Skip to main content
Top
Published in: Environmental Earth Sciences 20/2016

01-10-2016 | Original Article

Investigating the efficiency of information entropy and fuzzy theories to classification of groundwater samples for drinking purposes: Lenjanat Plain, Central Iran

Authors: Salahaddin Kamrani, Mohsen Rezaei, Vahab Amiri, Amir Saberinasr

Published in: Environmental Earth Sciences | Issue 20/2016

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In this study, the drinking groundwater quality of Lenjanat plain, Iran, is classified based on water quality index (WQI), Takagi–Sugeno–Kang fuzzy water quality index (TSKFWQI) and entropy weighted water quality index (EWQI). Groundwater samples from 79 regional monitoring wells and different resources such as agricultural and potable deep wells, rural dug wells, industrial and recreational facilities and drilled wells in the vicinity of pollution sources of urban and rural sewage discharge points were collected and analyzed during 2009–2010. In this research, physicochemical parameters including As, Pb, Cr, Ni, Cu, NO3, Na, K, F, Cl, Ba, Ca, Mg, Fe, SO4 and TDS were used to calculate the drinking quality rank of water samples using WQI, TSKFWQI and EWQI methods. Calculations showed that ranking the groundwater samples using WQI is very similar to ranks determined by entropy-based calculations of water quality index, while the TSKFWQI clearly indicates that this classification method acts stricter than two other methods (WQI and EWQI). In TSKFWQI, the final rank of any sample is very much affected by toxic parameters. It means that a sample with acceptable range of all parameters, except one toxic parameter, falls in the unacceptable rank. As a result, in areas where water chemistry shows the presence of some toxic elements in the groundwater resources, TSKFWQI classification of water with regard to drinking purposes gives more reliable results.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Castellanoa G, González-Santandera JL, Laraa A, Torrensb F (2013) Classification of flavonoid compounds by using entropy of information theory. Phytochem 93:182–191CrossRef Castellanoa G, González-Santandera JL, Laraa A, Torrensb F (2013) Classification of flavonoid compounds by using entropy of information theory. Phytochem 93:182–191CrossRef
go back to reference Chang CI, Chen K, Wang J, Althouse MLG (1994) A relative entropy based approach to image thresholding. Pattern Recogn 27(9):1275–1289CrossRef Chang CI, Chen K, Wang J, Althouse MLG (1994) A relative entropy based approach to image thresholding. Pattern Recogn 27(9):1275–1289CrossRef
go back to reference Chang N, Chen HW, King SK (2001) Identification of river water quality using the fuzzy synthetic evaluation approach. J Environ Manag 63:293–305CrossRef Chang N, Chen HW, King SK (2001) Identification of river water quality using the fuzzy synthetic evaluation approach. J Environ Manag 63:293–305CrossRef
go back to reference Cude CO (2001) Water quality index: a tool for evaluating water quality management effectiveness. J Am Water Resour Assoc 37:125–137CrossRef Cude CO (2001) Water quality index: a tool for evaluating water quality management effectiveness. J Am Water Resour Assoc 37:125–137CrossRef
go back to reference Dahiya S, Kaur A (1999) Assessment of physico-chemical characteristic of underground water in rural areas of Tosham subdivision, Bhiwani-Haryana. J Environ Pollut 6:281–288 Dahiya S, Kaur A (1999) Assessment of physico-chemical characteristic of underground water in rural areas of Tosham subdivision, Bhiwani-Haryana. J Environ Pollut 6:281–288
go back to reference Dahiya S, Kaur A, Garg VK, Jain N (2000) Quantification of fluoride in groundwater in rural area of Tosham subdivision, district Bhiwani, Haryana. Environ Sci Pollut Res 19:417–419 Dahiya S, Kaur A, Garg VK, Jain N (2000) Quantification of fluoride in groundwater in rural area of Tosham subdivision, district Bhiwani, Haryana. Environ Sci Pollut Res 19:417–419
go back to reference Dahiya S, Datta D, Kushwaha HS (2005) A fuzzy synthetic evaluation approach for assessment of physico-chemical quality of groundwater for drinking purposes. Environ Geol 8:158–165 Dahiya S, Datta D, Kushwaha HS (2005) A fuzzy synthetic evaluation approach for assessment of physico-chemical quality of groundwater for drinking purposes. Environ Geol 8:158–165
go back to reference Deshpande AW, Raj DV, Khanna P (1996a) Fuzzy description of river water quality, Paper for International Conference EUFIT Deshpande AW, Raj DV, Khanna P (1996a) Fuzzy description of river water quality, Paper for International Conference EUFIT
go back to reference Deshpande AW, Raj DV, Khanna P (1996b) Agreement Index for water consumption. Paper for international conference EUFIT Deshpande AW, Raj DV, Khanna P (1996b) Agreement Index for water consumption. Paper for international conference EUFIT
go back to reference Duque WO, Huguet NF, Domingo JL, Schuhmacher M (2006) Assessing water quality in rivers with fuzzy inference systems: a case study. Environ Int 32:733–742CrossRef Duque WO, Huguet NF, Domingo JL, Schuhmacher M (2006) Assessing water quality in rivers with fuzzy inference systems: a case study. Environ Int 32:733–742CrossRef
go back to reference Garg VK, Dahiya S, Chaudhary A (1998) Fluoride distribution in underground waters of Jind district, Haryana, India. Ecol Environ Conserv 4:19–23 Garg VK, Dahiya S, Chaudhary A (1998) Fluoride distribution in underground waters of Jind district, Haryana, India. Ecol Environ Conserv 4:19–23
go back to reference Geological Survey of Iran (1976a) Geological Map of Iran 1:100000 Series, Sheet 6354 Shahreza. Ministry of Industry and Mines Geological Survey of Iran (1976a) Geological Map of Iran 1:100000 Series, Sheet 6354 Shahreza. Ministry of Industry and Mines
go back to reference Geological Survey of Iran (1976b) Geological Map of Iran, 1:100000 Series, Sheet 6254 Riz-e-Lenjan. Ministry of Industry and Mines Geological Survey of Iran (1976b) Geological Map of Iran, 1:100000 Series, Sheet 6254 Riz-e-Lenjan. Ministry of Industry and Mines
go back to reference Gharibi H, Mahvia AH, Nabizadeha R, Arabalibeikd H, Yunesiana M, Sowlatf MH (2012) A novel approach in water quality assessment based on fuzzy logic. J Environ Manag 112(15):87–95CrossRef Gharibi H, Mahvia AH, Nabizadeha R, Arabalibeikd H, Yunesiana M, Sowlatf MH (2012) A novel approach in water quality assessment based on fuzzy logic. J Environ Manag 112(15):87–95CrossRef
go back to reference Gibbs RJ (1970) Mechanisms controlling world water chemistry. Science 17:1088–1090CrossRef Gibbs RJ (1970) Mechanisms controlling world water chemistry. Science 17:1088–1090CrossRef
go back to reference Guleda OE, Ibrahim D, Halil H (2004) Assessment of urban air quality in Istanbul using fuzzy synthetic evaluation. Atmos Environ 38(23):3809–3815CrossRef Guleda OE, Ibrahim D, Halil H (2004) Assessment of urban air quality in Istanbul using fuzzy synthetic evaluation. Atmos Environ 38(23):3809–3815CrossRef
go back to reference Icaga Y (2007) Fuzzy evaluation of water quality classification. Ecol Indic 7:710–718CrossRef Icaga Y (2007) Fuzzy evaluation of water quality classification. Ecol Indic 7:710–718CrossRef
go back to reference Iranian Ministry of Energy (1985) The report of geophysical studies in Mobarakeh (Isfahan). Department of Groundwater (in Persian) Iranian Ministry of Energy (1985) The report of geophysical studies in Mobarakeh (Isfahan). Department of Groundwater (in Persian)
go back to reference Jafarian MA (1985) The project of soils studies in Mobarakeh Steel Co. Isfahan University, Isfahan (in Persian) Jafarian MA (1985) The project of soils studies in Mobarakeh Steel Co. Isfahan University, Isfahan (in Persian)
go back to reference Karmakar S, Mujumdar PP (2006) Grey fuzzy optimization model for water quality management of a river system. Adv Water Resour 29:1088–1105CrossRef Karmakar S, Mujumdar PP (2006) Grey fuzzy optimization model for water quality management of a river system. Adv Water Resour 29:1088–1105CrossRef
go back to reference Khaiwal R, Garg VK (2006) Distribution of fluoride in groundwater and its suitability assessment for drinking purposes. Int J Environ Health Res 16:163–166CrossRef Khaiwal R, Garg VK (2006) Distribution of fluoride in groundwater and its suitability assessment for drinking purposes. Int J Environ Health Res 16:163–166CrossRef
go back to reference Kord M, Asghari Moghaddam A (2014) Spatial analysis of Ardabil plain aquifer potable groundwater using fuzzy logic. J King Saud Univ Sci 26(2):129–140CrossRef Kord M, Asghari Moghaddam A (2014) Spatial analysis of Ardabil plain aquifer potable groundwater using fuzzy logic. J King Saud Univ Sci 26(2):129–140CrossRef
go back to reference Lermontova A, Yokoyamab L, Lermontovc M, Augusta Soares Machadod M (2009) River quality analysis using fuzzy water quality index: Ribeira do Iguape river watershed, Brazil. Ecol Indic 9(6):1188–1197CrossRef Lermontova A, Yokoyamab L, Lermontovc M, Augusta Soares Machadod M (2009) River quality analysis using fuzzy water quality index: Ribeira do Iguape river watershed, Brazil. Ecol Indic 9(6):1188–1197CrossRef
go back to reference Lia Z, Guc J, Zhuanga H, Kanga L, Zhaoa X, Guoa Q (2015) Adaptive molecular docking method based on information entropy genetic algorithm. Appl Soft Comput 26:299–302CrossRef Lia Z, Guc J, Zhuanga H, Kanga L, Zhaoa X, Guoa Q (2015) Adaptive molecular docking method based on information entropy genetic algorithm. Appl Soft Comput 26:299–302CrossRef
go back to reference Liou S, Lo S, Wang SA (2004) Generalized water quality index for Taiwan. Environ Monit Assess 96:35–52CrossRef Liou S, Lo S, Wang SA (2004) Generalized water quality index for Taiwan. Environ Monit Assess 96:35–52CrossRef
go back to reference Mitchell MK, Stapp WB (1996) Field manual for water quality monitoring: an environmental education program or schools. Thomson-Shore Inc., Dexter, Michigan, p 277 Mitchell MK, Stapp WB (1996) Field manual for water quality monitoring: an environmental education program or schools. Thomson-Shore Inc., Dexter, Michigan, p 277
go back to reference Nassery HR, Kayhomayoon Z (2013) Source of salinity in the groundwater of Lenjanat plain, Isfahan, Iran. Environ Earth Sci 68:413–427CrossRef Nassery HR, Kayhomayoon Z (2013) Source of salinity in the groundwater of Lenjanat plain, Isfahan, Iran. Environ Earth Sci 68:413–427CrossRef
go back to reference Ocampo-Duquea W, Osorioa C, Piambaa C, Schuhmacherb M, Domingoc JL (2013) Water quality analysis in rivers with non-parametric probability distributions and fuzzy inference systems: application to the Cauca River, Colombia. Environ Int 52:17–28CrossRef Ocampo-Duquea W, Osorioa C, Piambaa C, Schuhmacherb M, Domingoc JL (2013) Water quality analysis in rivers with non-parametric probability distributions and fuzzy inference systems: application to the Cauca River, Colombia. Environ Int 52:17–28CrossRef
go back to reference Parsabe Sepahan Andish (2008) The project of contaminants recognition in Zarinshahr, 13 vols. Zarinshahr Municipality (in Persian) Parsabe Sepahan Andish (2008) The project of contaminants recognition in Zarinshahr, 13 vols. Zarinshahr Municipality (in Persian)
go back to reference Piplani R, Wetjens D (2007) Evaluation of entropy-based dispatching in flexible manufacturing systems. Eur J Oper Res 176:317–331CrossRef Piplani R, Wetjens D (2007) Evaluation of entropy-based dispatching in flexible manufacturing systems. Eur J Oper Res 176:317–331CrossRef
go back to reference Saberi Nasr A, Rezaie M, Dashti Barmaki M (2013) Groundwater contamination analysis using Fuzzy Water Quality index (FWQI): Yazd province, Iran. Geopersia 3(1):47–55 Saberi Nasr A, Rezaie M, Dashti Barmaki M (2013) Groundwater contamination analysis using Fuzzy Water Quality index (FWQI): Yazd province, Iran. Geopersia 3(1):47–55
go back to reference Said A, Stevens D, Selke G (2004) An innovative index for evaluating water quality in streams. Environ Manag 34:406–414CrossRef Said A, Stevens D, Selke G (2004) An innovative index for evaluating water quality in streams. Environ Manag 34:406–414CrossRef
go back to reference Sarath Prasanth SV, Magesh NS, Jitheshlal KV, Chandrasekar N, Gangadhar K (2012) Evaluation of groundwater quality and its suitability for drinking and agricultural use in the coastal stretch of Alappuzha District, Kerala, India. Appl Water Sci 2:165–175CrossRef Sarath Prasanth SV, Magesh NS, Jitheshlal KV, Chandrasekar N, Gangadhar K (2012) Evaluation of groundwater quality and its suitability for drinking and agricultural use in the coastal stretch of Alappuzha District, Kerala, India. Appl Water Sci 2:165–175CrossRef
go back to reference Sargaonkar A, Deshpande V (2003) Development of an overall index of pollution for surface water based on a general classification scheme in Indian context. Environ Monit Assess 89(1):43–67CrossRef Sargaonkar A, Deshpande V (2003) Development of an overall index of pollution for surface water based on a general classification scheme in Indian context. Environ Monit Assess 89(1):43–67CrossRef
go back to reference Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27(379–423):623–656CrossRef Shannon CE (1948) A mathematical theory of communication. Bell Syst Tech J 27(379–423):623–656CrossRef
go back to reference Shen GQ, Lu YT, Wang MN, Sun YQ (2005) Status and fuzzy comprehensive assessment of combined heavy metal and organo-chlorine pesticide pollution in the Taihu Lake region of China. J Environ Manag 76(4):355–362CrossRef Shen GQ, Lu YT, Wang MN, Sun YQ (2005) Status and fuzzy comprehensive assessment of combined heavy metal and organo-chlorine pesticide pollution in the Taihu Lake region of China. J Environ Manag 76(4):355–362CrossRef
go back to reference Shuiabi E, Thomson V, Bhuiyan N (2005) Entropy as a measure of operational flexibility. Eur J Oper Res 165:696–707CrossRef Shuiabi E, Thomson V, Bhuiyan N (2005) Entropy as a measure of operational flexibility. Eur J Oper Res 165:696–707CrossRef
go back to reference Shyu GS, Cheng BY, Chiang CT, Yao PH, Chang TK (2011) Applying factor analysis combined with kriging and information entropy theory for mapping and evaluating the stability of groundwater quality variation in Taiwan. Int J Environ Res Public Health 8:1084–1109CrossRef Shyu GS, Cheng BY, Chiang CT, Yao PH, Chang TK (2011) Applying factor analysis combined with kriging and information entropy theory for mapping and evaluating the stability of groundwater quality variation in Taiwan. Int J Environ Res Public Health 8:1084–1109CrossRef
go back to reference Silvert W (2000) Fuzzy indices of environmental conditions. Ecol Model 130:111–119CrossRef Silvert W (2000) Fuzzy indices of environmental conditions. Ecol Model 130:111–119CrossRef
go back to reference Wang HY (2002) Assessment and prediction of overall environmental quality of Zhuzhou City, Hunan Province, China. J Environ Manag 66(3):329–340CrossRef Wang HY (2002) Assessment and prediction of overall environmental quality of Zhuzhou City, Hunan Province, China. J Environ Manag 66(3):329–340CrossRef
go back to reference Yu S, Liu Y (2011) Evolution of regional transport structure information entropy and its dynamic analysis. J Transp Syst Eng Inform Technol 11(4):91–96 Yu S, Liu Y (2011) Evolution of regional transport structure information entropy and its dynamic analysis. J Transp Syst Eng Inform Technol 11(4):91–96
go back to reference Zou ZH, Yun Y, Sun JN (2006) Entropy method for determination of weight of evaluating in fuzzy synthetic evaluation for water quality assessment indicators. J Environ Sci 18(5):1020–1023CrossRef Zou ZH, Yun Y, Sun JN (2006) Entropy method for determination of weight of evaluating in fuzzy synthetic evaluation for water quality assessment indicators. J Environ Sci 18(5):1020–1023CrossRef
Metadata
Title
Investigating the efficiency of information entropy and fuzzy theories to classification of groundwater samples for drinking purposes: Lenjanat Plain, Central Iran
Authors
Salahaddin Kamrani
Mohsen Rezaei
Vahab Amiri
Amir Saberinasr
Publication date
01-10-2016
Publisher
Springer Berlin Heidelberg
Published in
Environmental Earth Sciences / Issue 20/2016
Print ISSN: 1866-6280
Electronic ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-016-6185-1

Other articles of this Issue 20/2016

Environmental Earth Sciences 20/2016 Go to the issue