Küresel İklim Değişikliği ve Çevresel Değişimlerin Etkisi Altında Arazi Değişim Biliminin Ortaya Çıkışı: Kurak ve Yarı Kurak Ekosistemlerde Arazi Değişimi

Arazi kullanım faaliyetlerinin sürdürülebilir bir insan-çevre ekosistemine zarar verip vermediği sorusu bütünleşik insan-çevre sistemleri hakkındaki en temel sorulardan biridir. Bu nedenle, beşerî ve çevre bilimciler, Uzaktan Algılama ve Coğrafi Bilgi Sistemleri yöntemlerini kullanarak insan-çevre sistemlerinin ortak bir payda olan mekânsal temelde entegrasyonunu araştırmaktadırlar. Bu kapsamda 1960'lardan itibaren, farklı türden mekânsal sorunları çözmek için çeşitli yöntemler ve araçlar geliştirilmektedir. Bunun sonucunda ‘Arazi Değişim Bilimi’ kavramı, 21. yüzyılda arazi dinamiklerini çevresel değişimler ve küresel iklim değişikliği ile ilişkili olarak inceleyen disiplinlerarası bir bilim dalı olarak ortaya çıkmıştır. Öte yandan, Anadolu Yarımadası çoğunlukla kurak ve yarı kurak iklim özelliğine sahip olmasına ve arazi kullanım dinamiklerinden yoğun bir şekilde etkilenmesine rağmen, Arazi Değişim Bilimi kavramının literatürde yer almadığı görülmüştür. Bu çalışma, Arazi Değişim Bilimi alanında yapılmış olan güncel araştırmaları inceleyerek sentezlemiş ve bu alandaki bir açığı kapatmaya yardımcı olmuştur.

Anahtar Kelimeler:

Arazi Değişim Bilimi, Kurak ve Yarı Kurak Bölgeler, Küresel İklim Değişikliği, Arazi Kullanımı ve Arazi Örtüsü Değişimi, Makine Öğrenmesi

The emergence of land change science in the context of global climate change and environmental transformations: Land change in arid and semi-arid ecosystems

Whether land use activities damage a sustainable human-environment ecosystem is one of the most fundamental questions about coupled human-environmental systems. Therefore, the integration of human-environmental systems on a common denominator spatial basis is being explored by both humanities and naturalists using remote sensing and GIS. Hence, various methods and tools have been developed to address numerous spatial problems. Since the beginning of the 21st century, researchers in this field have presented land change dynamics as an interdisciplinary science under the name of 'Land Change Science'. Thus, the dynamics of land cover and land use change are discussed in connection with climate change. Although the Anatolian Peninsula has a characteristic arid-semi-arid climate, it has been determined that there is no Turkish literature on Land Change Science. This study aimed to close the gap by examining the up-to-date research and related literature in the field of Land Change Science, in Turkish.

Keywords:

Land change science, Arid and semi-arid regions, Land-use & land cover change, Climate change, Machine learning,

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Abdi, A. M. (2020). Land cover and land use classification performance of machine learning algorithms in a boreal landscape using Sentinel-2 data. GIScience & Remote Sensing, 57 (1), 1-20. doi: 10.1080/15481603.2019.1650447
Adeel, Z. (2008). Findings of the Global Desertification Assessment by the Millennium Ecosystem Assessment – A Perspective for Better Managing Scientific Knowledge. In C. Lee, T. Schaaf (Eds.), The Future of Drylands. International Scientific Conference on Desertification and Drylands Research Tunis, Tunisia, 19-21 June 2006 (pp. 677–685). Dordrecht: Springer Netherlands. doi:10.1007/978-1-4020-6970-3_57
Aküzüm, T., Çakmak, B., Gökalp, Z. (2010). Türkiye’de su kaynakları yönetiminin değerlendirilmesi. Tarım Bilimleri Araştırma Dergisi, (1), 67-74. https://dergipark.org.tr/tr/pub/tabad/issue/34782/385073 adresinden edinilmiştir.
Akpoti, K., Kabo-bah, A. T., Zwart, S. J. (2019). Agricultural land suitability analysis: State-of-the-art and outlooks for integration of climate change analysis. Agricultural systems, 173, 172-208. doi: 10.1016/j.agsy.2019.02.013
Archer, S. (2009). Rangeland Conservation and Shrub Encroachment: New Perspectives on an Old Problem. In Wild Rangelands (pp. 53–97). John Wiley & Sons. doi:10.1002/9781444317091.ch4
Archer, S., Schimel, D. S., Holland, E. A. (1995). Mechanisms of shrubland expansion: land use, climate or CO2? Climatic Change, 29 (1), 91–99. doi:10.1007/BF01091640
Ardabili, S., Mosavi, A., Dehghani, M., Várkonyi-Kóczy, A. R. (2019). Deep learning and machine learning in hydrological processes climate change and earth systems a systematic review. International Conference On Global Research And Education (pp. 52-62). Springer, Cham.
Arunrat N, Pumijumnong N, Sereenonchai S, Chareonwong U, Wang C (2020) Assessment of climate change impact on rice yield and water footprint of large-scale and individual farming in Thailand. Science of The Total Environ 726:137864. doi:10.1016/j.scitotenv.2020.137864
Avcı, M. (2004). Ormangülleri (Rhododendron L.) ve Türkiye’deki doğal yayılışları. İstanbul Üniversitesi Edebiyat Fakültesi Coğrafya Bölümü Coğrafya Dergisi, 12, 13-29. https://dergipark.org.tr/tr/pub/iucografya/issue/25061/264573 adresinden edinilmiştir.
Ayten, E. (2007). Türkiye’de arazi kullanımı ve havza yaklaşımı. Ziraat Fakültesi Dergisi, 2 (1), 21-25. https://dergipark.org.tr/tr/pub/sduzfd/issue/50298/317612 adresinden edinilmiştir.
Barber, C. (2019). Monitoring Land Change with USGS LCMAP Science Products. AGU Fall Meeting Abstracts (pp. B24A-07). https://ui.adsabs.harvard.edu/abs/2019AGUFM.B24A..07B/abstract adresinden edinilmiştir.
Baştürk, K., Aladağ, C. (2009). Maki ve Garig topluluklarının Türkiye’deki yayılış alanları ve ekolojik özelliklerinin incelenmesi. Selçuk Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, (22), 67-80. https://dergipark.org.tr/tr/pub/susbed/issue/61799/924419 adresindene edinilmiştir.
Bayar, R. (2018). Arazi kullanımı açısından Türkiye’de tarım alanlarının değişimi. Coğrafi Bilimler Dergisi, 16 (2), 187-200. doi: 10.1501/Cogbil_0000000197
Berkes, F. (2007). Understanding uncertainty and reducing vulnerability: lessons from resilience thinking. Natural Hazards, 41 (2), 283-295. doi: 10.1007/s11069-006-9036-7
Berkes, F., Folke, C., Colding, J. (Eds.). (2000). Linking Social and Ecological Systems: Management Practices and Social Mechanisms for Building Resilience. New York: Cambridge University Press.
Betts, R. A., Cox, P. M., Collins, M., Harris, P. P., Huntingford, C., Jones, C. D. (2004). The role of ecosystem-atmosphere interactions in simulated Amazonian precipitation decrease and forest dieback under global climate warming. Theoretical and Applied Climatology, 78 (1), 157-175. doi: 10.1007/s00704-004-0050-y
Biggs, H. C. (2003). The Kruger Experience: Ecology and Management of Savanna Heterogeneity. Island Press.
Blaser, W. J., Shanungu, G. K., Edwards, P. J., Olde Venterink, H. (2014). Woody encroachment reduces nutrient limitation and promotes soil carbon sequestration. Ecology and Evolution, 4 (8), 1423–1438. doi:10.1002/ece3.1024 187
Bonan, G. B., Doney, S. C. (2018). Climate, ecosystems, and planetary futures: The challenge to predict life in Earth system models. Science, 359 (6375), doi: 10.1126/science.aam8328
Breiman, L. E. O. (2001). Random Forests. Machine Learning, (45), 5–32. doi: 10.1023/A:1010933404324
Brown, D., Pijanowski, B., Duh, J. (2000). Modeling the relationships between land use and land cover on private lands in the Upper Midwest, USA. Journal of Environmental Management, 59 (4), 247–263. doi:10.1006/jema.2000.0369
Bucini, G., Hanan, N. P. (2007). A continental-scale analysis of tree cover in African savannas. Global Ecology and Biogeography, 16 (5), 593–605. doi:10.1111/j.1466-8238.2007.00325.x
Bunting, E. L., Fullman, T., Kiker, G., Southworth, J. (2016). Utilization of the SAVANNA model to analyze future patterns of vegetation cover in Kruger National Park under changing climate. Ecological Modelling, 342, 147–160. doi:10.1016/j.ecolmodel.2016.09.012
Campo-Bescós, A. M., Muñoz-Carpena, R., Southworth, J., Zhu, L., Waylen, R. P., Bunting, E. (2013). Combined spatial and temporal effects of environmental controls on long-term monthly NDVI in the Southern Africa Savanna. Remote Sensing, 5 (12), 6513-6538. doi:10.3390/rs5126513
Chambers, J. Q., Asner, G. P., Morton, D. C., Anderson, L. O., Saatchi, S. S., Espírito-Santo, F. D. B., …Souza, C. (2007). Regional ecosystem structure and function: ecological insights from remote sensing of tropical forests. Trends in Ecology & Evolution, 22 (8), 414–23. doi:10.1016/j.tree.2007.05.001
Chaturvedi, V., de Vries, W. T. (2021). Machine learning algorithms for urban land use planning: A review. Urban Science, 5 (3), 68. doi: 10.3390/urbansci5030068
Child, B., Castley, G., Michael, K., Jill, G., Daitz, D., Jonhson, S., … Holden, P. (2004). Innovations in park management. In Parks in Transition: Biodiversity, Rural Development, and the Bottom LineInnovation in park management (pp. 165–88).
Chokkavarapu, N., Mandla, V. R. (2019). Comparative study of GCMs, RCMs, downscaling and hydrological models: A review toward future climate change impact estimation. SN Applied Sciences, 1 (12), 1-15. doi: 10.1007/s42452-019-1764-x
Cleland, J. (2013). World population growth; past, present and future. Environmental and Resource Economics, 55 (4), 543-554. doi: 10.1007/s10640-013-9675-6
Cui, F., Wang, B., Zhang, Q., Tang, H., De Maeyer, P., Hamdi, R., Dai, L. (2021). Climate change versus land-use change—What affects the ecosystem services more in the forest-steppe ecotone? Science of the Total Environment, 759, 143525. doi: 10.1016/j.scitotenv.2020.143525
Cui, X., Gibbes, C., Southworth, J., Waylen, P. (2013). Using remote sensing to quantify vegetation change and ecological resilience in a semi-arid system. Land, 2 (2), 108-13. doi:10.3390/land2020108 189
Dale, V. H. (1997). The relationship between land‐use changes and climate change. Ecological applications, 7 (3), 753-769. doi: 10.2307/2269433
De Chazal, J., Rounsevell, M. D. (2009). Land-use and climate change within assessments of biodiversity change: a review. Global Environmental Change, 19 (2), 306-315.doi: 10.1016/j.gloenvcha.2008.09.007
DeFries, R., Hansen, A., Turner, B. L., Reid, R., Liu, J. (2007). Land use change around protected areas: management to balance human needs and ecological function. Ecological Applications: A Publication of the Ecological Society of America, 17 (4), 1031–8. doi:10.1890/05-1111
DeFries, R., Karanth, K. K., Pareeth, S. (2010). Interactions between protected areas and their surroundings in human-dominated tropical landscapes. Biological Conservation, 143 (12), 2870–2880. doi:10.1016/j.biocon.2010.02.010
Derguy, M. R., Frangi, J. L., Drozd, A. A., Arturi, M. F., Martinuzzi, S. (2019). Holdridge life zone map: Republic of Argentina. General Technical Report, 51. https://naldc.nal.usda.gov/catalog/7510306 adresinden edinilmiştir.
Eldridge, D. J., Bowker, M. A., Maestre, F. T., Roger, E., Reynolds, J. F., Whitford, W. G. (2011). Impacts of shrub encroachment on ecosystem structure and functioning: towards a global synthesis. Ecology Letters, 14 (7), 709–722. doi:10.1111/j.1461-0248.2011.01630.x
Erkan, H., Seylam, S. G., Yaşayan, A. (2011). Arazi Yönetimi Kavrami ve Türkiye Gereksinimi. TMMOB Harita ve Kadastro Mühendisleri Odası 13. Türkiye Harita Bilimsel ve Teknik Kurultayı 18-22 Nisan 2011, Ankara
Ford, J. D., Vanderbilt, W., Berrang-Ford, L. (2012). Authorship in IPCC AR5 and its implications for content: climate change and Indigenous populations in WGII. Climatic change, 113 (2), 201-213. doi: 10.1007/s10584-011-0350-z
Gibbes, C., Southworth, J., Waylen, P., Child, B. (2014). Climate variability as a dominant driver of post-disturbance savanna dynamics. Applied Geography, 53, 389–401. doi:10.1016/j.apgeog.2014.06.024
Gümüş, M. G., Durduran, S. S. (2020). Sürdürülebilir arazi yönetiminde optimal tarım arazilerinin belirlenebilmesi için çok kriterli karar destek sistemlerinin kullanımı: Beyşehir-Kazaklı alt havzası örneği. Niğde Ömer Halisdemir Üniversitesi Mühendislik Bilimleri Dergisi, 9 (2), 883-897. doi: 10.28948/ngumuh.719391
Hagenauer, J., Omrani, H., Helbich, M. (2019). Assessing the performance of 38 machine learning models: the case of land consumption rates in Bavaria, Germany. International Journal of Geographical Information Science, 33 (7), 1399-1419. doi: 10.1080/13658816.2019.1579333
Hansen, A.J., DeFries, R. (2007). Ecological mechanisms linking protected areas to the surrounding lands. Ecological Applications, 17 (4), 974–988. doi: 10.1890/05-1098
Hansen, M. C., Potapov, P. V., Moore, R., Hancher, M., Turubanova, S., A, Tyukavina, A., …Townshend, J. R. G. (2013). High-resolution global maps of 21st-century forest cover change. Science, 342 (6160), 850–3. doi:10.1126/science.1244693
Holdridge, L. R. (1967). Life zone ecology, (rev. ed.), pp.206 pp. ref:94
Huntingford, C., Jeffers, E. S., Bonsall, M. B., Christensen, H. M., Lees, T., Yang, H. (2019). Machine learning and artificial intelligence to aid climate change research and preparedness. Environmental Research Letters, 14 (12), 124007. doi: 10.1088/1748-9326/ab4e55
Jantsch, M. C., Fischer, A., Fischer, H. S., Winter, S. (2013). Shift in plant species composition reveals environmental changes during the last decades: a long-term study in beech (Fagus sylvatica) forests in Bavaria, Germany. Folia Geobotanica, 48, 467-491. https://www.jstor.org/stable/24571981 adresinden edinilmiştir.
Justice, C., Gutman, G., Vadrevu, K. P. (2015). NASA land cover and land use change (LCLUC): An interdisciplinary research program. Journal of Environmental Management, 148, 4-9. doi: 10.1016/j.jenvman.2014.12.004
Karaman, S., Gökalp, Z. (2010). küresel ısınma ve iklim değişikliğinin su kaynakları üzerine etkileri. Tarım Bilimleri Araştırma Dergisi, (1), 59-66. https://dergipark.org.tr/tr/pub/tabad/issue/34782/385074#article_cite adresinden edinilmiştir. Khanal U, Wilson C, Hoang VN, Lee B (2018) Farmers’ adaptation to climate change, its determinants, and impacts on rice yield in Nepal. Ecol Econ 144:139–147. doi: 10.1016/j.ecolecon.2017.08.006
Kiker, G., Scholtz, R., Smith, I., Venter, F. J. (2014). Exploring an extensive dataset to establish woody vegetation cover and composition in Kruger National Park for the late 1980s. Koedoe, 56 (1), 10. doi:10.4102/koedoe.v56i1.1200
Kiraç, F. (2021). Arazi Örtüsü Sınıflandırması İçin Makine Öğrenmesi Yaklaşımı (İstanbul Sabahattin Zaim Üniversitesi, Yüksek Lisans Tezi, İstanbul. https://openaccess.izu.edu.tr/xmlui/handle/20.500.12436/3478 adresinden edinilmiştir.
Knapp, A. K., Briggs, J. M., Collins, S. L., Archer, S. R., Bret-Harte, M. S., Ewers, B. E., …Clealy, M. B. (2008). Shrub encroachment in North American grasslands: shifts in growth form dominance rapidly alters control of ecosystem carbon inputs. Global Change Biology, 14 (3), 615–623. doi:10.1111/j.1365-2486.2007.01512.x
Maes, J., Teller, A., Erhard, M., Liquete, C., Braat, L., Berry, P., ...Bidoglio, G. (2013). Mapping and assessment of ecosystems and their services. An Analytical Framework for Ecosystem Assessments Under Action, (5), 1-58. doi: 10.2779/12398
Maestre, F. T., Cortina, J. (2009). Remnant shrubs in Mediterranean semi-arid steppes: effects of shrub size, abiotic factors and species identity on understorey richness and occurrence. Acta Oecologica, 27 (3), 161–169. doi:10.1016/j.actao.2004.11.003 192
Malhi, G. S., Kaur, M., Kaushik, P. (2021). Impact of climate change on agriculture and its mitigation strategies: A review. Sustainability, 13 (3), 1318. doi: 10.3390/su13031318
Marhaento, H., Booij, M. J., Hoekstra, A. Y. (2018). Hydrological response to future land-use change and climate change in a tropical catchment. Hydrological Sciences Journal, 63 (9), 1368-1385. doi: 10.1080/02626667.2018.1511054
Mendelsohn, R., Dinar, A. (2009). Land use and climate change interactions. Annu. Rev. Resour. Econ., 1 (1), 309-332. https://ideas.repec.org/a/anr/reseco/v1y2009p309-332.html adresinden edinilmiştir. Metcalfe, D. B., Asner, G. P., Martin, R. E., Silva Espejo, J. E., Huasco, W. H., Farfán Amézquita, F. F., ...Malhi, Y. (2014). Herbivory makes major contributions to ecosystem carbon and nutrient cycling in tropical forests. Ecology Letters, 17 (3), 324-332. doi: 10.1111/ele.12233
Meyfroidt, P., de Bremond, A., Ryan, C. M., Archer, E., Aspinall, R., Chhabra, A., ...Zu Ermgassen, E. K. (2022). Ten facts about land systems for sustainability. Proceedings of the National Academy of Sciences, 119 (7). doi: 10.1073/pnas.2109217118.
Millennium Ecosystem Assessment (2005). Ecosystems and Human Well-being: Biodiversity Synthesis, World Resources Institute, (Washington: Island Press. https://www.millenniumassessment.org/documents/document.356.aspx.pdf adresinden edinilmiştir.
Moleele, N. M., Ringrose, S., Matheson, W., Vanderpost, C. (2002). More woody plants? The status of bush encroachment in Botswana’s grazing areas. Journal of Environmental Management, 64 (1), 3–11. doi:10.1006/jema.2001.0486
Moser S.C., Davidson, M.A. (2015) The third national climate assessment's coastal chapter: The making of an integrated assessment Climatic Change, 135 (1), 1-15. doi: 10.1007/s10584-015-1512-1
OGM (2020). Orman Genel Müdürlüğü Resmi İstatistikleri, Ormancılık İs-tatistikleri 2019. https://www.ogm.gov.tr adresinden edinilmiştir.
Olaode, A., Naghdy, G., Todd, C. (2014). Unsupervised classification of images: A review. International Journal of Image Processing, 8 (5), 325-342.
Ozdes, M. (2023). The Good, the Bad and the Ugly side of artificial ıntelligence: Assessing the potential, capabilities, Limitations, and Ethical Concerns for the use of AI in Land Change Science. (Preprint). DOI: 10.13140/RG.2.2.28923.69926
Ozsahin, E., & Ozdes, M. (2022a). Determining the impact of climate change on land suitability for rice paddy cultivation using GIS and RS on FAO maximum limitation approach. Theoretical and Applied Climatology, 1-16. DOI: 10.1007/s00704-022-04033-4
Ozsahin, E., Ozdes, M. (2022b). Agricultural land suitability assessment for agricultural productivity based on GIS modeling and multi-criteria decision analysis: the case of Tekirdağ province. Environmental Monitoring and Assessment, 194 (1), 1-19. doi: 10.1007/s10661-021-09663-1
Ozsahin, E., Alturk, B., Ozdes, M., Sari, H., Eroglu, I. (2022a). GIS-based spatial prediction of poor-drainage areas using frequency ratio: a case study of Tekirdag Province, Turkey. Applied Geomatics, 14 (2), 369-386. doi: 10.1007/s12518-022-00439-x
Ozsahin, E., Ozdes, M., Smith, A. C., Yang, D. (2022c). Remote Sensing and GIS-Based Suitability Mapping of Termite Habitat in the African Savanna: A Case Study of the Lowveld in Kruger National Park. Land, 11(6), 803. DOI:10.3390/land11060803
Ozsahin, E., Sari, H., Ozdes, M., Eroglu, I., Yuksel, O. (2022b). Determination of suitable lands for rice cultivation in Edirne plain: GIS supported FAO limitation method. Paddy and Water Environment, 1-14. DOI: 10.1007/s10333-022-00895-6ons, and ethical concerns for the use of AI in land change science. doi: 10.13140/RG.2.2.28923.69926
Önol, B., Ünal, Y. S., Dalfes, H. N. (2011). İklim değişimi senaryosunun Türkiye üzerindeki etkilerinin modellenmesi. İTÜ Dergisi/d, 8 (5), 169-177. http://itudergi.itu.edu.tr/index.php/itudergisi_d/article/view/306 adresinden edinilmiştir.
Özdeş, M. (2017). Savanna Vegetation Change in Protected Areas of Southern Africa, University of Florida, Dissertation. http://www.secheresse.info/spip.php?article115233 adresinden edinilmiştir.
Özdeş, M. (2019). Geçmişten Günümüze Tekirdağ Şehirsel Alanının Tarihsel Gelişimi. II. Uluslararası Coğrafya Eğitimi Kogresi, Eskişehir, 794-801.
Özdeş, M., Özşahin, E., Eroğlu, E. (2019). Corine arazi sınıflandırmasına göre Trakya Yarımadası arazi örtüsü/kullanımı özelliklerinin yeniden değerlendirilmesi. İstanbul Uluslararası Coğrafya Sempozyumu Bildiriler Kitabı içinde, (s.679, 686). İstanbul.
Özdeş, M., Southworth, J. (2023). Challenges and Implications of Global Environmental Land Change in the 21st Century: Past, Present, and Future of the Environmental Monitoring on Protected Areas in Savanna Ecosystems, doi: 10.13140/RG.2.2.23051.67363
Özşahin, E., Özdeş, M., Eroğlu İ. (2019) TR21 Trakya Bölgesi’nde İklim Değişikliğinin Ekonomik Sektörler Üzerine Olası Etkileri. (Editörler) Konukçu F, Albut S, Altürk B. TR21 Trakya Bölgesinde İklim Değişikliğinin Etkileri ve Uyum Stratejileri, içinde (169–177). Tekirdağ: Tekirdağ Namık Kemal Üniversitesi Yayınları.
Pacala, S. W., Hurtt, G. C., Baker, D., Peylin, P., Houghton, R. A., Birdsey, R. A., …Field, C. B. (2001). Consistent land- and atmosphere-based U.S. carbon sink estimates. Science, 292 (5525), 2316–2320. doi:10.1126/science.1057320
Pontius Jr, R. G., Huffaker, D., Denman, K. (2004). Useful techniques of validation for spatially explicit land-change models. Ecological modelling, 179 (4), 445-461. doi: 10.1016/j.ecolmodel.2004.05.010
Potapov, P., Hansen, M.C., Pickens, A., Hernandez-Serna, A., Tyukavina, A., Turubanova, S., Zalles, V., Li, X., Khan, A., Stolle, F., Harris, N., Song, X-P., Baggett, A., Kommareddy, I., Kommareddy, A. (2022). The Global 2000-2020 Land Cover and Land Use Change Dataset Derived From the Landsat Archive: First Results. Frontiers in Remote Sensing, 13, April 2022. doi:10.3389/frsen.2022.856903
Pörtner, H.O., Roberts, D.C., Adams, H., Adler, C., Aldunce, P., Ali, E., Begum, R.A., Betts, R., Kerr, R.B., Biesbroek, R., Birkmann, J., (2022). Climate Change 2022: Impacts, Adaptation and Vulnerability. IPCC Sixth Assessment Report. https://www.ipcc.ch/report/ar6/wg2/downloads/report/IPCC_AR6_WGII_Citation.pdf adresinden edinilmiştir.
Reeves, M.C,. Manning, M.E., Di Benedetto, J. P., Palmquist, K.A., Lauenroth, W.K., Bradford, J. B., Schlaepfer,, D. R. (2018) Effects of climate change on rangeland vegetation in the Northern Rockies, in Climate Change and Rocky Mountain Ecosystems (pp.97-114), Springer.
Rindfuss, R. R., Walsh, S. J., Turner, B. L., Fox, J., Mishra, V. (2004). Developing a science of land change: challenges and methodological issues. Proceedings of the National Academy of Sciences of the United States of America, 101 (39), 13976–81. doi:10.1073/pnas.0401545101
Rindfuss, R. R., Walsh, S. J., Turner, B. L., Moran, E. F., Entwisle, B. (2012). Linking pixels and people. Land Change Science, (6), 379-394. doi: 10.1007/978-1-4020-2562-4_22
Robinson, S. A. (2020). Climate change adaptation in SIDS: A systematic review of the literature pre and post the IPCC Fifth Assessment Report. Wiley Interdisciplinary Reviews: Climate Change, 11 (4), 1-21. doi: 10.1002/wcc.653
Rounsevell, M. D., Pedroli, B., Erb, K. H., Gramberger, M., Busck, A. G., Haberl, H., ...Wolfslehner, B. (2012). Challenges for land system science. Land Use Policy, 29 (4), 899-910. doi: 10.1016/j.landusepol.2012.01.007
Ruane, D.C. Major, H.Y. Winston, M. Alam, S.G. Hussain, A.S. Khan, ...,C. (2013). Rosenzweig Multi-factor impact analysis of agricultural production in Bangladesh with climate change. Global Environmental Change, 23 (1), 338-350. doi: 10.1016/j.gloenvcha.2012.09.001
Sankaran, M., Anderson, T. M. (2009). Management and restoration in African Savannas: Interactions and feedbacks, Kate Suding (eds). In New Models for Ecosystem Dynamics and Restoration (pp. 136–155). Island Press.
Sankaran, M., Hanan, N. P., Scholes, R. J., Ratnam, J., Augustine, D. J., Cade, B. S., … Zambatis, N. (2005). Determinants of woody cover in African savannas. Nature, 438 (7069), 846–9. doi:10.1038/nature04070
Sankaran, M., Ratnam, J., Hanan, N. (2008). Woody cover in African savannas: the role of resources, fire and herbivory. Global Ecology and Biogeography, 17 (2), 236–245. doi:10.1111/j.1466-8238.2007.00360.x
Singh K, McClean C. J, Büker, P., Hartley, S.E., Hill, J. K. (2017). Mapping regional risks from climate change for rainfed rice cultivation in India. Agric Syst 156:76–84. doi:10.1016/j.agsy.2017.05.009
Smit, I. P. J., Asner, G. P. (2012). Roads increase woody cover under varying geological, rainfall and fire regimes in African savanna. Journal of Arid Environments, 80, 74–80. doi:10.1016/j.jaridenv.2011.11.026
Song, X. P., Hansen, M. C., Stehman, S. V., Potapov, P. V., Tyukavina, A., Vermote, E. F., Townshend, J. R. (2018). Global land change from 1982 to 2016. Nature, 560 (7720), 639-643. doi:10.1038/s41586-018-0411-9
Sönmez, M. (2011). Adana şehrinin alansal gelişimi ve yakın çevresinin arazi kullanımında meydana gelen değişimler. Türk Coğrafya Dergisi, (57), 55-69. https://dergipark.org.tr/tr/download/article-file/198434 adresinden edinilmiştir.
Southworth, J., Gibbes, C. (2010). Digital remote sensing within the field of land change science: Past, present and future directions. Geography Compass, 4 (12), 1695–1712. doi:10.1111/j.1749-8198.2010.00401.x
Southworth, J., Munroe, D., Nagendra, H. (2004). Land cover change and landscape fragmentation—comparing the utility of continuous and discrete analyses for a western Honduras region. Agriculture, Ecosystems & Environment, 101 (2–3), 185–205. doi:10.1016/j.agee.2003.09.011
Stern, P. C., Young, O. R., Druckman, D. E. (1992). Global environmental change: Understanding the human dimensions. National Academy Press.
Tarım ve Orman Bakanlığı (2021), CORINE Arazi Sınıflandırması, 15.03.2023 tarihinde http://corinecbs.tarimorman.gov.tr/corine adresinden edinilmiştir.
Tekin, M. K., Tatli, H., Koç, T. (2021). Climate classification in Turkey: a case study evaluating Holdridge life zones. Theoretical and Applied Climatology, 144 (1), 661-674. doi: 10.1007/s00704-021-03565-5
Tırmanoğlu, B., İsmailoğlu, İ., Kokal, A. T., Musaoğlu, N. (2023). Yeni nesil multispektral ve hiperspektral uydu görüntülerinin arazi örtüsü/arazi kullanımı sınıflandırma performanslarının karşılaştırılması: Sentinel-2 ve PRISMA Uydusu. Geomatik, 8 (1), 79-90. doi:10.29128/geomatik.1126685
Tolunay, D. (2021). Türkiye’de ekosistem tahribat faktörü olarak habitat ve arazi kullanim değişiklikleri. Memleket Siyaset Yönetim, 16 (36), 279-304. https://dergipark.org.tr/tr/pub/msydergi/issue/68237/1063451 adresinden edinilmiştir.
Turan, İ. D., Dengiz, O., Kaya, N. S. (2021). Arazi örtüsü/arazi kullanım değişimlerinin farklı zamanlı landsat uydu görüntüleri ile belirlenmesi: Çarşamba delta ovası örneği. ÇOMÜ Ziraat Fakültesi Dergisi, 9 (1), 141-152. doi: 10.33202/comuagri.857787
Türkeş, M. (2012). Türkiye’de gözlenen ve öngörülen iklim değişikliği, kuraklık ve çölleşme. Ankara Üniversitesi Çevrebilimleri Dergisi, 4 (2), 1-32. doi: 10.1501/Csaum_0000000063
Turner II, B. L., Kasperson, R. E., Meyer, W. B., Dow, K. M., Golding, D., Kasperson, J. X., ...Ratick, S. J. (1990). Two types of global environmental change: definitional and spatial-scale issues in their human dimensions. Global Environmental Change, 1 (1), 14-22. doi:10.1016/0959-3780(90)90004-S
Turner, B. L. (2002). Toward integrated land-change science: Advances in 1.5 decades of sustained international research on land-use and land-cover change. In Challenges of a changing earth (pp. 21-26). Springer, Berlin, Heidelberg.
Turner, B. L. (2009). Land Change Science. In R. Kitchin, N. Thrift (Eds.), International Encyclopedia of Human Geography (pp. 107–111). Elsevier. doi:10.1016/B978-008044910-4.00931-7.
Turner, B. L. (2016). Land change science. International Encyclopedia of Geography: People, the Earth, Environment and Technology: 1-6.
Turner, B. L., Robbins, P. (2008). Land-Change science and political ecology: Similarities, differences, and ımplications for sustainability science. Annual Review of Environment and Resources, 33 (1), 295–316. doi: 10.1146/annurev.environ.33.022207.104943 195
Turner, B. L., Lambin, E. F., Reenberg, A. (2007). The emergence of land change science for global environmental change and sustainability. Proceedings of the National Academy of Sciences, 104 (52), 20666-20671.
Turner, B. L., Moran, E., Rindfuss, R. (2012). Integrated land-change science and its relevance to the human sciences. In Land change science (pp. 431-447). Springer, Dordrecht.
Turoğlu, H., Özdemir, H. (2005). Bartın İlinin Ekoturizm Potansiyelinin Belirlenmesi. Doğu Coğrafya Dergisi, 10 (13), 97-116. https://dergipark.org.tr/tr/pub/ataunidcd/issue/2434/30923 adresinden edinilmiştir.
Uddin, M. N., Islam, A. S., Bala, S. K., Islam, G. T., Adhikary, S., Saha, D., ...Akter, R. (2019). Mapping of climate vulnerability of the coastal region of Bangladesh using principal component analysis. Applied geography, 102, 47-57. doi: 10.1016/j.apgeog.2018.12.011
URL1. (2022) Google Akademik Rehberi. 02.11.2022 tarihinde https://paperpile.com/g/google-scholar-guide/ adresinden edinilmiştir.
Uzun, A., Somuncu, M. (2013). Madra Dağı ve çevresinin arazi örtüsü/kullanımındaki zamansal değişimin Uzaktan Algılama yöntemi ile değerlendirilmesi. Balıkesir Üniversitesi Sosyal Bilimler Enstitüsü Dergisi, 16-30, 1-21. https://dergipark.org.tr/tr/pub/baunsobed/issue/50175/645682 adresinden edinilmiştir.
Van Auken, O. W. (2009). Causes and consequences of woody plant encroachment into western North American grasslands. Journal of Environmental Management, 90 (10), 2931–2942. doi:10.1016/j.jenvman.2009.04.023
Venter, F. J. (1991). A Classification of Land for Management Planning in the Kruger National Park, U University of South Africa, Unpublished Doctoral Thesis.
Verburg, P. H., Crossman, N., Ellis, E. C., Heinimann, A., Hostert, P., Mertz, O., ...Zhen, L. (2015). Land system science and sustainable development of the earth system: A global land project perspective. Anthropocene, 12, 29-41. doi: 10.1016/j.ancene.2015.09.004
Walker, B. H., Noy-Meir, I. (1982). Aspects of the Stability and Resilience of Savanna Ecosystems. In B. J. Huntley, B. H. Walker (Eds.), Ecology of Tropical Savannas (pp. 556–590). Berlin, Heidelberg: Springer Berlin Heidelberg. doi:10.1007/978-3-642-68786-0_26
Walker, B., Steffen, W., Canadell, J., Ingram, J. (Eds.). (1999). The terrestrial biosphere and global change: implications for natural and managed ecosystems (Vol. 4). Cambridge University Press.
Walter, H., 1954. Die Verbuschung: eine Erscheinung der subtropischen Savannengebiete und ihre ökologische Ursachen. Vegetatio 5/6: 6–10.
Wang H., Hijmans R.J. (2019) Climate change and geographic shifts in rice production in China. Environ Res Commun 1:011008. doi:10.1088/2515-7620/ab0856
Wessels, K. J., Mathieu, R., Erasmus, B. F. N., Asner, G. P., Smit, I. P. J., van Aardt, J. a. N., … Jacobson, J. (2011). Impact of communal land use and conservation on woody vegetation structure in the Lowveld savannas of South Africa. Forest Ecology and Management, 261 (1), 19–29. doi:10.1016/j.foreco.2010.09.012
Wessels, K. J., Prince, S. D., Zambatis, N., MacFadyen, S., Frost, P. E., Van Zyl, D. (2006). Relationship between herbaceous biomass and 1‐km 2 Advanced Very High-Resolution Radiometer (AVHRR) NDVI in Kruger National Park, South Africa. International Journal of Remote Sensing, 27 (5), 951–973. doi:10.1080/01431160500169098
Wittemyer, G., Elsen, P., Bean, W. T., Burton, A. C. O., Brashares, J. S. (2008). Accelerated human population growth at protected area edges. Science, 321 (5885), 123–126. doi:10.1126/science.1158900
Wu, X., Liu, S., Zhao, S., Hou, X., Xu, J., Dong, S., Liu, G. (2019). Quantification and driving force analysis of ecosystem services supply, demand, and balance in China. Science of the Total Environment, 652, 1375-1386. doi: 10.1016/j.scitotenv.2018.10.329

ISSN: 1303-5851
Yayın Aralığı: Yılda 2 Sayı
Başlangıç: 2003
Yayıncı: Ankara Üniversitesi Türkiye Coğrafyası Araştırma ve Uygulama Merkezi