IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v17y2025i12p5487-d1678903.html

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. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Timuçin Everest, 2021. "Suitable site selection for pistachio (Pistacia vera) by using GIS and multi-criteria decision analyses (a case study in Turkey)," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(5), pages 7686-7705, May.
    8. 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).
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    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.
    14. 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.
    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. Della Peruta, Raniero & Mereu, Valentina & Spano, Donatella & Marras, Serena & Vezy, Rémi & Trabucco, Antonio, 2025. "Projecting trends of arabica coffee yield under climate change: A process-based modelling study at continental scale," Agricultural Systems, Elsevier, vol. 227(C).
    2. 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.
    3. 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.
    4. 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).
    5. Ivee V. Fuerzas & Laurence L. Delina & Kim‐Pong Tam, 2025. "“Crisis in the Cup:” Unveiling the Hazards and Vulnerabilities of the Philippine Coffee Supply Amidst Emerging Risks," Sustainable Development, John Wiley & Sons, Ltd., vol. 33(6), pages 9426-9443, December.
    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. 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".
    9. 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).
    10. 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.
    11. Mahboobe Ghobadi & Mahdi Gheysari & Mohammad Shayannejad & Hamze Dokoohaki, 2023. "Analyzing the Effects of Planting Date on the Uncertainty of CERES-Maize and Its Potential to Reduce Yield Gap in Arid and Mediterranean Climates," Agriculture, MDPI, vol. 13(8), pages 1-17, July.
    12. Lydia Papadaki & Eirini Afentouli & Phoebe Koundouri, 2025. "Cultivating Resilience: Best Practices and Innovation in Agriculture under Climate Stress," DEOS Working Papers 2571, Athens University of Economics and Business.
    13. Stephen R. Waddington, 2025. "The future of food security: support farm management and participatory research to ensure sustainable food production," Food Security: The Science, Sociology and Economics of Food Production and Access to Food, Springer;The International Society for Plant Pathology, vol. 17(6), pages 1665-1668, December.
    14. 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).
    15. Md. Shakhawat Hossain, 2025. "Assessing smallholder farmers’ flood risk behavior and their willingness to pay for crop insurance as a risk coping strategy in northern Bangladesh," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 121(4), pages 4191-4217, March.
    16. 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.
    17. Amanda Balasooriya & Darshana Sedera, 2025. "Top Management Challenges in Using Artificial Intelligence for Sustainable Development Goals: An Exploratory Case Study of an Australian Agribusiness," Sustainability, MDPI, vol. 17(15), pages 1-19, July.
    18. Lea Primožič & Andreja Kutnar, 2022. "Sustainability Communication in Global Consumer Brands," Sustainability, MDPI, vol. 14(20), pages 1-16, October.
    19. Chengqiang Li & Junxiao Wang & Liang Ge & Yujie Zhou & Shenglu Zhou, 2022. "Optimization of Sample Construction Based on NDVI for Cultivated Land Quality Prediction," IJERPH, MDPI, vol. 19(13), pages 1-17, June.
    20. Shrestha, Sujata & Shrestha, Uttam Babu & Shrestha, Bibek Raj & Maharjan, Shirish & Udas, Erica & Aryal, Kamal, 2024. "Determinants of adoption of climate resilient agricultural solutions," Agricultural Systems, Elsevier, vol. 221(C).

    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 The email address of this maintainer does not seem to be valid anymore. Please ask MDPI Indexing Manager to update the entry or send us the correct address (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.