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DETERMINATION OF GROUNDWATER POTENTIAL ZONE USING AHP BASED ON GIS FOR KONYA, TÜRKİYE

Yıl 2024, Cilt: 12 Sayı: 4, 848 - 865, 25.12.2024
https://doi.org/10.21923/jesd.1495305

Öz

Groundwater provides most of the freshwater needs such as drinking, irrigation and industry. As a result of increasing population, urbanization and industrialization, groundwater resources are faced with the risk of decreasing and pollution. In addition, exploited usage of irrigation water from groundwater during agricultural activities causes the formation of sinkholes. For this reason, Konya in Türkiye, having a lot of agricultural activities and common sinkhole formations, was chosen as the study area. This research utilized the analytical hierarchy process (AHP), a type of multi-criteria decision-making analysis, to assess the groundwater potential in Konya, Türkiye. For this purpose, land use, slope, rainfall, topographic wetness index, drainage density, elevation, plan curvature, profile curvature and stream power index thematic maps were created, and their weights were determined with AHP. Groundwater potential map (GWPM) was produced by overlay analysis in GIS environment. The GWPM was validated by comparing it with the groundwater zones (GWZ) map given in the report of “Konya Closed Basin Management Plan” project. As a result of the validation process, the accuracy value was found to be 0.87.

Kaynakça

  • Arulbalaji, P., D. Padmalal, and K. Sreelash. 2019. GIS and AHP techniques based delineation of groundwater potential zones: a case study from southern Western Ghats, India. Scientific reports, 9(1), 2082.
  • Arunbose, S., Y. Srinivas, S. Rajkumar, N.C. Nair, and S. Kaliraj. 2021. Remote sensing, GIS and AHP techniques based investigation of groundwater potential zones in the Karumeniyar river basin, Tamil Nadu, southern India. Groundwater for Sustainable Development, 14, 100586.
  • Baykal, T. 2019. Flood risk analysis using hydraulic model based on geographical information systems in Kucuk Aksu Creek. Master's thesis, The Institute of Graduate Education, Isparta Applied Sciences University.
  • Baykal, T., E. Şener, and Terzi, Ö. 2023. Application of Analytical Hierarchy Process for Flood Risk Analysis: A Case Study in Küçük Aksu River Basin (Antalya, Turkey). Iranian Journal of Science and Technology, Transactions of Civil Engineering, 1-18.
  • Başçiftçi, F., Durduran, S.S., and İnal, C. 2013. Mapping Ground Water Level with Geographic Information System (GIS) in Konya Closed Basin. Electronic Journal of Map Technologies, 5(2), 1-15.
  • Benjmel, K., F. Amraoui, S. Boutaleb, M. Ouchchen, A. Tahiri, and A. Touab. 2020. Mapping of groundwater potential zones in crystalline terrain using remote sensing, GIS techniques, and multicriteria data analysis (Case of the Ighrem Region, Western Anti-Atlas, Morocco). Water, 12(2), 471.
  • Biswas, S., B.P. Mukhopadhyay, and A. Bera. 2020. Delineating groundwater potential zones of agriculture dominated landscapes using GIS based AHP techniques: a case study from Uttar Dinajpur district, West Bengal. Environmental Earth Sciences, 79, 1-25.
  • Bozdağ, A. 2017. Hydrogeochemical Characteristics and Irrigation Water Quality of Groundwaters in Çumra (Konya) Plain. Journal of Engineering Sciences and Design, 5(3), 559-571.
  • Chicco, D., Jurman, G. 2020. The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation. BMC Genomics 21, 6. https://doi.org/10.1186/s12864-019-6413-7.
  • Dar, T., N. Rai, and A. Bhat. 2021. Delineation of potential groundwater recharge zones using analytical hierarchy process (AHP). Geology, Ecology, and Landscapes, 5(4), 292-307.
  • Das, S. 2019. Comparison among influencing factor, frequency ratio, and analytical hierarchy process techniques for groundwater potential zonation in Vaitarna basin, Maharashtra, India. Groundwater for Sustainable Development, 8, 617-629.
  • Direk, M., Acar, B., and Yapılar, F. T. 2006. Effects of use of ground water in agriculture on farmers social structure in Konya Plain. TMMOB Water Policy Congress, 1, 79-88.
  • Doke, A. B., R.B. Zolekar, H. Patel, and S. Das. 2021. Geospatial mapping of groundwater potential zones using multi-criteria decision-making AHP approach in a hardrock basaltic terrain in India. Ecological Indicators, 127, 107685.
  • Echogdali, F. Z., S. Boutaleb, A. Bendarma, M.E. Saidi, M. Aadraoui, M. Abioui, M. Ouchchen, K. Abdelrahman, M.S. Fnais, and K.S. Sajinkumar. 2022. Application of analytical hierarchy process and geophysical method for groundwater potential mapping in the Tata basin, Morocco. Water, 14(15), 2393.
  • Fränti, P., and Mariescu-Istodor, R. 2023. Soft precision and recall. Pattern Recognition Letters, 167, 115-121.
  • Ghosh, S., D. Das, S.K. Gayen, and P. Bhardwaj. 2023. Delineation of groundwater potential zones using the AHP technique: a case study of Alipurduar district, West Bengal. Modeling Earth Systems and Environment, 1-31.
  • Güran, Ş., 2023. Determination of Urban Climate Resistance at the Physical Dimension by the Analytical Hierarchy Process (AHP) Method: The Case of Sivas. Sivas Cumhuriyet University, Graduate School of Natural and Applied Sciences, Master Thesis.
  • Hamlat, A., C.B. Kadri, A. Guidoum, and H. Bekkaye. 2021. Flood hazard areas assessment at a regional scale in M'zi wadi basin, Algeria. Journal of African Earth Sciences, 182, 104281.
  • Jenifer, M. A., and M.K. Jha. 2017. Comparison of analytic hierarchy process, catastrophe and entropy techniques for evaluating groundwater prospect of hard-rock aquifer systems. Journal of hydrology, 548, 605-624.
  • Kaliraj, S., N. Chandrasekar, and N.S. Magesh. 2014. Identification of potential groundwater recharge zones in Vaigai upper basin, Tamil Nadu, using GIS-based analytical hierarchical process (AHP) technique. Arabian Journal of Geosciences, 7, 1385-1401.
  • Kavurmacı, M., and A. Üstün. 2016. The Evaluation of Water Quality Using Geographical Information Systems (GIS) and Multi Attribute Decision Making. KSU J. Nat. Sci., 19(2), 208-220.
  • KCBMP, 2018. Report, Republic of Türkiye Ministry of Agriculture and Forestry, General Directorate of Water Management. 2018. Konya Closed Basin Management Plan. EU Project Report.
  • Kumar, R., S.B. Dwivedi, and S. Gaur. 2021. A comparative study of machine learning and Fuzzy-AHP technique to groundwater potential mapping in the data-scarce region. Computers & Geosciences, 155, 104855.
  • Lu, H., L. Ren, Y. Chen, P. Tian, and J. Liu. 2017. A cloud model based multi-attribute decision making approach for selection and evaluation of groundwater management schemes. Journal of Hydrology, 555, 881-893.
  • Mallick, J., R.A. Khan, M. Ahmed, S.D. Alqadhi, M. Alsubih, I. Falqi, and M.A. Hasan. 2019. Modeling groundwater potential zone in a semi-arid region of Aseer using fuzzy-AHP and geoinformation techniques. Water, 11(12), 2656.
  • Miao, J., Zhu, W. 2022. Precision–recall curve (PRC) classification trees. Evol. Intel. 15, 1545–1569. https://doi.org/10.1007/s12065-021-00565-2.
  • Mohamed, S. A. 2020. Application of geo-spatial Analytical Hierarchy Process and multi-criteria analysis for site suitability of the desalination solar stations in Egypt. Journal of African Earth Sciences, 164, 103767.
  • Moodley, T., M. Seyam, T. Abunama, and F. Bux. 2022. Delineation of groundwater potential zones in KwaZulu-Natal, South Africa using remote sensing, GIS and AHP. Journal of African Earth Sciences, 193, 104571.
  • Moore, I. D., R.B. Grayson, and A.R. Ladson. 1991. Digital terrain modelling: a review of hydrological, geomorphological, and biological applications. Hydrological processes, 5(1), 3-30.
  • Muavhi, N., and M.I. Mutoti. 2022. Using Geospatial Techniques and Analytic Hierarchy Process to Map Groundwater Potential Zones. Groundwater.
  • Nalbantçılar, M. T. 2002. Groundwater Quality and Contamination of Konya Settlement Area. Selçuk University, Graduate School of Natural and Applied Sciences, PhD Thesis.
  • Nithya, C. N., Y. Srinivas, N.S. Magesh, and S. Kaliraj. 2019. Assessment of groundwater potential zones in Chittar Basin, Southern India using GIS based AHP technique. Remote Sensing Applications: Society and Environment, 15, 100248.
  • Olaniran, O. R., Alzahrani, A. R. R., and Alzahrani, M. R. 2024. Eigenvalue Distributions in Random Confusion Matrices: Applications to Machine Learning Evaluation. Mathematics, 12(10), 1425.
  • Rather, A. F., R. Ahmed, G.F. Wani, S.T. Ahmad, T. Dar, S. Javaid, and P. Ahmed. 2022. Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP. Earth Science Informatics, 15(4), 2091-2107.
  • Razandi, Y., H.R. Pourghasemi, N.S. Neisani, and O. Rahmati. 2015. Application of analytical hierarchy process, frequency ratio, and certainty factor models for groundwater potential mapping using GIS. Earth Science Informatics, 8, 867-883.
  • Saaty, T. 1980a. The analytic hierarchy process (AHP) for decision making. In Kobe, Japan (Vol. 1, p. 69).
  • Saaty, T. 1980b. The Analytic Hierarchy Process - Planning, Priority Setting, Resource Allocation. McGraw-Hill., New York, pp 998.
  • Sajil Kumar, P.J., L. Elango, and M. Schneider. 2022. GIS and AHP based groundwater potential zones delineation in Chennai River Basin (CRB), India. Sustainability, 14(3), 1830.
  • Saranya, T., and S. Saravanan. 2020. Groundwater potential zone mapping using analytical hierarchy process (AHP) and GIS for Kancheepuram District, Tamilnadu, India. Modeling Earth Systems and Environment, 6(2), 1105-1122.
  • Şener, E., Ş. Şener, and A. Davraz. 2018. Groundwater potential mapping by combining fuzzy-analytic hierarchy process and GIS in Beyşehir Lake Basin, Turkey. Arabian Journal of Geosciences, 11, 1-21.
  • Şener, Ş., Varol, S., and Şener, E. 2022. Determination of Groundwater Quality and Usability of Akşehir (Konya) Plain. Journal of Limnology and Freshwater Fisheries Research, 8(1), 80-91.
  • Sinha, R., G.V. Bapalu, L.K. Singh, B. Rath. 2008. Flood risk analysis in the Kosi River Basin, North Bihar using multi-parametric approach of analytical hierarchy process (AHP). Journal of the Indian Society of Remote Sensing, 36, 335-349.
  • Swain, K. C., C. Singha, and L. Nayak. 2020. Flood susceptibility mapping through the GIS-AHP technique using the cloud. ISPRS International Journal of Geo-Information, 9(12), 720.
  • Taher, M., T. Mourabit, I. Etebaai, H.C. Dekkaki, N. Amarjouf, A. Amine, B. Abdelhak, A. Errahmouni, and S. Azzouzi. 2023. Identification of Groundwater Potential Zones (GWPZ) Using Geospatial Techniques and AHP Method: a Case Study of the Boudinar Basin, Rif Belt (Morocco). Geomatics and Environmental Engineering, 17(3), 83-105.
  • Terzi, Ö., Ersoy., T. 2018. Drought Estimation with Artificial Neural Networks in Konya. DSİ Teknik Bülteni. 127, 1-13.
  • Zuo, Q., J. Guo, J. Ma, G. Cui, R. Yang, and L. Yu. 2021. Assessment of regional-scale water resources carrying capacity based on fuzzy multiple attribute decision-making and scenario simulation. Ecological Indicators, 130, 108034.

KONYA İÇİN CBS TABANLI AHP KULLANILARAK YERALTI SUYU POTANSİYEL BÖLGESİNİN BELİRLENMESİ

Yıl 2024, Cilt: 12 Sayı: 4, 848 - 865, 25.12.2024
https://doi.org/10.21923/jesd.1495305

Öz

Yeraltı suyu, içme, sulama ve sanayi gibi tatlı su ihtiyaçlarının çoğunu karşılar. Artan nüfus, kentleşme ve sanayileşme sonucunda yeraltı suyu kaynakları azalma ve kirlenme riskiyle karşı karşıyadır. Ayrıca tarımsal faaliyetler sırasında yeraltı suyundan sulama suyu kullanılması, obruk oluşumuna neden olmaktadır. Bu nedenle, Türkiye'de çok sayıda tarımsal faaliyetin gerçekleştiği ve yaygın obruk oluşumlarının bulunduğu Konya, çalışma alanı olarak seçilmiştir. Bu araştırmada, Türkiye'nin Konya kentindeki yeraltı suyu potansiyelini değerlendirmek için çok kriterli karar verme analizi türlerinden biri olan analitik hiyerarşi süreci (AHP) kullanılmıştır. Bu amaçla arazi kullanımı, eğim, yağış, topografik ıslaklık indeksi, drenaj yoğunluğu, yükseklik, düzlem eğriliği, profil eğriliği ve akarsu güç indeksi tematik haritaları oluşturulmuş ve ağırlıkları AHP ile belirlenmiştir. Yeraltı suyu potansiyeli haritası (GWPM), CBS ortamında bindirme analizi ile üretilmiştir. GWPM, "Konya Kapalı Havza Yönetim Planı" projesi raporunda verilen yeraltı suyu bölgeleri (GWZ) haritası ile karşılaştırılarak doğrulanmıştır. Doğrulama işlemi sonucunda doğruluk değeri 0.87 olarak bulunmuştur.

Kaynakça

  • Arulbalaji, P., D. Padmalal, and K. Sreelash. 2019. GIS and AHP techniques based delineation of groundwater potential zones: a case study from southern Western Ghats, India. Scientific reports, 9(1), 2082.
  • Arunbose, S., Y. Srinivas, S. Rajkumar, N.C. Nair, and S. Kaliraj. 2021. Remote sensing, GIS and AHP techniques based investigation of groundwater potential zones in the Karumeniyar river basin, Tamil Nadu, southern India. Groundwater for Sustainable Development, 14, 100586.
  • Baykal, T. 2019. Flood risk analysis using hydraulic model based on geographical information systems in Kucuk Aksu Creek. Master's thesis, The Institute of Graduate Education, Isparta Applied Sciences University.
  • Baykal, T., E. Şener, and Terzi, Ö. 2023. Application of Analytical Hierarchy Process for Flood Risk Analysis: A Case Study in Küçük Aksu River Basin (Antalya, Turkey). Iranian Journal of Science and Technology, Transactions of Civil Engineering, 1-18.
  • Başçiftçi, F., Durduran, S.S., and İnal, C. 2013. Mapping Ground Water Level with Geographic Information System (GIS) in Konya Closed Basin. Electronic Journal of Map Technologies, 5(2), 1-15.
  • Benjmel, K., F. Amraoui, S. Boutaleb, M. Ouchchen, A. Tahiri, and A. Touab. 2020. Mapping of groundwater potential zones in crystalline terrain using remote sensing, GIS techniques, and multicriteria data analysis (Case of the Ighrem Region, Western Anti-Atlas, Morocco). Water, 12(2), 471.
  • Biswas, S., B.P. Mukhopadhyay, and A. Bera. 2020. Delineating groundwater potential zones of agriculture dominated landscapes using GIS based AHP techniques: a case study from Uttar Dinajpur district, West Bengal. Environmental Earth Sciences, 79, 1-25.
  • Bozdağ, A. 2017. Hydrogeochemical Characteristics and Irrigation Water Quality of Groundwaters in Çumra (Konya) Plain. Journal of Engineering Sciences and Design, 5(3), 559-571.
  • Chicco, D., Jurman, G. 2020. The advantages of the Matthews correlation coefficient (MCC) over F1 score and accuracy in binary classification evaluation. BMC Genomics 21, 6. https://doi.org/10.1186/s12864-019-6413-7.
  • Dar, T., N. Rai, and A. Bhat. 2021. Delineation of potential groundwater recharge zones using analytical hierarchy process (AHP). Geology, Ecology, and Landscapes, 5(4), 292-307.
  • Das, S. 2019. Comparison among influencing factor, frequency ratio, and analytical hierarchy process techniques for groundwater potential zonation in Vaitarna basin, Maharashtra, India. Groundwater for Sustainable Development, 8, 617-629.
  • Direk, M., Acar, B., and Yapılar, F. T. 2006. Effects of use of ground water in agriculture on farmers social structure in Konya Plain. TMMOB Water Policy Congress, 1, 79-88.
  • Doke, A. B., R.B. Zolekar, H. Patel, and S. Das. 2021. Geospatial mapping of groundwater potential zones using multi-criteria decision-making AHP approach in a hardrock basaltic terrain in India. Ecological Indicators, 127, 107685.
  • Echogdali, F. Z., S. Boutaleb, A. Bendarma, M.E. Saidi, M. Aadraoui, M. Abioui, M. Ouchchen, K. Abdelrahman, M.S. Fnais, and K.S. Sajinkumar. 2022. Application of analytical hierarchy process and geophysical method for groundwater potential mapping in the Tata basin, Morocco. Water, 14(15), 2393.
  • Fränti, P., and Mariescu-Istodor, R. 2023. Soft precision and recall. Pattern Recognition Letters, 167, 115-121.
  • Ghosh, S., D. Das, S.K. Gayen, and P. Bhardwaj. 2023. Delineation of groundwater potential zones using the AHP technique: a case study of Alipurduar district, West Bengal. Modeling Earth Systems and Environment, 1-31.
  • Güran, Ş., 2023. Determination of Urban Climate Resistance at the Physical Dimension by the Analytical Hierarchy Process (AHP) Method: The Case of Sivas. Sivas Cumhuriyet University, Graduate School of Natural and Applied Sciences, Master Thesis.
  • Hamlat, A., C.B. Kadri, A. Guidoum, and H. Bekkaye. 2021. Flood hazard areas assessment at a regional scale in M'zi wadi basin, Algeria. Journal of African Earth Sciences, 182, 104281.
  • Jenifer, M. A., and M.K. Jha. 2017. Comparison of analytic hierarchy process, catastrophe and entropy techniques for evaluating groundwater prospect of hard-rock aquifer systems. Journal of hydrology, 548, 605-624.
  • Kaliraj, S., N. Chandrasekar, and N.S. Magesh. 2014. Identification of potential groundwater recharge zones in Vaigai upper basin, Tamil Nadu, using GIS-based analytical hierarchical process (AHP) technique. Arabian Journal of Geosciences, 7, 1385-1401.
  • Kavurmacı, M., and A. Üstün. 2016. The Evaluation of Water Quality Using Geographical Information Systems (GIS) and Multi Attribute Decision Making. KSU J. Nat. Sci., 19(2), 208-220.
  • KCBMP, 2018. Report, Republic of Türkiye Ministry of Agriculture and Forestry, General Directorate of Water Management. 2018. Konya Closed Basin Management Plan. EU Project Report.
  • Kumar, R., S.B. Dwivedi, and S. Gaur. 2021. A comparative study of machine learning and Fuzzy-AHP technique to groundwater potential mapping in the data-scarce region. Computers & Geosciences, 155, 104855.
  • Lu, H., L. Ren, Y. Chen, P. Tian, and J. Liu. 2017. A cloud model based multi-attribute decision making approach for selection and evaluation of groundwater management schemes. Journal of Hydrology, 555, 881-893.
  • Mallick, J., R.A. Khan, M. Ahmed, S.D. Alqadhi, M. Alsubih, I. Falqi, and M.A. Hasan. 2019. Modeling groundwater potential zone in a semi-arid region of Aseer using fuzzy-AHP and geoinformation techniques. Water, 11(12), 2656.
  • Miao, J., Zhu, W. 2022. Precision–recall curve (PRC) classification trees. Evol. Intel. 15, 1545–1569. https://doi.org/10.1007/s12065-021-00565-2.
  • Mohamed, S. A. 2020. Application of geo-spatial Analytical Hierarchy Process and multi-criteria analysis for site suitability of the desalination solar stations in Egypt. Journal of African Earth Sciences, 164, 103767.
  • Moodley, T., M. Seyam, T. Abunama, and F. Bux. 2022. Delineation of groundwater potential zones in KwaZulu-Natal, South Africa using remote sensing, GIS and AHP. Journal of African Earth Sciences, 193, 104571.
  • Moore, I. D., R.B. Grayson, and A.R. Ladson. 1991. Digital terrain modelling: a review of hydrological, geomorphological, and biological applications. Hydrological processes, 5(1), 3-30.
  • Muavhi, N., and M.I. Mutoti. 2022. Using Geospatial Techniques and Analytic Hierarchy Process to Map Groundwater Potential Zones. Groundwater.
  • Nalbantçılar, M. T. 2002. Groundwater Quality and Contamination of Konya Settlement Area. Selçuk University, Graduate School of Natural and Applied Sciences, PhD Thesis.
  • Nithya, C. N., Y. Srinivas, N.S. Magesh, and S. Kaliraj. 2019. Assessment of groundwater potential zones in Chittar Basin, Southern India using GIS based AHP technique. Remote Sensing Applications: Society and Environment, 15, 100248.
  • Olaniran, O. R., Alzahrani, A. R. R., and Alzahrani, M. R. 2024. Eigenvalue Distributions in Random Confusion Matrices: Applications to Machine Learning Evaluation. Mathematics, 12(10), 1425.
  • Rather, A. F., R. Ahmed, G.F. Wani, S.T. Ahmad, T. Dar, S. Javaid, and P. Ahmed. 2022. Mapping of groundwater potential zones in Pohru Watershed of Jhelum Basin-Western Himalaya, India using integrated approach of remote sensing, GIS and AHP. Earth Science Informatics, 15(4), 2091-2107.
  • Razandi, Y., H.R. Pourghasemi, N.S. Neisani, and O. Rahmati. 2015. Application of analytical hierarchy process, frequency ratio, and certainty factor models for groundwater potential mapping using GIS. Earth Science Informatics, 8, 867-883.
  • Saaty, T. 1980a. The analytic hierarchy process (AHP) for decision making. In Kobe, Japan (Vol. 1, p. 69).
  • Saaty, T. 1980b. The Analytic Hierarchy Process - Planning, Priority Setting, Resource Allocation. McGraw-Hill., New York, pp 998.
  • Sajil Kumar, P.J., L. Elango, and M. Schneider. 2022. GIS and AHP based groundwater potential zones delineation in Chennai River Basin (CRB), India. Sustainability, 14(3), 1830.
  • Saranya, T., and S. Saravanan. 2020. Groundwater potential zone mapping using analytical hierarchy process (AHP) and GIS for Kancheepuram District, Tamilnadu, India. Modeling Earth Systems and Environment, 6(2), 1105-1122.
  • Şener, E., Ş. Şener, and A. Davraz. 2018. Groundwater potential mapping by combining fuzzy-analytic hierarchy process and GIS in Beyşehir Lake Basin, Turkey. Arabian Journal of Geosciences, 11, 1-21.
  • Şener, Ş., Varol, S., and Şener, E. 2022. Determination of Groundwater Quality and Usability of Akşehir (Konya) Plain. Journal of Limnology and Freshwater Fisheries Research, 8(1), 80-91.
  • Sinha, R., G.V. Bapalu, L.K. Singh, B. Rath. 2008. Flood risk analysis in the Kosi River Basin, North Bihar using multi-parametric approach of analytical hierarchy process (AHP). Journal of the Indian Society of Remote Sensing, 36, 335-349.
  • Swain, K. C., C. Singha, and L. Nayak. 2020. Flood susceptibility mapping through the GIS-AHP technique using the cloud. ISPRS International Journal of Geo-Information, 9(12), 720.
  • Taher, M., T. Mourabit, I. Etebaai, H.C. Dekkaki, N. Amarjouf, A. Amine, B. Abdelhak, A. Errahmouni, and S. Azzouzi. 2023. Identification of Groundwater Potential Zones (GWPZ) Using Geospatial Techniques and AHP Method: a Case Study of the Boudinar Basin, Rif Belt (Morocco). Geomatics and Environmental Engineering, 17(3), 83-105.
  • Terzi, Ö., Ersoy., T. 2018. Drought Estimation with Artificial Neural Networks in Konya. DSİ Teknik Bülteni. 127, 1-13.
  • Zuo, Q., J. Guo, J. Ma, G. Cui, R. Yang, and L. Yu. 2021. Assessment of regional-scale water resources carrying capacity based on fuzzy multiple attribute decision-making and scenario simulation. Ecological Indicators, 130, 108034.
Toplam 46 adet kaynakça vardır.

Ayrıntılar

Birincil Dil İngilizce
Konular Su Kaynakları Mühendisliği
Bölüm Araştırma Makaleleri \ Research Articles
Yazarlar

Tahsin Baykal 0000-0001-6218-0826

Dilek Taylan 0000-0003-0734-1900

Özlem Terzi 0000-0001-6429-5176

Yayımlanma Tarihi 25 Aralık 2024
Gönderilme Tarihi 3 Haziran 2024
Kabul Tarihi 17 Kasım 2024
Yayımlandığı Sayı Yıl 2024 Cilt: 12 Sayı: 4

Kaynak Göster

APA Baykal, T., Taylan, D., & Terzi, Ö. (2024). DETERMINATION OF GROUNDWATER POTENTIAL ZONE USING AHP BASED ON GIS FOR KONYA, TÜRKİYE. Mühendislik Bilimleri Ve Tasarım Dergisi, 12(4), 848-865. https://doi.org/10.21923/jesd.1495305