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Erschienen in: Environmental Earth Sciences 12/2015

01.06.2015 | Original Article

Combining AHP with GIS for assessment of irrigation water quality in Çumra irrigation district (Konya), Central Anatolia, Turkey

verfasst von: Ayla Bozdağ

Erschienen in: Environmental Earth Sciences | Ausgabe 12/2015

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Abstract

Çumra irrigation district (ÇID) is one of the most important agricultural production regions in Central Anatolia. Surface water in the region is limited and agricultural production substantially relies on groundwater irrigation. In this study, analytic hierarchy process (AHP) is combined with geographical information systems (GIS) to assess the irrigation water quality in the aquifers of ÇID. Nine water quality criteria were classified into four main hazard groups including salinity hazard, infiltration and permeability hazard, specific ion toxicity, and miscellaneous impacts on sensitive crops. A weighting coefficient of each criterion was determined by using GIS-based AHP. Nine thematic maps defining the electrical conductivity (EC), total dissolved solids (TDS), sodium adsorption ratio (SAR), combined EC-SAR, chloride, boron, nitrate–nitrogen (NO3–N), bicarbonate, and pH were generated to develop the suitability map for irrigation water quality. Based on the results of this application, the final irrigation water quality index model was classified into three groups as high, moderate, and low suitability for irrigation purposes. The derived suitability index map for irrigation water quality indicates that the aquifer water in 61.92 % of the study area has high suitability for irrigation water, moderate suitability in 19.20 %, and low suitability in the remaining 18.87 %. The suitability index map for irrigation water quality explicitly shows that most of aquifer waters in ÇID are highly suitable for irrigation purposes while the groundwater quality deteriorates towards the north–northeastern and the eastern directions.

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Literatur
Zurück zum Zitat Abrahao R, Causape J, Garcıa-Garizabal I, Merchan D (2011) Implementing irrigation: Water balances and irrigation quality in the Lerma basin (Spain). Agric Water Manage 102:97–104CrossRef Abrahao R, Causape J, Garcıa-Garizabal I, Merchan D (2011) Implementing irrigation: Water balances and irrigation quality in the Lerma basin (Spain). Agric Water Manage 102:97–104CrossRef
Zurück zum Zitat Aksoy R, Eren Y (2004) The Konya Fault Zone. Selcuk Univ J Eng Faculty 19(2):49–60 Aksoy R, Eren Y (2004) The Konya Fault Zone. Selcuk Univ J Eng Faculty 19(2):49–60
Zurück zum Zitat APHA-AWWA-WPCF (1992) Standard methods for the examination of water and wastewater, 18th edn. APHA-AWWA-WPCF, USA APHA-AWWA-WPCF (1992) Standard methods for the examination of water and wastewater, 18th edn. APHA-AWWA-WPCF, USA
Zurück zum Zitat Ayers RS, Westcot DW (1976) Water quality for agriculture. F.A.O. Irrigation and drainage Paper No. 29 F.A.O., Rome Ayers RS, Westcot DW (1976) Water quality for agriculture. F.A.O. Irrigation and drainage Paper No. 29 F.A.O., Rome
Zurück zum Zitat Ayers RS, Westcot DW (1985) Water quality for agriculture, FAO Irrigation and drainage Paper No. 29, Rev. 1, U.N. Food and Agriculture Organization, Rome Ayers RS, Westcot DW (1985) Water quality for agriculture, FAO Irrigation and drainage Paper No. 29, Rev. 1, U.N. Food and Agriculture Organization, Rome
Zurück zum Zitat Bauder TA, Waskom RM, Sutherland PL, Davis JG (2011) Irrigation water quality criteria: Colorado State University, Fact Sheet 0.506, 4 p Bauder TA, Waskom RM, Sutherland PL, Davis JG (2011) Irrigation water quality criteria: Colorado State University, Fact Sheet 0.506, 4 p
Zurück zum Zitat Bayari CS, Ozyurt NN, Kilani S, Arikan A (2005) Radiocarbon Age distribution of groundwater in the Konya Closed Basin (in Turkish). HU-DPT Advanced Research Project Report (02-K-120-290-8), DPT, Ankara Bayari CS, Ozyurt NN, Kilani S, Arikan A (2005) Radiocarbon Age distribution of groundwater in the Konya Closed Basin (in Turkish). HU-DPT Advanced Research Project Report (02-K-120-290-8), DPT, Ankara
Zurück zum Zitat Bayarı S, Özyurt N, Kilani S (2009a) Radiocarbon age distribution of grondwater in the Konya Closed Basin, Central Anatolia. Turkey. Hydrogeology J. 17:347–365CrossRef Bayarı S, Özyurt N, Kilani S (2009a) Radiocarbon age distribution of grondwater in the Konya Closed Basin, Central Anatolia. Turkey. Hydrogeology J. 17:347–365CrossRef
Zurück zum Zitat Bayarı S, Pekkan E, Özyurt N (2009b) Obruks, as giand collapse dolines caused by hypogenic karstification in the central Anatolia, Turkey: analysis of likely formation processes. Hydrogeol J. 17:327–345CrossRef Bayarı S, Pekkan E, Özyurt N (2009b) Obruks, as giand collapse dolines caused by hypogenic karstification in the central Anatolia, Turkey: analysis of likely formation processes. Hydrogeol J. 17:327–345CrossRef
Zurück zum Zitat Bhargava DS (1983) Use of a water quality index for river classification and zoning of Ganga River. Environ Poll Ser B Chem Phys 6:51–67CrossRef Bhargava DS (1983) Use of a water quality index for river classification and zoning of Ganga River. Environ Poll Ser B Chem Phys 6:51–67CrossRef
Zurück zum Zitat Bhushan N, Rai K (2004) Strategic decision making: applying the analytic hierarchy process. Springer-Verlag, New York, p 172 Bhushan N, Rai K (2004) Strategic decision making: applying the analytic hierarchy process. Springer-Verlag, New York, p 172
Zurück zum Zitat Bolton PW, Currie JC, Tervet DJ, Welsh WT (1978) An index to improve water quality classification. Water Poll. Control 77:271–284 Bolton PW, Currie JC, Tervet DJ, Welsh WT (1978) An index to improve water quality classification. Water Poll. Control 77:271–284
Zurück zum Zitat Boyacioglu H (2007) Development of a water quality index based on a European classification scheme. Water SA 33(1):101–106 Boyacioglu H (2007) Development of a water quality index based on a European classification scheme. Water SA 33(1):101–106
Zurück zum Zitat Brady NC (2002) The nature and properties of soil, 10th edn. Prentice Hall, New Delhi Brady NC (2002) The nature and properties of soil, 10th edn. Prentice Hall, New Delhi
Zurück zum Zitat Brown RM, McClelland NI, Deininger RA, Tozer RG (1970) A water quality index-do we dare? Water Sewage Works 117(10):339–343 Brown RM, McClelland NI, Deininger RA, Tozer RG (1970) A water quality index-do we dare? Water Sewage Works 117(10):339–343
Zurück zum Zitat Cay T, Uyan M (2013) Evaluation of reallocation criteria in land consolidation studies using the analytic hierarchy process (AHP). Land Use Policy 30:541–548CrossRef Cay T, Uyan M (2013) Evaluation of reallocation criteria in land consolidation studies using the analytic hierarchy process (AHP). Land Use Policy 30:541–548CrossRef
Zurück zum Zitat CCME (2001) Canadian Water Quality Guidelines for the protection of aquatic life. CCME, Canada CCME (2001) Canadian Water Quality Guidelines for the protection of aquatic life. CCME, Canada
Zurück zum Zitat Chakraborty S, Banik D (2006) Design of a material handling equipment selection model using analytic hierarchy process. Int J Adv Manuf Technol 28:1237–1245CrossRef Chakraborty S, Banik D (2006) Design of a material handling equipment selection model using analytic hierarchy process. Int J Adv Manuf Technol 28:1237–1245CrossRef
Zurück zum Zitat Cude CG (2002) Oregon water quality index: a tool for evaluating water qualit management. J Am Water Resour Assoc 38(1):315–318CrossRef Cude CG (2002) Oregon water quality index: a tool for evaluating water qualit management. J Am Water Resour Assoc 38(1):315–318CrossRef
Zurück zum Zitat Davis SN, DeWiest RJ (1966) Hydrogeology. Wiley, NewYork Davis SN, DeWiest RJ (1966) Hydrogeology. Wiley, NewYork
Zurück zum Zitat DSI (General Directorate of State Hydraulic Works) (1975) Konya-Çumra-Karapınar Plain Hydrogeological Investigation Report, Ankara, 88 p DSI (General Directorate of State Hydraulic Works) (1975) Konya-Çumra-Karapınar Plain Hydrogeological Investigation Report, Ankara, 88 p
Zurück zum Zitat Eaton FM (1935) Boron in soil and irrigation waters and its effects on plants, with particular references to the San Joaquin Valley of California, US Department of Agriculture Technical Bulletin No. 448, Washington, District of Columbia, 131 p Eaton FM (1935) Boron in soil and irrigation waters and its effects on plants, with particular references to the San Joaquin Valley of California, US Department of Agriculture Technical Bulletin No. 448, Washington, District of Columbia, 131 p
Zurück zum Zitat Ewusi A, Obiri-yeboah S, Voigt H, Asabere SB, Bempah CK (2013) Groundwater quality assessment for drinking and irrigation purposes in Obuasi Municipality of Ghana, A Preliminary Study. Res J Environ Earth Sci 5(1):6–17 Ewusi A, Obiri-yeboah S, Voigt H, Asabere SB, Bempah CK (2013) Groundwater quality assessment for drinking and irrigation purposes in Obuasi Municipality of Ghana, A Preliminary Study. Res J Environ Earth Sci 5(1):6–17
Zurück zum Zitat FAO (1989) Water quality for agriculture. Food and Agriculture Organization of the United Nations. FAO, Rome FAO (1989) Water quality for agriculture. Food and Agriculture Organization of the United Nations. FAO, Rome
Zurück zum Zitat FAO (2003) Unlocking the Water Potential of Agriculture. Food and Agriculture Organization of the United Nations. FAO, Rome FAO (2003) Unlocking the Water Potential of Agriculture. Food and Agriculture Organization of the United Nations. FAO, Rome
Zurück zum Zitat Freeze RA, Cherry JA (1979) Groundwater. Printice-Hall, New Jersey Freeze RA, Cherry JA (1979) Groundwater. Printice-Hall, New Jersey
Zurück zum Zitat Göçmez G, Dıvrak BB, İş G (2008) Investigation of groundwater level change detection in Konya Closed Basin. Summary Report, WWF-Turkey, İstanbul, 18 p Göçmez G, Dıvrak BB, İş G (2008) Investigation of groundwater level change detection in Konya Closed Basin. Summary Report, WWF-Turkey, İstanbul, 18 p
Zurück zum Zitat Golden BL, Wasil EA, Harker PT (1989) The analytic hierarchy process: applications and studies. Springer-Verlag, BerlinCrossRef Golden BL, Wasil EA, Harker PT (1989) The analytic hierarchy process: applications and studies. Springer-Verlag, BerlinCrossRef
Zurück zum Zitat Greaves GE (2011) On water augmentation strategies for small island developing states: case study of Bequia. National Central University, Taiwan Greaves GE (2011) On water augmentation strategies for small island developing states: case study of Bequia. National Central University, Taiwan
Zurück zum Zitat Hakyemez HY, Elibol E, Umut M, Bakırhan B, Kara İ, Dağıstan H, Metin T, Erdoğan N (1992) Geology of Konya-Çumra-Akören Area: General Directorate of Mineral Research and Exploration Comp. Report no: 42/24, Ankara (in Turkish) Hakyemez HY, Elibol E, Umut M, Bakırhan B, Kara İ, Dağıstan H, Metin T, Erdoğan N (1992) Geology of Konya-Çumra-Akören Area: General Directorate of Mineral Research and Exploration Comp. Report no: 42/24, Ankara (in Turkish)
Zurück zum Zitat Hem JD (1991) Study and interpretation of the chemical characteristics of natural water: USGS professional paper book 2254. Scientific Publishers, Jodhpur Hem JD (1991) Study and interpretation of the chemical characteristics of natural water: USGS professional paper book 2254. Scientific Publishers, Jodhpur
Zurück zum Zitat Hill AA (1982) Nitrate distribution in the groundwater of the Alliston region of Ontario, Canada. Ground Water 20:696–702CrossRef Hill AA (1982) Nitrate distribution in the groundwater of the Alliston region of Ontario, Canada. Ground Water 20:696–702CrossRef
Zurück zum Zitat Hoffman GJ, Ayers RS, Doering EJ, McNeal BL, (1981) Salinity in irrigated agriculture. In: Jensen ME (Eds), Design and operation of farm irrigation systems, ASAE Monograph 3 Hoffman GJ, Ayers RS, Doering EJ, McNeal BL, (1981) Salinity in irrigated agriculture. In: Jensen ME (Eds), Design and operation of farm irrigation systems, ASAE Monograph 3
Zurück zum Zitat Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37(3):300–306 Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37(3):300–306
Zurück zum Zitat House MA (1989) A water quality index for river management. J Inst Water Environ Manage 3:336–344CrossRef House MA (1989) A water quality index for river management. J Inst Water Environ Manage 3:336–344CrossRef
Zurück zum Zitat Hsu CW, Hu AH (2008) Green supply chain management in the electronic industry. Int J Environ Sci Tech 5(2):205–216CrossRef Hsu CW, Hu AH (2008) Green supply chain management in the electronic industry. Int J Environ Sci Tech 5(2):205–216CrossRef
Zurück zum Zitat Hussain HM, Joshi H, Singhal DC, Kumar S, Rao MS (2012) Development of an index of aquifer water quality within GIS environment. Iran J Earth Sci 4:44–50 Hussain HM, Joshi H, Singhal DC, Kumar S, Rao MS (2012) Development of an index of aquifer water quality within GIS environment. Iran J Earth Sci 4:44–50
Zurück zum Zitat Ketin I (1996) Tectonic units of Anatolia (Asia Minor): General Directorate of Mineral Research and Exploration Comp. Bull 66:23–33 Ketin I (1996) Tectonic units of Anatolia (Asia Minor): General Directorate of Mineral Research and Exploration Comp. Bull 66:23–33
Zurück zum Zitat Liou S, Lo S, Wang S (2004) A generalized water quality index for Taiwan. Environ Monitor Assess 96:35–52CrossRef Liou S, Lo S, Wang S (2004) A generalized water quality index for Taiwan. Environ Monitor Assess 96:35–52CrossRef
Zurück zum Zitat Liu R (2004) Using System dynamics in decision support for sustainable waste management. Dissertation, National University of Singapore, Singapore, 124 p Liu R (2004) Using System dynamics in decision support for sustainable waste management. Dissertation, National University of Singapore, Singapore, 124 p
Zurück zum Zitat Lloyd JW, Heathcote JA (1985) Natural inorganic hydrochemistry in relation to groundwater. Oxford University Press, New York, p 294 Lloyd JW, Heathcote JA (1985) Natural inorganic hydrochemistry in relation to groundwater. Oxford University Press, New York, p 294
Zurück zum Zitat Maas EV (1990) Crop Salt Tolerance. In: Tanji KK (Ed), Salinity assessment and management. American Society of Civil Engineers Manuals and Reports on Engineering Practice, No. 71. Am Soc Civil Eng, New York, 262–304 Maas EV (1990) Crop Salt Tolerance. In: Tanji KK (Ed), Salinity assessment and management. American Society of Civil Engineers Manuals and Reports on Engineering Practice, No. 71. Am Soc Civil Eng, New York, 262–304
Zurück zum Zitat Malczewski J (1999) GIS and multicriteria decision analysis. Wiley, USA Malczewski J (1999) GIS and multicriteria decision analysis. Wiley, USA
Zurück zum Zitat Miller WW, Joung HM, Mahannah CN, Garrett JR (1986) Identification of water quality differences in Nevada through index application. J Environ Quality 15:265–272CrossRef Miller WW, Joung HM, Mahannah CN, Garrett JR (1986) Identification of water quality differences in Nevada through index application. J Environ Quality 15:265–272CrossRef
Zurück zum Zitat Nazik L, Törk K, Özel E, Tuncer K (2004) Impact of karstification on hydrological-hydrogeological development in the Konya Plain. I. Groundwater National Symposium, Proceedings Book, Konya, 95–104 Nazik L, Törk K, Özel E, Tuncer K (2004) Impact of karstification on hydrological-hydrogeological development in the Konya Plain. I. Groundwater National Symposium, Proceedings Book, Konya, 95–104
Zurück zum Zitat Ott WR (1978) Environmental quality indices: theory and practice. Ann Arbor Science Publishers, Michigan Ott WR (1978) Environmental quality indices: theory and practice. Ann Arbor Science Publishers, Michigan
Zurück zum Zitat Pekkan E (2004) Investigation of the hydrogeochemical processes that affects the formation of obruks as karstic depressions located in the Konya closed basin (in Turkish). MSc Thesis, Institute of Science, Hacettepe University Ankara, Turkey, 82 p Pekkan E (2004) Investigation of the hydrogeochemical processes that affects the formation of obruks as karstic depressions located in the Konya closed basin (in Turkish). MSc Thesis, Institute of Science, Hacettepe University Ankara, Turkey, 82 p
Zurück zum Zitat Pesce SF, Wunderlin DA (2000) Use of water quality indices to verify the impact of Cordoba City (Argentina) on Suquıa river. Water Res 34(11):2915–2926CrossRef Pesce SF, Wunderlin DA (2000) Use of water quality indices to verify the impact of Cordoba City (Argentina) on Suquıa river. Water Res 34(11):2915–2926CrossRef
Zurück zum Zitat Prati L, Pavanello R, Pesarin F (1971) Assessment of surface water quality by a single index of pollution. Water Res 5:741–751CrossRef Prati L, Pavanello R, Pesarin F (1971) Assessment of surface water quality by a single index of pollution. Water Res 5:741–751CrossRef
Zurück zum Zitat Qadir M, Oster JD (2004) Crop and irrigation management strategies for saline-sodic soils and waters aimed at environmentally sustainable agriculture. Sci Total Environ 323:1–19CrossRef Qadir M, Oster JD (2004) Crop and irrigation management strategies for saline-sodic soils and waters aimed at environmentally sustainable agriculture. Sci Total Environ 323:1–19CrossRef
Zurück zum Zitat Rezaei-Moghaddam K, Karami E (2008) A multiple criteria evaluation of sustainable agricultural development models using AHP. Environ Dev Sustain 10:407–426CrossRef Rezaei-Moghaddam K, Karami E (2008) A multiple criteria evaluation of sustainable agricultural development models using AHP. Environ Dev Sustain 10:407–426CrossRef
Zurück zum Zitat Rosen MR, Bright J, Carran P, Stewart MK, Reeves R (1999) Estimating rainfall recharge and soil water residence times in Pukekohe, New Zealand, by combining geophysical, chemical, and isotopic methods. Ground Water 37:836–844CrossRef Rosen MR, Bright J, Carran P, Stewart MK, Reeves R (1999) Estimating rainfall recharge and soil water residence times in Pukekohe, New Zealand, by combining geophysical, chemical, and isotopic methods. Ground Water 37:836–844CrossRef
Zurück zum Zitat Rowe, Abdel-Magid IM (1995) Handbook of wastewater reclamation and reuse. CRC Press, Inc, Boca Raton, p 550 Rowe, Abdel-Magid IM (1995) Handbook of wastewater reclamation and reuse. CRC Press, Inc, Boca Raton, p 550
Zurück zum Zitat Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, NewYork Saaty TL (1980) The analytic hierarchy process. McGraw-Hill, NewYork
Zurück zum Zitat Saaty TL, Vargas LG (1994) Decision making with the Analytic Hierarchy Process. RWS Publications, US Saaty TL, Vargas LG (1994) Decision making with the Analytic Hierarchy Process. RWS Publications, US
Zurück zum Zitat Saaty T, Vargas L (2001) Methods, concepts and applications of the analytic hierarchy process. Kluwer Academic Publishers, NetherlandsCrossRef Saaty T, Vargas L (2001) Methods, concepts and applications of the analytic hierarchy process. Kluwer Academic Publishers, NetherlandsCrossRef
Zurück zum Zitat Shah T, Deb Roy A (2002) Intensive use of groundwater in India. International Water Management Institute, IWMI-TATA Water Policy Program, Anand, India p.16 (www.iwmi.org/iwmi-tata) Shah T, Deb Roy A (2002) Intensive use of groundwater in India. International Water Management Institute, IWMI-TATA Water Policy Program, Anand, India p.16 (www.​iwmi.​org/​iwmi-tata)
Zurück zum Zitat Silva L, Williams DD (2001) Buffer area versus whole catchment approaches to studying land-use impact on river water quality. Water Res 35:3462–3472CrossRef Silva L, Williams DD (2001) Buffer area versus whole catchment approaches to studying land-use impact on river water quality. Water Res 35:3462–3472CrossRef
Zurück zum Zitat Song T, Kim K (2009) Development of a water quality loading index based on water quality modeling. J Environ Manage 90:1534–1543CrossRef Song T, Kim K (2009) Development of a water quality loading index based on water quality modeling. J Environ Manage 90:1534–1543CrossRef
Zurück zum Zitat Srdjevic B, Medeiros YDP (2008) Fuzzy AHP assessment of water management plans. Water Resour Manage 22:877–894CrossRef Srdjevic B, Medeiros YDP (2008) Fuzzy AHP assessment of water management plans. Water Resour Manage 22:877–894CrossRef
Zurück zum Zitat Todd DK (1980) Groundwater hydrology. Wiley, New York Todd DK (1980) Groundwater hydrology. Wiley, New York
Zurück zum Zitat UCCC (University of California Committee of Consultants) (1974) Guidelines for interpretations of water quality for irrigation. Technical Bulletin, University of California Committee of Consultants, California, USA pp. 20–28 UCCC (University of California Committee of Consultants) (1974) Guidelines for interpretations of water quality for irrigation. Technical Bulletin, University of California Committee of Consultants, California, USA pp. 20–28
Zurück zum Zitat Wang X (2009) A proposal and application of the integrated benefit assessment model for urban water resources exploitation and utilization. Water Resour Manage 23:1171–1182CrossRef Wang X (2009) A proposal and application of the integrated benefit assessment model for urban water resources exploitation and utilization. Water Resour Manage 23:1171–1182CrossRef
Zurück zum Zitat Yavuz S (2010) Hydrogeological parameters used in determining karstic features of Konya-Karapınar Basin (in Turkish). MSc Thesis, Institute of Natural and Applied science, Çukurova University Adana, Turkey, 84 p Yavuz S (2010) Hydrogeological parameters used in determining karstic features of Konya-Karapınar Basin (in Turkish). MSc Thesis, Institute of Natural and Applied science, Çukurova University Adana, Turkey, 84 p
Metadaten
Titel
Combining AHP with GIS for assessment of irrigation water quality in Çumra irrigation district (Konya), Central Anatolia, Turkey
verfasst von
Ayla Bozdağ
Publikationsdatum
01.06.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 12/2015
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-014-3972-4

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