IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i12p5487-d1678903.html
   My bibliography  Save this article

Predicting Climate Change Impacts on Sub-Tropical Fruit Suitability Using MaxEnt: A Regional Study from Southern Türkiye

Author

Listed:
  • Mehmet Özgür Çelik

    (Geomatics Engineering Department, Engineering Faculty, Mersin University, 33343 Mersin, Türkiye)

  • Osman Orhan

    (Geomatics Engineering Department, Engineering Faculty, Mersin University, 33343 Mersin, Türkiye)

  • Mehmet Ali Kurt

    (Environmental Engineering Department, Engineering Faculty, Mersin University, 33343 Mersin, Türkiye)

Abstract

This study, conducted in Mersin, a Mediterranean sub-tropical area, examined the potential of avocado and pitaya to thrive under current and future climate conditions. Researchers utilized climate and soil data, initially selecting 14 parameters (mean annual temperature, mean minimum temperature of the coldest month, mean maximum temperature of the warmest month, mean annual precipitation, soil texture, soil depth, land use capability, soil pH, soil organic carbon, soil salinity, land cover, elevation, slope, and groundwater level) for analysis, which were narrowed down to 12 after correlation analysis. The potential distributions were projected using the MaxEnt model for current and future scenarios. Three global climate models—HadGEM3-GC31-LL, MPI-ESM1-2-HR, and GFDL-ESM4—were utilized under the SSP2-4.5 and SSP5-8.5 scenarios. Under SSP2-4.5, an average increase of 1.32%, 1.95%, and 4.02% in the “S1” class is expected. For SSP5-8.5, average gains of 1.33%, 1.58%, and 0.77% are projected. In Pitaya, the “S1” class in SSP2-4.5 is expected to increase by 0.96% compared to the first model and decrease by 7.06% and 5.71% compared to the other models, respectively. Under SSP5-8.5, the changes are determined to be 1.49%, −7.27%, and −7.28%, respectively. Our findings indicate that climate change poses a significant threat to the region; however, the application demonstrates that agricultural activities can remain sustainable despite climate change impacts.

Suggested Citation

  • Mehmet Özgür Çelik & Osman Orhan & Mehmet Ali Kurt, 2025. "Predicting Climate Change Impacts on Sub-Tropical Fruit Suitability Using MaxEnt: A Regional Study from Southern Türkiye," Sustainability, MDPI, vol. 17(12), pages 1-34, June.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:12:p:5487-:d:1678903
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/17/12/5487/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/17/12/5487/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Barham A. HamadAmin & Nabaz R. Khwarahm, 2023. "Mapping Impacts of Climate Change on the Distributions of Two Endemic Tree Species under Socioeconomic Pathway Scenarios (SSP)," Sustainability, MDPI, vol. 15(6), pages 1-25, March.
    2. Suraj Kumar Mallick & Somnath Rudra & Biswajit Maity, 2024. "Land suitability assessment for urban built-up development of a city in the Eastern Himalayan foothills: a study towards urban sustainability," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(2), pages 3767-3792, February.
    3. Dilsad Dagtekin & Evrim A Şahan & Thomas Denk & Nesibe Köse & H Nüzhet Dalfes, 2020. "Past, present and future distributions of Oriental beech (Fagus orientalis) under climate change projections," PLOS ONE, Public Library of Science, vol. 15(11), pages 1-19, November.
    4. Gurdeep Singh Malhi & Manpreet Kaur & Prashant Kaushik, 2021. "Impact of Climate Change on Agriculture and Its Mitigation Strategies: A Review," Sustainability, MDPI, vol. 13(3), pages 1-21, January.
    5. Thi-Thuy-Hai Luu & Truc-Linh Le & Nga Huynh & Pablo Quintela-Alonso, 2021. "Dragon fruit: A review of health benefits and nutrients and its sustainable development under climate changes in Vietnam," Czech Journal of Food Sciences, Czech Academy of Agricultural Sciences, vol. 39(2), pages 71-94.
    6. Ndwambi Khudzadzo & Azwihangwisi Edward Nesamvuni & Khathutshelo Alfred Tshikolomo & Sylvester Mpandeli & Johan Van Niekerk & Brilliant M Petja, 2021. "Integration of Agro-Ecological and Groundwater Resources for the Assessment of Crop Suitability Potential Modeling: The Case of Limpopo Province, South Africa," Asian Journal of Agriculture and Rural Development, Asian Economic and Social Society, vol. 11(4), pages 334-345.
    7. Christian Bunn & Peter Läderach & Oriana Ovalle Rivera & Dieter Kirschke, 2015. "A bitter cup: climate change profile of global production of Arabica and Robusta coffee," Climatic Change, Springer, vol. 129(1), pages 89-101, March.
    8. Peter Läderach & Julian Ramirez–Villegas & Carlos Navarro-Racines & Carlos Zelaya & Armando Martinez–Valle & Andy Jarvis, 2017. "Climate change adaptation of coffee production in space and time," Climatic Change, Springer, vol. 141(1), pages 47-62, March.
    9. Yasser M. Zakarya & Mohamed M. Metwaly & Mohamed A. E. AbdelRahman & Mohamed R. Metwalli & Georgios Koubouris, 2021. "Optimized Land Use through Integrated Land Suitability and GIS Approach in West El-Minia Governorate, Upper Egypt," Sustainability, MDPI, vol. 13(21), pages 1-21, November.
    10. Maphanga, Thabang & Shoko, Cletah & Sibanda, Mbulisi & Kavhu, Blessing & Coetsee, Corli & Dube, Timothy, 2025. "Bush encroachment with climate change in protected and communal areas: A species distribution modelling approach," Ecological Modelling, Elsevier, vol. 503(C).
    11. Tri-Dung Nguyen & Uday Venkatadri & Tri Nguyen-Quang & Claver Diallo & Duc-Huy Pham & Huu-Thanh Phan & Le-Khai Pham & Phu-Cuong Nguyen & Michelle Adams, 2024. "Stochastic Modelling Frameworks for Dragon Fruit Supply Chains in Vietnam under Uncertain Factors," Sustainability, MDPI, vol. 16(6), pages 1-29, March.
    12. Indrakumar Vetharaniam & Levente Timar & C. Jill Stanley & Karin Müller & Carlo van den Dijssel & Brent Clothier, 2022. "Modelling Climate Change Impacts on Location Suitability and Spatial Footprint of Apple and Kiwifruit," Land, MDPI, vol. 11(10), pages 1-27, September.
    13. Belén Cárceles Rodríguez & Víctor Hugo Durán Zuazo & Dionisio Franco Tarifa & Simón Cuadros Tavira & Pedro Cermeño Sacristan & Iván Francisco García-Tejero, 2023. "Irrigation Alternatives for Avocado ( Persea americana Mill.) in the Mediterranean Subtropical Region in the Context of Climate Change: A Review," Agriculture, MDPI, vol. 13(5), pages 1-27, May.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Stephen Graham & Hanna Julia Ihli & Anja Gassner, 2022. "Agroforestry, Indigenous Tree Cover and Biodiversity Conservation: A Case Study of Mount Elgon in Uganda," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 34(4), pages 1893-1911, August.
    2. Luca Di Corato & Tsegaye Ginbo, 2020. "Climate change and coffee farm relocation in Ethiopia: a real-options approach," Working Papers 2020:02, Department of Economics, University of Venice "Ca' Foscari".
    3. Ceballos-Sierra, Federico & Dall'Erba, Sandy, 2021. "The effect of climate variability on Colombian coffee productivity: A dynamic panel model approach," Agricultural Systems, Elsevier, vol. 190(C).
    4. Sayamol Charoenratana & Cholnapa Anukul & Peter M. Rosset, 2021. "Food Sovereignty and Food Security: Livelihood Strategies Pursued by Farmers during the Maize Monoculture Boom in Northern Thailand," Sustainability, MDPI, vol. 13(17), pages 1-20, September.
    5. Julia Ihli, Hanna & Chiputwa, Brian & Winter, Etti & Gassner, Anja, 2022. "Risk and time preferences for participating in forest landscape restoration: The case of coffee farmers in Uganda," World Development, Elsevier, vol. 150(C).
    6. Muhammad Faraz & Valentina Mereu & Donatella Spano & Antonio Trabucco & Serena Marras & Daniel El Chami, 2023. "A Systematic Review of Analytical and Modelling Tools to Assess Climate Change Impacts and Adaptation on Coffee Agrosystems," Sustainability, MDPI, vol. 15(19), pages 1-19, October.
    7. Fabian Y. F. Verhage & Niels P. R. Anten & Paulo C. Sentelhas, 2017. "Carbon dioxide fertilization offsets negative impacts of climate change on Arabica coffee yield in Brazil," Climatic Change, Springer, vol. 144(4), pages 671-685, October.
    8. Lenka Ehrenbergerová & Marie Klimková & Yessika Garcia Cano & Hana Habrová & Samuel Lvončík & Daniel Volařík & Warbota Khum & Petr Němec & Soben Kim & Petr Jelínek & Petr Maděra, 2021. "Does Shade Impact Coffee Yield, Tree Trunk, and Soil Moisture on Coffea canephora Plantations in Mondulkiri, Cambodia?," Sustainability, MDPI, vol. 13(24), pages 1-17, December.
    9. Singh, Ajay Kumar & Ashraf, Shah Nawaz & Sharma, Sandeep Kumar, . "Farmer’s Perception on Climatic Factors and Social-economic Characteristics in the Agricultural Sector of Gujarat," Research on World Agricultural Economy, Nan Yang Academy of Sciences Pte Ltd (NASS), vol. 4(01).
    10. Md Asduzzaman Kiron & Md Elias Hossain & Md. Mehedi Hasan Chokdar, 2025. "Assessing the Economic Impact of Climate Change on Rice Production in Bangladesh: A Ricardian Approach for Sustainable Agriculture," Economics of Disasters and Climate Change, Springer, vol. 9(2), pages 359-373, July.
    11. Lea Primožič & Andreja Kutnar, 2022. "Sustainability Communication in Global Consumer Brands," Sustainability, MDPI, vol. 14(20), pages 1-16, October.
    12. Sanjeev Kumar & Ajay K. Singh, 2023. "Modeling the effects of climate change on agricultural productivity: evidence from Himachal Pradesh, India," Asia-Pacific Journal of Regional Science, Springer, vol. 7(2), pages 521-548, June.
    13. Mohamed A. Rashwan & Ibrahim M. Al-Helal & Saad M. Al-Kahtani & Fahad N. Alkoaik & Adil A. Fickak & Waleed A. Almasoud & Faisal A. Alshamiry & Mansour N. Ibrahim & Ronnel B. Fulleros & Mohamed R. Shad, 2025. "Performance Evaluation of Volcanic Stone Pad Used in Evaporative Cooling System," Energies, MDPI, vol. 18(8), pages 1-16, April.
    14. Seyed Mohammadreza Mahdavian & Fatemeh Askari & Hamed Kioumarsi & Reza Naseri Harsini & Hushang Dehghanzadeh & Behnaz Saboori, 2025. "Modeling the linkage between climate change, CH4 emissions, and land use with Iran's livestock production: A food security perspective," Natural Resources Forum, Blackwell Publishing, vol. 49(3), pages 2954-2977, August.
    15. Qiliang Huang & Nobuko Katayanagi & Masakazu Komatsuzaki & Tamon Fumoto, 2025. "Field Validation of the DNDC-Rice Model for Crop Yield, Nitrous Oxide Emissions and Carbon Sequestration in a Soybean System with Rye Cover Crop Management," Agriculture, MDPI, vol. 15(14), pages 1-18, July.
    16. Abed Al Kareem Yehya & Thanh Thi Nguyen & Martin Wiehle & Rami Zurayk & Andreas Buerkert, 2025. "Six Decades of Rural Landscape Transformation in Five Lebanese Villages," Land, MDPI, vol. 14(2), pages 1-26, January.
    17. Kouadio, Louis & Tixier, Philippe & Byrareddy, Vivekananda & Marcussen, Torben & Mushtaq, Shahbaz & Rapidel, Bruno & Stone, Roger, 2021. "Performance of a process-based model for predicting robusta coffee yield at the regional scale in Vietnam," Ecological Modelling, Elsevier, vol. 443(C).
    18. Hidalgo, Francisco & Quiñones-Ruiz, Xiomara F. & Birkenberg, Athena & Daum, Thomas & Bosch, Christine & Hirsch, Patrick & Birner, Regina, 2023. "Digitalization, sustainability, and coffee. Opportunities and challenges for agricultural development," Agricultural Systems, Elsevier, vol. 208(C).
    19. Mastawesha Misganaw Engdaw & Brian Mayanja & Sabrina Rose & Ana Maria Loboguerrero & Aniruddha Ghosh, 2024. "Bridging evidence gaps in attributing loss and damage, and measures to minimize impacts," PLOS Climate, Public Library of Science, vol. 3(8), pages 1-11, August.
    20. Dae-Ho Jung & Jung-Eek Son, 2021. "CO 2 Utilization Strategy for Sustainable Cultivation of Mushrooms and Lettuces," Sustainability, MDPI, vol. 13(10), pages 1-11, May.

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:17:y:2025:i:12:p:5487-:d:1678903. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.