mavi Atlas, 10 (2), 564-581. doi: 10.18795/gumusmaviatlas.1171169
-
Güney, Y., Polat, S. (2015). Coastline change detection using remote sensing data: The case of Aliağa and Çandarlı. Journal of Aeronautics and Space Technologies, 1, 11-17. doi: 10.7603/s40690-015-0002-z
-
Hara, Y., Takeuchi, K., Okubo, S. (2005). Urbanization linked with past agricultural landuse patterns in the urban fringe of a deltaic Asian mega-city: a case study in Bangkok. Landscape and Urban Planning, 73 (1), 16-28. doi: 10.1016/j.landurbplan.2004.07.002
-
Hatipoğlu, İ. K., Uzun, A. (2020). Temporal and spatial change of land use in middle and lower catchment of Melet River (Ordu) (2002-2015). Mavi Atlas, 8 (1), 154-168. doi: 10.18795/Gumusmaviatlas.704048
Hiew, J. J., Nor, A. N. M., Rafaai, N., Malek, N. H. A., Aziz, H. A., Ibrahim, N., Jamil, R. M. (2019). Land use classification and land use change analysis using satellite images in Lojing, Kelantan. Journal of Tropical Resources and Sustainable Science, 7, 53-60. doi: 10.47253/jtrss.v7i2.510
-
Huang, W., Hashimoto, S., Yoshida, T., Saito, O., Meraj, G. (2024). Understanding Japan's Land‑use Dynamics between 1987 and 2050 using Land Accounting and Scenario Analysis. Sustainability Science, 19, 1561-1577. doi: 10.1007/s11625-024-01517-2
-
Huang, Z., Jia, X., Ge, L. (2010). Sampling approaches for one-pass land-use/land-cover change mapping. International Journal of Remote Sensing, 31, 1543-1554. doi: 10.1080/01431160903475399
-
Islam, K., Jashimuddin, M., Nath, B., Nath, T. K. (2018). Land use classification and change detection by using multi-temporal remotely sensed imagery: The case of Chunati wildlife sanctuary, Bangladesh. The Egyptian Journal of Remote Sensing and Space Sciences, 21 (1), 37-47. doi: 10.1016/j.ejrs.2016.12.005
-
Jiang, J., Wang, Z., Lai, C., Wu, X., Chen, X. (2023). Climate and landuse change enhance spatio-temporal variability of Dongjiang River flow and ammonia nitrogen. Science of The Total Environment, 867, 161483. doi: 10.1016/j.scitotenv.2023.161483
-
Kaçmaz, M., Döker, M.F. (2021). Land use and spatial change in Sapanca Lake Basin. Turkish Journal of Geographical Sciences, 19 (1), 161-194. doi: 10.33688/aucbd.872216
-
Kavzaoğlu, T., Çölkesen, İ. (2010). Classification of satellite images using decision trees: Kocaeli case. Electronic Journal of Map Technologies, 2 (1), 36-45. Retrieved from https://dergipark.org.tr/tr/pub/hartek/issue/7601/99675
Ketin, İ. (1969). Kuzey Anadolu fay zonu hakkında. Bulletin of the Mineral Research and Exploration, 72, 1-27. Retrieved from https://dergipark.org.tr/tr/download/article-file/599633
-
Liu, Y., Liu, Y., Guo, J. (2019). Land use classification and vegetation coverage inversion based on Landsat OLI data İn Qingdao. Geomatics Science and Technology, 7 (3), 132-138. doi: 10.12677/GST.2019.73019
-
Magrath, W. B., Doolette, J. B. (1990). Watershed development in Asia; Strategies and technologies. Papers 127, World Bank Technical papers. Retrieved from https://ideas.repec.org/p/fth/wobate/127.html
-
Mcnee, R. B. (1970). Regional planning, bureaucracy and geography. Economic Geography, 46 (2), 190-198. doi: 10.2307/142626
-
Oruç, M. (2003). Analysis of non-natural environmental changes using remotly sensed data in Zonguldak region. [Unpublished master's thesis]. Zonguldak Karaelmas Üniversitesi, Zonguldak.
-
Özşahin, E., Eroğlu, İ. (2018). Land capability classification based on ecological properties of Tekirdag province. International Journal of Human Sciences, 15 (2), 835-854. doi: 10.14687/jhs.v15i2.4958
-
Randolph, J. (2003). Environmental land use planning and management. Island Press, Washington.
-
Rashid, N., Alam, J. A. M. M., Chowdhury, Md. A., Islam, S. L. U. (2022). Impact of land use change and urbanization on urban heat island effect in Narayanganj city, Bangladesh: A remote sensing-based estimation. Environmental Challenges, 8, 100571. doi: 10.1016/j.envc.2022.100571
-
Rogan, J., Chen, D. (2004). Remote sensing technology for mapping and monitoring land-cover and land-use change. Progress in Planning, 61 (4), 301-325. doi: 10.1016/S0305-9006(03)00066-7
-
Rwanga, S. S., Ndambuki, J. M. (2017). Accuracy assessment of land use/ land cover classification using remote sensing and GIS. International Journal of Geosciences, 8 (4), 611-622. doi: 10.4236/ijg.2017.84033
-
Sandıkçıoğlu, M., Uzun, A. (2024). Gölbaşı Havzası’nda arazi kullanımının zamansal (1984-2020) değişimi, Adıyaman/Türkiye. Coğrafi Bilimler Dergisi/ Turkish Journal of Geographical Sciences, 22 (2), 614-644, doi: 10.33688/aucbd.1469357
-
Song, W., Deng, X. (2017). Land-use/land-cover change and ecosystem service provision in China. Science of The Total Environment, 576, 705-719. doi: 10.1016/j.scitotenv.2016.07.078
-
Şenol, E. (2020). Spatial segregation in metropol districts of Samsun province according to demographic and cultural characteristics. International Journal of Geography and Geography Education (IGGE), 41, 177-198. Retrieved from https://dergipark.org.tr/tr/download/article-file/939730
-
Taelman, S. E., Schaubroeck T., Meester S. D., Boone L., Dewulf, J. (2016). Accounting for land use in life cycle assessment: The value of NPP as a proxy indicator to assess land use impacts on ecosystems. Science of The Total Environment, 550, 143-156. doi: 10.1016/j.scitotenv.2016.01.055
-
Turoğlu, H. (1998). Relationship of landuse and geomorphological features at Sinop city and its vicinity. Turkish Geographical Review, 33, 519-528. Retrieved from https://dergipark.org.tr/tr/download/article-file/198734
-
Wu, H., Li, Z., Clarke, K. C., Shi, W., Fang, L., Lin, A., Zhou, J. (2019). Examining the sensitivity of spatial scale in cellular automata Markov chain simulation of land use change. International Journal of Geographical Information Science, 33 (5), 1040-1061. doi: 10.1080/13658816.2019.1568441
-
Zhang, X., Kang, T., Wang, H., Sun, Y. (2010). Analysis on spatial structure of landuse change based on remote sensing and geographical information system. International Journal of Applied Earth Observation and Geoinformation, 12 (2), 145-150. doi:10.1016/j.jag.2010.04.011
Urban Development Process and Land Use Change in Atakum District (Samsun, Türkiye) Using Remote Sensing Techniques
Yıl 2025,
Cilt: 23 Sayı: 2, 396 - 420, 30.10.2025
Muhammet Bahadır
,
Halithan Şen
,
Fatih Ocak
Öz
In this study, urban development and land use changes in this process due to population growth in Atakum district located on the Black Sea coast of Türkiye were examined in 23 years (2000-2023). It was aimed to create a population and land use projection by examining the development of the district in the last 23 years. In order to determine the changes in land use, Landsat 7 ETM images of 2000 and Landsat 8 OLI/TIRS images of 2013 and 2023 were used in the study. The results obtained from Landsat images were compared with the land use data obtained using Sentinel-2 satellite images between 2017-2023. Geographic Information Systems were used to map urban development, land use and population projection results. According to land use projections, it is predicted that forest areas in the district will decrease, residential areas will increase by approximately 3% and the population will approximately double by 2033. For sustainable urban development and land use, plateau areas with low agricultural productivity should be preferred as settlement areas, forest lands should be protected and fertile lands should be used in agricultural production.
Etik Beyan
I hereby declare that this study is an original study; that I have acted in accordance with the scientific ethical principles and rules in all stages of the study, including preparation, data collection, analysis and presentation of information; that I have cited the sources for all data and information not obtained within the scope of this study and included these sources in the bibliography; and that I have not made any changes to the data used.
Destekleyen Kurum
Ondokuz Mayıs University
Proje Numarası
PYO.İTB.1908.23.004
Teşekkür
This study was supported by the Scientific Research Projects Coordination Unit of Ondokuz Mayıs University with the project number PYO.İTB.1908.23.004.
Kaynakça
-
Arslan, R. (2020). 1943 Ladik depremi. Journal of Humanities and Tourism Research, 10 (2), 143-160. doi:10.14230/johut826.
-
Ayalke, G. Z., Şişman, A. (2024). Machine learning-based improved land cover classification using Google Earth Engine: case of Atakum, Samsun. Geomatik, 9 (3), 375-390. doi: 10.29128/geomatik.1472160
-
Bağcı, H. R., Bahadır, M. (2019). Land use and temporal change in Kızılırmak Delta (Samsun) (1987-2019). The Journal of Academic Social Science Studies, 78, 295-312. doi: 10.29228/JASSS.40162
-
Bahadır, M., (2013a). The natural conditions of The Işıklı Lake watershed and its reflection on land use. Journal of Geography, 20, 1-20. Retrieved from https://dergipark.org.tr/tr/pub/iucografya/issue/25071/264623
-
Bahadır, M., (2013b). The analysis of the climate characteristics of Samsun with interpolation techniques. Journal of Anatolian Natural Sciences, 4 (1), 28-46. Retrieved from https://researchgate.net/publication/386448480
-
Bahadır, M., (2014). A climatic analysis of the floods of 4th July and 6th August 2012 in Samsun. Journal of Geography, 29, 28-50. Retrieved from https://dergipark.org.tr/tr/pub/iucografya/issue/25074/264645
-
Bahadır, M., Ocak, F., Şen, H. (2024). Determination of the development of settlements above earthquake susceptibility classes in Atakum district (Samsun/Türkiye). International Journal of Engineering and Geosciences, 9 (3), 390-405. doi: 10.26833/ijeg.1465072
-
Bayraktar, E., Efe, B. (2022). Trend analysis of Samsun's precipitation and temperature bata by Şen’s Trend Method. International Journal of Advances in Engineering and Pure Sciences, 34 (2), 190-197. doi: 10.7240/jeps.789904
-
Ben-David, A. (2008). Comparison of classification accuracy using Cohen’s Weighted Kappa. Expert Systems with Applications, 34 (2), 825-832. doi: 10.1016/j.eswa.2006.10.022
-
Bibi, T. S. (2022). Modeling urban stormwater management in the town of Dodola based on landuse and climate change using SWMM 5.1. Journal of Hydrology: Regional Studies, 44, 101267. doi: 10.1016/j.ejrh.2022.101267
-
Chen, C., Zhang, B., Su, H., Li, W., Wang, L., (2015). Land-use scene classification using multi-scale completed local binary patterns. SIViP, 10, 745-752. doi: 10.1007/s11760-015-0804-2
-
Chen, Z., Wang, J. (2010). Land use and land cover change detection using satellite remote sensing techniques in the mountainous Three Gorges Area, China. International Journal of Remote Sensing, 31 (6), 1519-1542. doi: 10.1080/01431160903475381
-
Coulter, L. L., Stow, D. A., Tsai, Y., Ibanez, N., Shih, H., Kerr, A., Benza, M., Weeks, J. R., Mensah, F. (2016). Classification and assessment of land cover and land use change in southern Ghana using dense stacks of Landsat 7 ETM+ imagery. Remote Sensing of Environment, 184, 396-409. doi: 10.1016/j.rse.2016.07.016
-
Döker, M. F., Gül, A. (2019). Monitoring urban growth and land use change detection in Adapazarı (1985‐2019). Turkish Geographical Review, 73, 67-78. doi: 10.17211/tcd.616796
-
Göztepe, S., Bahadır, M., Şen, H. (2022). Natural geographical features and land use of The Hatip River Basin (Ankara), Mavi Atlas, 10 (2), 564-581. doi: 10.18795/gumusmaviatlas.1171169
-
Güney, Y., Polat, S. (2015). Coastline change detection using remote sensing data: The case of Aliağa and Çandarlı. Journal of Aeronautics and Space Technologies, 1, 11-17. doi: 10.7603/s40690-015-0002-z
-
Hara, Y., Takeuchi, K., Okubo, S. (2005). Urbanization linked with past agricultural landuse patterns in the urban fringe of a deltaic Asian mega-city: a case study in Bangkok. Landscape and Urban Planning, 73 (1), 16-28. doi: 10.1016/j.landurbplan.2004.07.002
-
Hatipoğlu, İ. K., Uzun, A. (2020). Temporal and spatial change of land use in middle and lower catchment of Melet River (Ordu) (2002-2015). Mavi Atlas, 8 (1), 154-168. doi: 10.18795/Gumusmaviatlas.704048
Hiew, J. J., Nor, A. N. M., Rafaai, N., Malek, N. H. A., Aziz, H. A., Ibrahim, N., Jamil, R. M. (2019). Land use classification and land use change analysis using satellite images in Lojing, Kelantan. Journal of Tropical Resources and Sustainable Science, 7, 53-60. doi: 10.47253/jtrss.v7i2.510
-
Huang, W., Hashimoto, S., Yoshida, T., Saito, O., Meraj, G. (2024). Understanding Japan's Land‑use Dynamics between 1987 and 2050 using Land Accounting and Scenario Analysis. Sustainability Science, 19, 1561-1577. doi: 10.1007/s11625-024-01517-2
-
Huang, Z., Jia, X., Ge, L. (2010). Sampling approaches for one-pass land-use/land-cover change mapping. International Journal of Remote Sensing, 31, 1543-1554. doi: 10.1080/01431160903475399
-
Islam, K., Jashimuddin, M., Nath, B., Nath, T. K. (2018). Land use classification and change detection by using multi-temporal remotely sensed imagery: The case of Chunati wildlife sanctuary, Bangladesh. The Egyptian Journal of Remote Sensing and Space Sciences, 21 (1), 37-47. doi: 10.1016/j.ejrs.2016.12.005
-
Jiang, J., Wang, Z., Lai, C., Wu, X., Chen, X. (2023). Climate and landuse change enhance spatio-temporal variability of Dongjiang River flow and ammonia nitrogen. Science of The Total Environment, 867, 161483. doi: 10.1016/j.scitotenv.2023.161483
-
Kaçmaz, M., Döker, M.F. (2021). Land use and spatial change in Sapanca Lake Basin. Turkish Journal of Geographical Sciences, 19 (1), 161-194. doi: 10.33688/aucbd.872216
-
Kavzaoğlu, T., Çölkesen, İ. (2010). Classification of satellite images using decision trees: Kocaeli case. Electronic Journal of Map Technologies, 2 (1), 36-45. Retrieved from https://dergipark.org.tr/tr/pub/hartek/issue/7601/99675
Ketin, İ. (1969). Kuzey Anadolu fay zonu hakkında. Bulletin of the Mineral Research and Exploration, 72, 1-27. Retrieved from https://dergipark.org.tr/tr/download/article-file/599633
-
Liu, Y., Liu, Y., Guo, J. (2019). Land use classification and vegetation coverage inversion based on Landsat OLI data İn Qingdao. Geomatics Science and Technology, 7 (3), 132-138. doi: 10.12677/GST.2019.73019
-
Magrath, W. B., Doolette, J. B. (1990). Watershed development in Asia; Strategies and technologies. Papers 127, World Bank Technical papers. Retrieved from https://ideas.repec.org/p/fth/wobate/127.html
-
Mcnee, R. B. (1970). Regional planning, bureaucracy and geography. Economic Geography, 46 (2), 190-198. doi: 10.2307/142626
-
Oruç, M. (2003). Analysis of non-natural environmental changes using remotly sensed data in Zonguldak region. [Unpublished master's thesis]. Zonguldak Karaelmas Üniversitesi, Zonguldak.
-
Özşahin, E., Eroğlu, İ. (2018). Land capability classification based on ecological properties of Tekirdag province. International Journal of Human Sciences, 15 (2), 835-854. doi: 10.14687/jhs.v15i2.4958
-
Randolph, J. (2003). Environmental land use planning and management. Island Press, Washington.
-
Rashid, N., Alam, J. A. M. M., Chowdhury, Md. A., Islam, S. L. U. (2022). Impact of land use change and urbanization on urban heat island effect in Narayanganj city, Bangladesh: A remote sensing-based estimation. Environmental Challenges, 8, 100571. doi: 10.1016/j.envc.2022.100571
-
Rogan, J., Chen, D. (2004). Remote sensing technology for mapping and monitoring land-cover and land-use change. Progress in Planning, 61 (4), 301-325. doi: 10.1016/S0305-9006(03)00066-7
-
Rwanga, S. S., Ndambuki, J. M. (2017). Accuracy assessment of land use/ land cover classification using remote sensing and GIS. International Journal of Geosciences, 8 (4), 611-622. doi: 10.4236/ijg.2017.84033
-
Sandıkçıoğlu, M., Uzun, A. (2024). Gölbaşı Havzası’nda arazi kullanımının zamansal (1984-2020) değişimi, Adıyaman/Türkiye. Coğrafi Bilimler Dergisi/ Turkish Journal of Geographical Sciences, 22 (2), 614-644, doi: 10.33688/aucbd.1469357
-
Song, W., Deng, X. (2017). Land-use/land-cover change and ecosystem service provision in China. Science of The Total Environment, 576, 705-719. doi: 10.1016/j.scitotenv.2016.07.078
-
Şenol, E. (2020). Spatial segregation in metropol districts of Samsun province according to demographic and cultural characteristics. International Journal of Geography and Geography Education (IGGE), 41, 177-198. Retrieved from https://dergipark.org.tr/tr/download/article-file/939730
-
Taelman, S. E., Schaubroeck T., Meester S. D., Boone L., Dewulf, J. (2016). Accounting for land use in life cycle assessment: The value of NPP as a proxy indicator to assess land use impacts on ecosystems. Science of The Total Environment, 550, 143-156. doi: 10.1016/j.scitotenv.2016.01.055
-
Turoğlu, H. (1998). Relationship of landuse and geomorphological features at Sinop city and its vicinity. Turkish Geographical Review, 33, 519-528. Retrieved from https://dergipark.org.tr/tr/download/article-file/198734
-
Wu, H., Li, Z., Clarke, K. C., Shi, W., Fang, L., Lin, A., Zhou, J. (2019). Examining the sensitivity of spatial scale in cellular automata Markov chain simulation of land use change. International Journal of Geographical Information Science, 33 (5), 1040-1061. doi: 10.1080/13658816.2019.1568441
-
Zhang, X., Kang, T., Wang, H., Sun, Y. (2010). Analysis on spatial structure of landuse change based on remote sensing and geographical information system. International Journal of Applied Earth Observation and Geoinformation, 12 (2), 145-150. doi:10.1016/j.jag.2010.04.011