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DEFORESTATION MODELLING USING GIS AND IDRISI SELVA LCM IN BOZDAĞLAR, TÜRKİYE

Yıl 2024, Cilt: 8 Sayı: 2, 162 - 175, 31.10.2024

Öz

Forest presence is critical for ecological balance and is an important defense against global climate change. However, in developing countries, including Turkey, deforestation and forest degradation pose serious threats. The Kyoto Protocol and the Paris Climate Agreement emphasize that deforestation and forest degradation accelerate global warming. In this study, deforestation in the Bozdağ Mountains located in the Aegean Region between 1986-2016 was mapped, and deforestation risk was modelled using logistic regression analysis. Independent variables such as altitude, slope, distance to roads, settlements, and agricultural areas were used in the model. The results show that 290 km² of the Bozdağ Mountains have been deforested over the 30-year period and that low-slope areas carry a higher risk of deforestation due to agricultural use. The obtained risk map will contribute to the development of preventive strategies against deforestation.

Kaynakça

  • Adiguzel, S. F. (2023). Correlates of deforestation in Turkey: Evidence from high-resolution satellite data. New Perspectives on Turkey, 68, 30-48. https://doi.org/10.1017/npt.2022.28
  • Atmaca, İ., Derakhshandeh, M., Işık Pekkan, Ö., Özenen Kavlak, M., Tunca, Y. S., & Çabuk, S. N. (2022). Lojistik regresyon ve coğrafi bilgi sistemleri kullanılarak orman yangını risk modellemesi: Muğla-Milas örneği. Doğal Afetler ve Çevre Dergisi, 8(1), 66-75. https://doi.org/10.21324/dacd.951902
  • Başsüllü, Ç., Özdemir, E., Semerci, A., İpek, A., & Tolunay, A. (2014). İklim değişikliği müzakerelerinde ormancılık. II. Ulusal Akdeniz Orman ve Çevre Sempozyumu, 518-536. Isparta.
  • Bavaghar, M. P. (2015). Deforestation modelling using logistic regression and GIS. Journal of Forest Science, 61(5), 193-199. https://doi.org/10.17221/78/2014-JFS
  • Bonilla-Bedoya, S., Estrella-Bastidas, A., Molina, J. R., & Herrera, M. Á. (2018). Socioecological system and potential deforestation in Western Amazon forest landscapes. Science of the Total Environment, 644, 1044-1055. https://doi.org/10.1016/j.scitotenv.2018.07.028
  • Brun, C., Cook, A. R., Lee, J. S. H., Wich, S. A., Koh, L. P., & Carrasco, L. R. (2015). Analysis of deforestation and protected area effectiveness in Indonesia: A comparison of Bayesian spatial models. Global Environmental Change, 31, 285-295. https://doi.org/10.1016/j.gloenvcha.2015.02.004
  • Das, P., & Pandey, V. (2019). Use of Logistic Regression in Land-Cover Classification with Moderate-Resolution Multispectral Data. Journal of the Indian Society of Remote Sensing, 47(8), 1443-1454. https://doi.org/10.1007/s12524-019-00986-8
  • Davis, P. H., (1965). Flora of Turkey and East Aegean Islands. University of Edinbrugh, Vol.1. Eastman, J.R., Van Fossen, M.E. and Solarzano, L.A. (2005) Transition Potential Modeling for Land Cover Change. In: Maguire, D.J., Goodchild, M.F. and Batty, M., (Eds.) GIS, Spatial Analysis and Modeling, Esri Press, 357-386.
  • Eastman, J.R. (2012). IDRISI Selva Manual. IDRISI Tutorial. Clark University, Worcester. www.clarklabs.org
  • Gautam, A. P., Webb, E. L., Shivakoti, G. P., & Zoebisch, M. A. (2003). Land use dynamics and landscape change pattern in a mountain watershed in Nepal. Agriculture, Ecosystems and Environment, 99(1-3), 83-96. https://doi.org/10.1016/S0167-8809(03)00148-8
  • GFW. (2024). Global Forest Watch. https://www.globalforestwatch.org/my-gfw/ (Erişim tarihi: 24.07.2024)
  • Gusti, M., & Kindermann, G. (2011). An approach to modeling land use change and forest management on a global scale. Proceedings of 1st International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH-2011), 180-185. https://doi.org/10.5220/0003607501800185
  • Günlü, A., Kadıoğulları, A. I., Keleş, S., & Başkent, E. Z. (2009). Spatiotemporal changes of landscape pattern in response to deforestation in Northeastern Turkey: A case study in Rize. Environmental Monitoring and Assessment, 148(1-4), 127-137. https://doi.org/10.1007/S10661-007-0144-Y/METRICS
  • Günşen, H. B., & Atmış, E. (2019). Analysis of forest change and deforestation in Turkey. International Forestry Review, 21(2), 182-194. https://doi.org/10.1505/146554819826606577
  • Hamdy, O., Zhao, S., Osman, T., Salheen, M. A., & Eid, Y. Y. (2016). Applying a hybrid model of markov chain and logistic regression to identify future urban sprawl in Abouelreesh, Aswan: A case study. Geosciences (Switzerland), 6(4). https://doi.org/10.3390/geosciences6040043
  • IPCC. (2013). Summary for Policymakers. In: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge United Kingdom and New York, NY, USA: Gian-Kasper Plattner.
  • Kim, O. S. (2010). An assessment of deforestation models for Reducing Emissions from Deforestation and Forest Degradation (REDD). Transactions in GIS, 14(5), 631-654. https://doi.org/10.1111/j.1467-9671.2010.01227.x
  • Koçman, A. (1989). Uygulamalı fiziki coğrafya çalışmaları ve İzmir-Bozdağlar yöresi üzerinde araştırmalar. Ege Üniversitesi Edebiyat Fakültesi Yayınları, 49, İzmir.
  • Kuvan, Y. (2010). Mass tourism development and deforestation in Turkey. Anatolia, 21(1), 155-168. https://doi.org/10.1080/13032917.2010.9687096
  • Linkie, M., Smith, R. J., & Leader-Williams, N. (2004). Mapping and predicting deforestation patterns in the lowlands of Sumatra. Biodiversity and Conservation, 13, 1809–1818 (2004). https://doi.org/10.1023/B:BIOC.0000035867.90891.ea
  • Linkie, M., Rood, E., & Smith, R. J. (2010). Modelling the effectiveness of enforcement strategies for avoiding tropical deforestation in Kerinci Seblat National Park, Sumatra. Biodiversity and Conservation, 19(4), 973-984. https://doi.org/10.1007/s10531-009-9754-8
  • María, J., López, F., González-Díez, A., Felicísimo, A. M., Francés, E., Fernández, J. M., Varas, J. (2002). Modeling the potential distribution of forests with a GIS. Photogrammetric Engineering & Remote Sensing, Vol. 68, No. 5, May 2002, pp. 455–461.
  • Mas, J. F., Puig, H., Palacio, J. L., & Sosa-López, A. (2004). Modelling deforestation using GIS and artificial neural networks. Environmental Modelling and Software, 19(5), 461-471. https://doi.org/10.1016/S1364-8152(03)00161-0 MGM, 2024. Meteoroloji Genel Müdürlüğü. https://www.mgm.gov.tr/veridegerlendirme/sicaklik-analizi.aspx?s=m#sfB. (Erişim tarihi:24.07.2024)
  • Nagashima, K., Sands, R., Whyte, A. G. D., Bilek, E. M., & Nakagoshi, N. (2002). Regional landscape change as a consequence of plantation forestry expansion: an example in the Nelson region, New Zealand. Forest Ecology and Management, 163, 245-261.
  • Nuissl, H., & Siedentop, S. (2020). Human-Environment Interactions 8 Sustainable Land Management in a European Context. T. Weith, T. Barkmann, N. Gaasch, S. Rogga, C. Strauß, & J. Zscheischler (Ed.), Sustainable Land Management in a European Context (C. 8, ss. 75-101). http://www.springer.com/series/8599 OGM, 2020. Orman Genel Müdürlüğü. Türkiye Orman Varlığı Raporu. https://www.ogm.gov.tr/tr/ormanlarimiz-sitesi/TurkiyeOrmanVarligi/Yayinlar/2020%20T%C3%BCrkiye%20Orman%20Varl%C4%B1%C4%9F%C4%B1.pdf
  • Peng, C. Y. J., Lee, K. L., & Ingersoll, G. M. (2002). An introduction to logistic regression analysis and reporting. Journal of Educational Research, 96(1), 3-14. https://doi.org/10.1080/00220670209598786
  • Pocoun Damè Kombienou, Ousséni Arouna, & Ismaëla Imorou Toko. (2022). Modelling the dynamics of land cover by 2050 in the north-western Atacora (Benin, West Africa). GSC Biological and Pharmaceutical Sciences, 19(1), 100-112. https://doi.org/10.30574/gscbps.2022.19.1.0131
  • Pravitasari, A. E., Yudja, F. P., Mulya, S. P., & Stanny, Y. A. (2021). Land cover changes and spatial planning alignment in Ciamis Regency and its proliferated regions. IOP Conference Series: Earth and Environmental Science, 694(1). IOP Publishing Ltd. https://doi.org/10.1088/1755-1315/694/1/012065
  • Regel, von C., (1963). Türkiye’nin flora ve vejetasyonuna genel bir bakış. Çevirenler: A. Baytop, R. Denizci, Ege Üniv. Fen Fak. Monografiler Serisi, İzmir.
  • Stoltzfus, J. C. (2011). Logistic regression: A brief primer. Academic Emergency Medicine, 18(10), 1099-1104. https://doi.org/10.1111/j.1553-2712.2011.01185.x
  • Suriadikusumah, A., Mulyono, A., & Maulana, M. H. R. (2022). Prediction of Bandung district land use change using markov chain modeling. International Journal on Advanced Science, Engineering and Information Technology, 12(1), 237-243. https://doi.org/10.18517/ijaseit.12.1.12384
  • Şen, G., & Aktürk, E. (2024). Spatiotemporal forest and land cover change in Türkiye: The role of economic factors in driving environmental transformations. Turkish Journal of Forestry, 25(2), 176-189.
  • TOD. (2022). Türkiye Ormancılığı 2022: Türkiye’de Ormansızlaşma ve Orman Bozulması. Ankara. www.ormancclardernegg.org
  • Turner, M.G., Pearson, S.M., Bolstad, P. (2003). Effects of land-cover change on spatial pattern of forest communities in the Southern Appalachian Mountains (USA). Landscape Ecology, 18, 449–464. https://doi.org/10.1023/A:1026033116193
  • TÜİK, 2024. Türkiye İstatistik Kurumu. https://cip.tuik.gov.tr/ (Erişim tarihi: 24.07.2024)
  • USGS, (2024). United States Geological Survey. https://earthexplorer.usgs.gov/ (Erişim tarihi: 24.07.2024)
  • Verburg, P. H., Veldkamp, T., & Bouma, J. (1999). Land use change under conditions of high population pressure: the case of Java. Global Environmental Change, 9, 303-312.
  • Viedma, O., Moreno, J. M., Güngöroglu, C., Cosgun, U., & Kavgacı, A. (2017). Recent land-use and land-cover changes and its driving factors in a fire-prone area of southwestern Turkey. Journal of Environmental Management, 197, 719-731. https://doi.org/10.1016/j.jenvman.2017.02.074
  • Wakeel, A., Rao, K. S., Maikhuri, R. K., & Saxena, K. G. (2005). Forest management and land use/cover changes in a typical micro watershed in the mid elevation zone of Central Himalaya, India. Forest Ecology and Management, 213(1-3), 229-242. https://doi.org/10.1016/j.foreco.2005.03.061
  • Wilson, K., Newton, A., Echeverría, C., Weston, C., & Burgman, M. (2005). A vulnerability analysis of the temperate forests of south central Chile. Biological Conservation, 122(1), 9-21. https://doi.org/10.1016/j.biocon.2004.06.015
  • Zgłobicki, W., Gawrysiak, L., Baran-Zgłobicka, B., & Telecka, M. (2016). Long-term forest cover changes, within an agricultural region, in relation to environmental variables, Lubelskie province, Eastern Poland. Environmental Earth Sciences, 75(20). https://doi.org/10.1007/s12665-016-6195-z

COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE

Yıl 2024, Cilt: 8 Sayı: 2, 162 - 175, 31.10.2024

Öz

Orman varlığı ekolojik denge için kritik olup, küresel iklim değişikliğine karşı önemli bir savunma aracıdır. Türkiye’nin de içinde bulunduğu gelişmekte olan ülkelerde ormansızlaşma ve orman bozulması ciddi bir tehdit oluşturmaktadır. Kyoto Protokolü ve Paris İklim Anlaşması, ormansızlaşma ve orman bozulmasının küresel ısınmayı hızlandırdığını vurgulamaktadır. Bu çalışmada, Ege Bölgesi’nde yer alan Bozdağlar’da 1986-2016 yılları arasında gerçekleşen ormansızlaşma haritalanmış ve lojistik regresyon analizi kullanılarak ormansızlaşma riski modellenmiştir. Modelde, yükseklik, eğim, yollara, yerleşim ve tarım alanlarına uzaklık gibi bağımsız değişkenler kullanılmıştır. Sonuçlar, 30 yıllık dönemde Bozdağlar'daki 290 km2 alanın ormansızlaştığını ve düşük eğimli alanların tarımsal kullanım nedeniyle daha yüksek ormansızlaşma riski taşıdığını göstermektedir. Çalışma sonunda elde edilen risk haritası, ormansızlaşmaya karşı önleyici stratejiler geliştirilmesine katkı sağlayacaktır.

Kaynakça

  • Adiguzel, S. F. (2023). Correlates of deforestation in Turkey: Evidence from high-resolution satellite data. New Perspectives on Turkey, 68, 30-48. https://doi.org/10.1017/npt.2022.28
  • Atmaca, İ., Derakhshandeh, M., Işık Pekkan, Ö., Özenen Kavlak, M., Tunca, Y. S., & Çabuk, S. N. (2022). Lojistik regresyon ve coğrafi bilgi sistemleri kullanılarak orman yangını risk modellemesi: Muğla-Milas örneği. Doğal Afetler ve Çevre Dergisi, 8(1), 66-75. https://doi.org/10.21324/dacd.951902
  • Başsüllü, Ç., Özdemir, E., Semerci, A., İpek, A., & Tolunay, A. (2014). İklim değişikliği müzakerelerinde ormancılık. II. Ulusal Akdeniz Orman ve Çevre Sempozyumu, 518-536. Isparta.
  • Bavaghar, M. P. (2015). Deforestation modelling using logistic regression and GIS. Journal of Forest Science, 61(5), 193-199. https://doi.org/10.17221/78/2014-JFS
  • Bonilla-Bedoya, S., Estrella-Bastidas, A., Molina, J. R., & Herrera, M. Á. (2018). Socioecological system and potential deforestation in Western Amazon forest landscapes. Science of the Total Environment, 644, 1044-1055. https://doi.org/10.1016/j.scitotenv.2018.07.028
  • Brun, C., Cook, A. R., Lee, J. S. H., Wich, S. A., Koh, L. P., & Carrasco, L. R. (2015). Analysis of deforestation and protected area effectiveness in Indonesia: A comparison of Bayesian spatial models. Global Environmental Change, 31, 285-295. https://doi.org/10.1016/j.gloenvcha.2015.02.004
  • Das, P., & Pandey, V. (2019). Use of Logistic Regression in Land-Cover Classification with Moderate-Resolution Multispectral Data. Journal of the Indian Society of Remote Sensing, 47(8), 1443-1454. https://doi.org/10.1007/s12524-019-00986-8
  • Davis, P. H., (1965). Flora of Turkey and East Aegean Islands. University of Edinbrugh, Vol.1. Eastman, J.R., Van Fossen, M.E. and Solarzano, L.A. (2005) Transition Potential Modeling for Land Cover Change. In: Maguire, D.J., Goodchild, M.F. and Batty, M., (Eds.) GIS, Spatial Analysis and Modeling, Esri Press, 357-386.
  • Eastman, J.R. (2012). IDRISI Selva Manual. IDRISI Tutorial. Clark University, Worcester. www.clarklabs.org
  • Gautam, A. P., Webb, E. L., Shivakoti, G. P., & Zoebisch, M. A. (2003). Land use dynamics and landscape change pattern in a mountain watershed in Nepal. Agriculture, Ecosystems and Environment, 99(1-3), 83-96. https://doi.org/10.1016/S0167-8809(03)00148-8
  • GFW. (2024). Global Forest Watch. https://www.globalforestwatch.org/my-gfw/ (Erişim tarihi: 24.07.2024)
  • Gusti, M., & Kindermann, G. (2011). An approach to modeling land use change and forest management on a global scale. Proceedings of 1st International Conference on Simulation and Modeling Methodologies, Technologies and Applications (SIMULTECH-2011), 180-185. https://doi.org/10.5220/0003607501800185
  • Günlü, A., Kadıoğulları, A. I., Keleş, S., & Başkent, E. Z. (2009). Spatiotemporal changes of landscape pattern in response to deforestation in Northeastern Turkey: A case study in Rize. Environmental Monitoring and Assessment, 148(1-4), 127-137. https://doi.org/10.1007/S10661-007-0144-Y/METRICS
  • Günşen, H. B., & Atmış, E. (2019). Analysis of forest change and deforestation in Turkey. International Forestry Review, 21(2), 182-194. https://doi.org/10.1505/146554819826606577
  • Hamdy, O., Zhao, S., Osman, T., Salheen, M. A., & Eid, Y. Y. (2016). Applying a hybrid model of markov chain and logistic regression to identify future urban sprawl in Abouelreesh, Aswan: A case study. Geosciences (Switzerland), 6(4). https://doi.org/10.3390/geosciences6040043
  • IPCC. (2013). Summary for Policymakers. In: Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge United Kingdom and New York, NY, USA: Gian-Kasper Plattner.
  • Kim, O. S. (2010). An assessment of deforestation models for Reducing Emissions from Deforestation and Forest Degradation (REDD). Transactions in GIS, 14(5), 631-654. https://doi.org/10.1111/j.1467-9671.2010.01227.x
  • Koçman, A. (1989). Uygulamalı fiziki coğrafya çalışmaları ve İzmir-Bozdağlar yöresi üzerinde araştırmalar. Ege Üniversitesi Edebiyat Fakültesi Yayınları, 49, İzmir.
  • Kuvan, Y. (2010). Mass tourism development and deforestation in Turkey. Anatolia, 21(1), 155-168. https://doi.org/10.1080/13032917.2010.9687096
  • Linkie, M., Smith, R. J., & Leader-Williams, N. (2004). Mapping and predicting deforestation patterns in the lowlands of Sumatra. Biodiversity and Conservation, 13, 1809–1818 (2004). https://doi.org/10.1023/B:BIOC.0000035867.90891.ea
  • Linkie, M., Rood, E., & Smith, R. J. (2010). Modelling the effectiveness of enforcement strategies for avoiding tropical deforestation in Kerinci Seblat National Park, Sumatra. Biodiversity and Conservation, 19(4), 973-984. https://doi.org/10.1007/s10531-009-9754-8
  • María, J., López, F., González-Díez, A., Felicísimo, A. M., Francés, E., Fernández, J. M., Varas, J. (2002). Modeling the potential distribution of forests with a GIS. Photogrammetric Engineering & Remote Sensing, Vol. 68, No. 5, May 2002, pp. 455–461.
  • Mas, J. F., Puig, H., Palacio, J. L., & Sosa-López, A. (2004). Modelling deforestation using GIS and artificial neural networks. Environmental Modelling and Software, 19(5), 461-471. https://doi.org/10.1016/S1364-8152(03)00161-0 MGM, 2024. Meteoroloji Genel Müdürlüğü. https://www.mgm.gov.tr/veridegerlendirme/sicaklik-analizi.aspx?s=m#sfB. (Erişim tarihi:24.07.2024)
  • Nagashima, K., Sands, R., Whyte, A. G. D., Bilek, E. M., & Nakagoshi, N. (2002). Regional landscape change as a consequence of plantation forestry expansion: an example in the Nelson region, New Zealand. Forest Ecology and Management, 163, 245-261.
  • Nuissl, H., & Siedentop, S. (2020). Human-Environment Interactions 8 Sustainable Land Management in a European Context. T. Weith, T. Barkmann, N. Gaasch, S. Rogga, C. Strauß, & J. Zscheischler (Ed.), Sustainable Land Management in a European Context (C. 8, ss. 75-101). http://www.springer.com/series/8599 OGM, 2020. Orman Genel Müdürlüğü. Türkiye Orman Varlığı Raporu. https://www.ogm.gov.tr/tr/ormanlarimiz-sitesi/TurkiyeOrmanVarligi/Yayinlar/2020%20T%C3%BCrkiye%20Orman%20Varl%C4%B1%C4%9F%C4%B1.pdf
  • Peng, C. Y. J., Lee, K. L., & Ingersoll, G. M. (2002). An introduction to logistic regression analysis and reporting. Journal of Educational Research, 96(1), 3-14. https://doi.org/10.1080/00220670209598786
  • Pocoun Damè Kombienou, Ousséni Arouna, & Ismaëla Imorou Toko. (2022). Modelling the dynamics of land cover by 2050 in the north-western Atacora (Benin, West Africa). GSC Biological and Pharmaceutical Sciences, 19(1), 100-112. https://doi.org/10.30574/gscbps.2022.19.1.0131
  • Pravitasari, A. E., Yudja, F. P., Mulya, S. P., & Stanny, Y. A. (2021). Land cover changes and spatial planning alignment in Ciamis Regency and its proliferated regions. IOP Conference Series: Earth and Environmental Science, 694(1). IOP Publishing Ltd. https://doi.org/10.1088/1755-1315/694/1/012065
  • Regel, von C., (1963). Türkiye’nin flora ve vejetasyonuna genel bir bakış. Çevirenler: A. Baytop, R. Denizci, Ege Üniv. Fen Fak. Monografiler Serisi, İzmir.
  • Stoltzfus, J. C. (2011). Logistic regression: A brief primer. Academic Emergency Medicine, 18(10), 1099-1104. https://doi.org/10.1111/j.1553-2712.2011.01185.x
  • Suriadikusumah, A., Mulyono, A., & Maulana, M. H. R. (2022). Prediction of Bandung district land use change using markov chain modeling. International Journal on Advanced Science, Engineering and Information Technology, 12(1), 237-243. https://doi.org/10.18517/ijaseit.12.1.12384
  • Şen, G., & Aktürk, E. (2024). Spatiotemporal forest and land cover change in Türkiye: The role of economic factors in driving environmental transformations. Turkish Journal of Forestry, 25(2), 176-189.
  • TOD. (2022). Türkiye Ormancılığı 2022: Türkiye’de Ormansızlaşma ve Orman Bozulması. Ankara. www.ormancclardernegg.org
  • Turner, M.G., Pearson, S.M., Bolstad, P. (2003). Effects of land-cover change on spatial pattern of forest communities in the Southern Appalachian Mountains (USA). Landscape Ecology, 18, 449–464. https://doi.org/10.1023/A:1026033116193
  • TÜİK, 2024. Türkiye İstatistik Kurumu. https://cip.tuik.gov.tr/ (Erişim tarihi: 24.07.2024)
  • USGS, (2024). United States Geological Survey. https://earthexplorer.usgs.gov/ (Erişim tarihi: 24.07.2024)
  • Verburg, P. H., Veldkamp, T., & Bouma, J. (1999). Land use change under conditions of high population pressure: the case of Java. Global Environmental Change, 9, 303-312.
  • Viedma, O., Moreno, J. M., Güngöroglu, C., Cosgun, U., & Kavgacı, A. (2017). Recent land-use and land-cover changes and its driving factors in a fire-prone area of southwestern Turkey. Journal of Environmental Management, 197, 719-731. https://doi.org/10.1016/j.jenvman.2017.02.074
  • Wakeel, A., Rao, K. S., Maikhuri, R. K., & Saxena, K. G. (2005). Forest management and land use/cover changes in a typical micro watershed in the mid elevation zone of Central Himalaya, India. Forest Ecology and Management, 213(1-3), 229-242. https://doi.org/10.1016/j.foreco.2005.03.061
  • Wilson, K., Newton, A., Echeverría, C., Weston, C., & Burgman, M. (2005). A vulnerability analysis of the temperate forests of south central Chile. Biological Conservation, 122(1), 9-21. https://doi.org/10.1016/j.biocon.2004.06.015
  • Zgłobicki, W., Gawrysiak, L., Baran-Zgłobicka, B., & Telecka, M. (2016). Long-term forest cover changes, within an agricultural region, in relation to environmental variables, Lubelskie province, Eastern Poland. Environmental Earth Sciences, 75(20). https://doi.org/10.1007/s12665-016-6195-z
Toplam 41 adet kaynakça vardır.

Ayrıntılar

Birincil Dil Türkçe
Konular Peyzaj Mimarlığında Arazi ve Su Kaynakları, Peyzaj Mimarlığında Bilgisayar Teknolojileri
Bölüm Araştırma Makalesi
Yazarlar

Eylül Malkoç 0000-0003-1873-2931

Engin Nurlu 0000-0001-5458-7749

Yayımlanma Tarihi 31 Ekim 2024
Gönderilme Tarihi 31 Temmuz 2024
Kabul Tarihi 3 Ekim 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 8 Sayı: 2

Kaynak Göster

APA Malkoç, E., & Nurlu, E. (2024). COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE. Turkish Journal of Forest Science, 8(2), 162-175.
AMA Malkoç E, Nurlu E. COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE. Turk J For Sci. Ekim 2024;8(2):162-175.
Chicago Malkoç, Eylül, ve Engin Nurlu. “COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE”. Turkish Journal of Forest Science 8, sy. 2 (Ekim 2024): 162-75.
EndNote Malkoç E, Nurlu E (01 Ekim 2024) COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE. Turkish Journal of Forest Science 8 2 162–175.
IEEE E. Malkoç ve E. Nurlu, “COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE”, Turk J For Sci, c. 8, sy. 2, ss. 162–175, 2024.
ISNAD Malkoç, Eylül - Nurlu, Engin. “COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE”. Turkish Journal of Forest Science 8/2 (Ekim 2024), 162-175.
JAMA Malkoç E, Nurlu E. COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE. Turk J For Sci. 2024;8:162–175.
MLA Malkoç, Eylül ve Engin Nurlu. “COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE”. Turkish Journal of Forest Science, c. 8, sy. 2, 2024, ss. 162-75.
Vancouver Malkoç E, Nurlu E. COĞRAFİ BİLGİ SİSTEMLERİ VE IDRISI SELVA LCM ARACI İLE ORMANSIZLAŞMA MODELLEMESİ: BOZDAĞLAR, TÜRKİYE. Turk J For Sci. 2024;8(2):162-75.