Skip to main content
Erschienen in: Environmental Earth Sciences 11/2016

01.06.2016 | Original Article

Geostatistical techniques to evaluate groundwater contamination and its sources in Miryang City, Korea

verfasst von: Senapathi Venkatramanan, Sang Yong Chung, Tae Hyung Kim, Byung-Woo Kim, Sekar Selvam

Erschienen in: Environmental Earth Sciences | Ausgabe 11/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Miryang City has high seasonal variations in precipitation and small number of surface reservoirs. It uses much groundwater for living and irrigation purposes. This study delineates the characteristics and the controlling factors of groundwater contamination using multivariate statistical analyses and kriging method. GIS spatial maps showed that groundwater contamination was occurred mainly in the central and southern areas and partly in the southwestern and northern areas. It may be attributed to the effect of residual saline water, irrigation, livestock wastes and municipal sewage. Ca-HCO3 water type was the most predominant in the groundwater of the study area. Ca-Cl2, Na-Cl and Na-HCO3 water types were dominant in order, due to the influence of residual saline water and anthropogenic activity. Geostatistical techniques were applied to classify the groundwater samples and to identify the geochemical processes and sources controlling the groundwater geochemistry. The scatter diagrams of factor score versus topographic elevation and groundwater level represented that groundwater was influenced by saline water and NO3-N at <85 m of well elevation. The areas and degrees of groundwater contamination were understood from the spatial distribution maps of factor scores versus groundwater level. Chemical characteristics and contamination sources of groundwater were identified from cluster and factor analyses. Kriging method was useful for the production of distribution maps showing the degree and location of groundwater contamination. Thus, geostatistical techniques including factor analysis, cluster analysis and kriging method played very important roles in evaluating groundwater contamination and identifying contamination sources.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
Zurück zum Zitat Adepelumi AA, Ako BD, Ajayi TR, Afolabi O, Omotosa EJ (2009) Delineation of saltwater intrusion into the freshwater aquifer of Lekki Peninsula, Logas, Nigeria. Environ Geol 56:927–933CrossRef Adepelumi AA, Ako BD, Ajayi TR, Afolabi O, Omotosa EJ (2009) Delineation of saltwater intrusion into the freshwater aquifer of Lekki Peninsula, Logas, Nigeria. Environ Geol 56:927–933CrossRef
Zurück zum Zitat Amer AM (1995) Saltwater intrusion in coastal aquifers. Water Resour Manag 2:521–529 Amer AM (1995) Saltwater intrusion in coastal aquifers. Water Resour Manag 2:521–529
Zurück zum Zitat American Public Health Association (APHA) (1995) Standard methods for the examination for water and wastewater, 19th edn. Public Health Association, Washington American Public Health Association (APHA) (1995) Standard methods for the examination for water and wastewater, 19th edn. Public Health Association, Washington
Zurück zum Zitat Andreasen D, Fleck W (1997) Use of bromide: chloride ratios to differentiate potential sources of chloride in a shallow, unconfined aquifer affected by brackish-water intrusion. Hydrogeol J 5:17–26CrossRef Andreasen D, Fleck W (1997) Use of bromide: chloride ratios to differentiate potential sources of chloride in a shallow, unconfined aquifer affected by brackish-water intrusion. Hydrogeol J 5:17–26CrossRef
Zurück zum Zitat Anithamary I, Ramkumar T, Venkatramanan S (2012) Application of statistical analysis for the hydrogeochemistry of saline groundwater in Kodiakarai, Tamilnadu, India. J Coast Res 28:89–98 Anithamary I, Ramkumar T, Venkatramanan S (2012) Application of statistical analysis for the hydrogeochemistry of saline groundwater in Kodiakarai, Tamilnadu, India. J Coast Res 28:89–98
Zurück zum Zitat Barbecot F, Marlin C, Gibert E, Dever L (2000) Hydrochemical and isotopic characterisation of the Bathonian and Bajocian coastal aquifer of the Caen area (Northern France). Appl Geochem 15:791–805CrossRef Barbecot F, Marlin C, Gibert E, Dever L (2000) Hydrochemical and isotopic characterisation of the Bathonian and Bajocian coastal aquifer of the Caen area (Northern France). Appl Geochem 15:791–805CrossRef
Zurück zum Zitat Capaccioni B, Didero M, Paletta C, Didero L (2005) Saline intrusion and refreshing in a multilayer coastal aquifer in the Catania Plain (Sicily, Southern Italy): dynamics of degradation processes according to the hydrochemical characteristics of groundwater. J Hydrol 307:1–16CrossRef Capaccioni B, Didero M, Paletta C, Didero L (2005) Saline intrusion and refreshing in a multilayer coastal aquifer in the Catania Plain (Sicily, Southern Italy): dynamics of degradation processes according to the hydrochemical characteristics of groundwater. J Hydrol 307:1–16CrossRef
Zurück zum Zitat Chidambaram S, Senthil Kumar G, Prasanna MV, John Peter A, Ramanathan AL, Srinivasamoorthy K (2009) A study on the hydrogeology and hydrogeochemistry of groundwater from different depths in a coastal aquifer: Annamalai Nagar, Tamilnadu, India. Environ Geol 57:59–73CrossRef Chidambaram S, Senthil Kumar G, Prasanna MV, John Peter A, Ramanathan AL, Srinivasamoorthy K (2009) A study on the hydrogeology and hydrogeochemistry of groundwater from different depths in a coastal aquifer: Annamalai Nagar, Tamilnadu, India. Environ Geol 57:59–73CrossRef
Zurück zum Zitat Chidambaram S, Ramanathan AL, Prasanna MV, Karmegam U, Dheivanayagi V, Ramesh R, Johnsonbabu G, Premchander B, Manikandan S (2010) Study on the hydrogeochemical characteristics in groundwater, post- and pre-tsunami scenario, from Portnova to Pumpuhar, southeast coast of India. Environ Monit Assess 169:553–568CrossRef Chidambaram S, Ramanathan AL, Prasanna MV, Karmegam U, Dheivanayagi V, Ramesh R, Johnsonbabu G, Premchander B, Manikandan S (2010) Study on the hydrogeochemical characteristics in groundwater, post- and pre-tsunami scenario, from Portnova to Pumpuhar, southeast coast of India. Environ Monit Assess 169:553–568CrossRef
Zurück zum Zitat Chung SY, Venkatramanan S, Kim TH, Kim DS, Ramkumar T (2015) Influence of hydrogeochemical processes and assessment of suitability for groundwater uses in Busan City, Korea. Environ Dev Sustain 17:423–441CrossRef Chung SY, Venkatramanan S, Kim TH, Kim DS, Ramkumar T (2015) Influence of hydrogeochemical processes and assessment of suitability for groundwater uses in Busan City, Korea. Environ Dev Sustain 17:423–441CrossRef
Zurück zum Zitat Davis JC (2002) Statistics and data analysis in geology, 3rd edn. Wiley, Hoboken Davis JC (2002) Statistics and data analysis in geology, 3rd edn. Wiley, Hoboken
Zurück zum Zitat Dragon K (2006) Application of factor analysis to study contamination of a semi-confined aquifer (Wielkopolska Buried Valley aquifer, Poland). J Hydrol 331:272–279CrossRef Dragon K (2006) Application of factor analysis to study contamination of a semi-confined aquifer (Wielkopolska Buried Valley aquifer, Poland). J Hydrol 331:272–279CrossRef
Zurück zum Zitat Elampoornam T, Rajmohan N, Abirami L (1999) Hydrochemical studies of artesian well waters in Cauvery Deltaic Area, South India. Indian J Environ Health 41:107–114 Elampoornam T, Rajmohan N, Abirami L (1999) Hydrochemical studies of artesian well waters in Cauvery Deltaic Area, South India. Indian J Environ Health 41:107–114
Zurück zum Zitat Farber E, Vengosh A, Gavrieli I, Marie BTD, Mayer B, Polak A, Shavit U (2007) The geochemistry of groundwater resources in the Jordan Valley: impact of the Rift Valley brines. Appl Geochem 22:494–514CrossRef Farber E, Vengosh A, Gavrieli I, Marie BTD, Mayer B, Polak A, Shavit U (2007) The geochemistry of groundwater resources in the Jordan Valley: impact of the Rift Valley brines. Appl Geochem 22:494–514CrossRef
Zurück zum Zitat Freeze AR, Cherry JA (1979) Groundwater. Prentice-Hall Inc., Englewood Cliffs Freeze AR, Cherry JA (1979) Groundwater. Prentice-Hall Inc., Englewood Cliffs
Zurück zum Zitat Giambastiani B, Antonellini M, Oude Essink G, Sturman R (2007) Saltwater intrusion in the unconfined coastal aquifer of Ravenna (Italy): a numerical model. J Hydrol 340:91–104CrossRef Giambastiani B, Antonellini M, Oude Essink G, Sturman R (2007) Saltwater intrusion in the unconfined coastal aquifer of Ravenna (Italy): a numerical model. J Hydrol 340:91–104CrossRef
Zurück zum Zitat Gupta S, Mahato A, Roy P, Datta JK (2008) Geochemistry of groundwater, Burdwan District, West Bengal, India. Environ Geol 53:1271–1282CrossRef Gupta S, Mahato A, Roy P, Datta JK (2008) Geochemistry of groundwater, Burdwan District, West Bengal, India. Environ Geol 53:1271–1282CrossRef
Zurück zum Zitat Hu K, Huang Y, Li H, Li B, Chen D, White RE (2005) Spatial variability of shallow groundwater level, electrical conductivity and nitrate concentration, and risk assessment of nitrate contamination in North China Plain. Environ Int 31:896–903CrossRef Hu K, Huang Y, Li H, Li B, Chen D, White RE (2005) Spatial variability of shallow groundwater level, electrical conductivity and nitrate concentration, and risk assessment of nitrate contamination in North China Plain. Environ Int 31:896–903CrossRef
Zurück zum Zitat Jalali M (2007) Hydrochemical identification of groundwater resources and their changes under the impacts of human activity in the Chah Basin in western Iran. Environ Monit Assess 130:347–367CrossRef Jalali M (2007) Hydrochemical identification of groundwater resources and their changes under the impacts of human activity in the Chah Basin in western Iran. Environ Monit Assess 130:347–367CrossRef
Zurück zum Zitat Jeong CH (2001) Effect of land use and urbanization on hydrochemistry and contamination of groundwater from Taejon area, Korea. J Hydrol 253:194–210CrossRef Jeong CH (2001) Effect of land use and urbanization on hydrochemistry and contamination of groundwater from Taejon area, Korea. J Hydrol 253:194–210CrossRef
Zurück zum Zitat Journel AG, Huijbregts CH (1978) Mining geostatistics. Academic Press, Cambridge Journel AG, Huijbregts CH (1978) Mining geostatistics. Academic Press, Cambridge
Zurück zum Zitat Kass A, Gavrieli I, Yechieli Y, Vengosh A, Starinsky A (2005) The impact of freshwater and wastewater irrigation on the chemistry of shallow groundwater: a case study from the Israeli Coastal Aquifer. J Hydrol 300:314–331CrossRef Kass A, Gavrieli I, Yechieli Y, Vengosh A, Starinsky A (2005) The impact of freshwater and wastewater irrigation on the chemistry of shallow groundwater: a case study from the Israeli Coastal Aquifer. J Hydrol 300:314–331CrossRef
Zurück zum Zitat Kim TH, Chung SY, Park N, Hamm SY, Lee SY, Kim YB (2012) Combined analyses of chemometrics and kriging for identifying groundwater contamination sources and origins at the Masan coastal area in Korea. Environ Earth Sci 67:1373–1388CrossRef Kim TH, Chung SY, Park N, Hamm SY, Lee SY, Kim YB (2012) Combined analyses of chemometrics and kriging for identifying groundwater contamination sources and origins at the Masan coastal area in Korea. Environ Earth Sci 67:1373–1388CrossRef
Zurück zum Zitat Liu CW, Jang CS, Liao CM (2004) Evaluation of arsenic contamination potential using indicator kriging in the Yun-Lin aquifer (Taiwan). Sci Total Environ 321:173–188CrossRef Liu CW, Jang CS, Liao CM (2004) Evaluation of arsenic contamination potential using indicator kriging in the Yun-Lin aquifer (Taiwan). Sci Total Environ 321:173–188CrossRef
Zurück zum Zitat Marie A, Vengosh A (2001) Sources of salinity in groundwater from Jericho area, Jordan valley. Groundwater 39:240–248CrossRef Marie A, Vengosh A (2001) Sources of salinity in groundwater from Jericho area, Jordan valley. Groundwater 39:240–248CrossRef
Zurück zum Zitat Melloul LC, Goldenberg AJ (1998) Early-indicator signals of groundwater contamination: the case of seawater encroachment. Environ Geol 33:279–288CrossRef Melloul LC, Goldenberg AJ (1998) Early-indicator signals of groundwater contamination: the case of seawater encroachment. Environ Geol 33:279–288CrossRef
Zurück zum Zitat Mondal NC, Singh VS, Saxena VK, Prasad RK (2008) Improvement of ground water quality due to fresh water ingress in Potharlanka Island, Krishna delta, India. Environ Geol 55:595–603CrossRef Mondal NC, Singh VS, Saxena VK, Prasad RK (2008) Improvement of ground water quality due to fresh water ingress in Potharlanka Island, Krishna delta, India. Environ Geol 55:595–603CrossRef
Zurück zum Zitat Ozler HM (2003) Hydrochemistry and salt-water intrusion in the Van aquifer, East Turkey. Environ Geol 43:759–775 Ozler HM (2003) Hydrochemistry and salt-water intrusion in the Van aquifer, East Turkey. Environ Geol 43:759–775
Zurück zum Zitat Panagopoulos G, Lambrakis N, Tsolis-Katagas P, Papoulis D (2004) Cation exchange processes and human activities in unconfined aquifers. Environ Geol 46:542–552CrossRef Panagopoulos G, Lambrakis N, Tsolis-Katagas P, Papoulis D (2004) Cation exchange processes and human activities in unconfined aquifers. Environ Geol 46:542–552CrossRef
Zurück zum Zitat Piper AM (1953) A graphic procedure in the geochemical interpretation of water analyses. Trans. US Geol Survey. Groundwater Notes, 12 p Piper AM (1953) A graphic procedure in the geochemical interpretation of water analyses. Trans. US Geol Survey. Groundwater Notes, 12 p
Zurück zum Zitat Prasanna MV, Chidambaram S, Shahul Hameed A, Srinivasamoorthy K (2009) Study of evaluation of groundwater in Gadilam basin using hydrogeochemical and isotope data. Environ Monit Assess 168:63–90CrossRef Prasanna MV, Chidambaram S, Shahul Hameed A, Srinivasamoorthy K (2009) Study of evaluation of groundwater in Gadilam basin using hydrogeochemical and isotope data. Environ Monit Assess 168:63–90CrossRef
Zurück zum Zitat Rajmohan N, Elango L, Elampooranam T (1997) Seasonal and spatial variation in magnesium and chloride concentration in groundwater of Nagai Quaid E Milleth District in Tamil Nadu. Indian J Environ Prot 17:448–453 Rajmohan N, Elango L, Elampooranam T (1997) Seasonal and spatial variation in magnesium and chloride concentration in groundwater of Nagai Quaid E Milleth District in Tamil Nadu. Indian J Environ Prot 17:448–453
Zurück zum Zitat Rajmohan N, Al-Futaisi A, Jamrah A (2007) Evaluation of long-term groundwater level data in regular monitoring wells, Barka, Sultanate of Oman. Hydrol Process 21:3367–3379CrossRef Rajmohan N, Al-Futaisi A, Jamrah A (2007) Evaluation of long-term groundwater level data in regular monitoring wells, Barka, Sultanate of Oman. Hydrol Process 21:3367–3379CrossRef
Zurück zum Zitat Ramkumar T, Venkatramanan S, Anithamary I, Ibrahim S (2011) Evaluation of hydrogeochemical parameters and quality assessment of the groundwater in Kottur blocks, Tiruvarur district, Tamilnadu, India. Arab J Geosci 6:101–108CrossRef Ramkumar T, Venkatramanan S, Anithamary I, Ibrahim S (2011) Evaluation of hydrogeochemical parameters and quality assessment of the groundwater in Kottur blocks, Tiruvarur district, Tamilnadu, India. Arab J Geosci 6:101–108CrossRef
Zurück zum Zitat Saxena VK, Mondal NC, Singh VS (2004) Identification of seawater ingress using Sr and B in Krishna delta, India. Curr Sci 86:586–590 Saxena VK, Mondal NC, Singh VS (2004) Identification of seawater ingress using Sr and B in Krishna delta, India. Curr Sci 86:586–590
Zurück zum Zitat Simeonov V, Stratis JA, Samara C, Zachariadis G, Voutsa D, Anthemidis A, Sofoniou M, Kouimtzis T (2003) Assessment of the surface water quality in Northern Greece. Water Res 37:4119–4124CrossRef Simeonov V, Stratis JA, Samara C, Zachariadis G, Voutsa D, Anthemidis A, Sofoniou M, Kouimtzis T (2003) Assessment of the surface water quality in Northern Greece. Water Res 37:4119–4124CrossRef
Zurück zum Zitat Singh KP, Malik A, Singh VK, Mohan D, Sinha S (2005) Chemometric analysis of groundwater quality data of alluvial aquifer of Gangetic plain, North India. Anal Chim Acta 550:82–91CrossRef Singh KP, Malik A, Singh VK, Mohan D, Sinha S (2005) Chemometric analysis of groundwater quality data of alluvial aquifer of Gangetic plain, North India. Anal Chim Acta 550:82–91CrossRef
Zurück zum Zitat Subba Rao N, Surya Rao P, Venktram RG, Nagamani M, Vidyasagar G, Satyanarayana N (2012) Chemical characteristics of groundwater and assessment of groundwater quality in Varaha River Basin, Visakhapatnam District, Andhra Pradesh, India. Environ Monit Assess 184:5189–5214CrossRef Subba Rao N, Surya Rao P, Venktram RG, Nagamani M, Vidyasagar G, Satyanarayana N (2012) Chemical characteristics of groundwater and assessment of groundwater quality in Varaha River Basin, Visakhapatnam District, Andhra Pradesh, India. Environ Monit Assess 184:5189–5214CrossRef
Zurück zum Zitat Terzic J, Markovic T, Pekas Z (2008) Influence of sea-water intrusion and agricultural production on the Blato aquifer, Island of Korcula, Croatia. Environ Geol 54:719–729CrossRef Terzic J, Markovic T, Pekas Z (2008) Influence of sea-water intrusion and agricultural production on the Blato aquifer, Island of Korcula, Croatia. Environ Geol 54:719–729CrossRef
Zurück zum Zitat Theodossiou N, Latinopoulos P (2006) Evaluation and optimization of groundwater observation networks using the kriging methodology. Environ Model Softw 21:991–1000CrossRef Theodossiou N, Latinopoulos P (2006) Evaluation and optimization of groundwater observation networks using the kriging methodology. Environ Model Softw 21:991–1000CrossRef
Zurück zum Zitat Trabelsi R, Zairi M, Dhia H (2007) Groundwater salinization of the SFAX superficial aquifer, Tunisia. Hydrogeol J 15:1341–1355CrossRef Trabelsi R, Zairi M, Dhia H (2007) Groundwater salinization of the SFAX superficial aquifer, Tunisia. Hydrogeol J 15:1341–1355CrossRef
Zurück zum Zitat Valipour M (2012a) A comparison between horizontal and vertical drainage systems (include pipe drainage, open ditch drainage, and pumped wells) in Anisotropic soils. IOSR J Mech Civil Eng 4:7–12CrossRef Valipour M (2012a) A comparison between horizontal and vertical drainage systems (include pipe drainage, open ditch drainage, and pumped wells) in Anisotropic soils. IOSR J Mech Civil Eng 4:7–12CrossRef
Zurück zum Zitat Valipour M (2012b) Effect of drainage parameters change on amount of drain discharge in subsurface drainage systems. IOSR J Mech Civil Eng 4:10–18CrossRef Valipour M (2012b) Effect of drainage parameters change on amount of drain discharge in subsurface drainage systems. IOSR J Mech Civil Eng 4:10–18CrossRef
Zurück zum Zitat Valipour M (2014) Drainage, waterlogging and salinity. Arch Agron Soil Sci 60:1625–1640 Valipour M (2014) Drainage, waterlogging and salinity. Arch Agron Soil Sci 60:1625–1640
Zurück zum Zitat Venkatramanan S, Ramkumar T, Anithamary I (2012) A statistical approach on hydrogeochemistry of groundwater in Muthupet coastal region, Tamilnadu, India. Carpathian J Earth Environ Sci 7:47–54 Venkatramanan S, Ramkumar T, Anithamary I (2012) A statistical approach on hydrogeochemistry of groundwater in Muthupet coastal region, Tamilnadu, India. Carpathian J Earth Environ Sci 7:47–54
Zurück zum Zitat Venkatramanan S, Chung SY, Ramkumar T, Gnanachandrasamy G, Vasudevan S (2013) A multivariate statistical approaches on physicochemical characteristics of groundwater in and around Nagapattinam district, Cauvery deltaic region of Tamil Nadu, India. Earth Sci Res J 17:97–103 Venkatramanan S, Chung SY, Ramkumar T, Gnanachandrasamy G, Vasudevan S (2013) A multivariate statistical approaches on physicochemical characteristics of groundwater in and around Nagapattinam district, Cauvery deltaic region of Tamil Nadu, India. Earth Sci Res J 17:97–103
Zurück zum Zitat Venkatramanan S, Chung SY, Lee SY, Park S (2014) Assessment of river water quality via environmentric multivariate statistical tools and water quality index: a case study of Nakdong River Basin, Korea. Carpathian J Earth Environ Sci 9:125–132 Venkatramanan S, Chung SY, Lee SY, Park S (2014) Assessment of river water quality via environmentric multivariate statistical tools and water quality index: a case study of Nakdong River Basin, Korea. Carpathian J Earth Environ Sci 9:125–132
Zurück zum Zitat Venkatramanan S, Chung SY, Ramkumar T, Rajesh R, Gnanachandrasamy G (2015a) Assessment of groundwater quality using GIS and CCME WQI techniques: a case study of Thiruthuraipoondi city in Cauvery deltaic region, Tamil Nadu, India. Desalin Water Treat. doi:10.1080/19443994.2015.1048740 Venkatramanan S, Chung SY, Ramkumar T, Rajesh R, Gnanachandrasamy G (2015a) Assessment of groundwater quality using GIS and CCME WQI techniques: a case study of Thiruthuraipoondi city in Cauvery deltaic region, Tamil Nadu, India. Desalin Water Treat. doi:10.​1080/​19443994.​2015.​1048740
Zurück zum Zitat Venkatramanan S, Chung SY, Ramkumar T, Gnanachandrasamy G, Vasudevan S, Lee SY (2015b) Application of GIS and hydrogeochemistry of groundwater pollution status of Nagapattinam district of Tamil Nadu, India. Environ Earth Sci 73:4429–4442CrossRef Venkatramanan S, Chung SY, Ramkumar T, Gnanachandrasamy G, Vasudevan S, Lee SY (2015b) Application of GIS and hydrogeochemistry of groundwater pollution status of Nagapattinam district of Tamil Nadu, India. Environ Earth Sci 73:4429–4442CrossRef
Zurück zum Zitat Venkatramanan S, Chung SY, Rajesh R, Lee SY, Ramkumar T, Prasanna MV (2015c) Comprehensive studies of hydrogeochemical processes and quality status of groundwater with tools of cluster, grouping analysis, and fuzzy set method using GIS platform: a case study of Dalcheon in Ulsan City. Environ Sci Pollut Res, Korea. doi:10.1007/s11356-015-4290-4 Venkatramanan S, Chung SY, Rajesh R, Lee SY, Ramkumar T, Prasanna MV (2015c) Comprehensive studies of hydrogeochemical processes and quality status of groundwater with tools of cluster, grouping analysis, and fuzzy set method using GIS platform: a case study of Dalcheon in Ulsan City. Environ Sci Pollut Res, Korea. doi:10.​1007/​s11356-015-4290-4
Zurück zum Zitat Walker BR, Jolly LD, Cook PG (1991) A new chloride leaching approach to the estimation of diffuse recharge following a change in land use. J Hydrol 128:49–67CrossRef Walker BR, Jolly LD, Cook PG (1991) A new chloride leaching approach to the estimation of diffuse recharge following a change in land use. J Hydrol 128:49–67CrossRef
Zurück zum Zitat Wang Y, Ma T, Luo Z (2001) Geostatistical and geochemical analysis of surface water leakage into groundwater on a regional scale: a case study in the Liulin karst system, northwestern China. J Hydrol 246:223–234CrossRef Wang Y, Ma T, Luo Z (2001) Geostatistical and geochemical analysis of surface water leakage into groundwater on a regional scale: a case study in the Liulin karst system, northwestern China. J Hydrol 246:223–234CrossRef
Zurück zum Zitat Ward JH (1963) Hierarchical grouping to optimize an objective function. J Am Stat Assoc 58:236–244CrossRef Ward JH (1963) Hierarchical grouping to optimize an objective function. J Am Stat Assoc 58:236–244CrossRef
Zurück zum Zitat Zhou F, Guo H, Liu Y, Jiang Y (2007) Chemometrics data analysis of marine water quality and source identification in Southern Hong Kong. Mar Pollut Bull 54:745–756CrossRef Zhou F, Guo H, Liu Y, Jiang Y (2007) Chemometrics data analysis of marine water quality and source identification in Southern Hong Kong. Mar Pollut Bull 54:745–756CrossRef
Metadaten
Titel
Geostatistical techniques to evaluate groundwater contamination and its sources in Miryang City, Korea
verfasst von
Senapathi Venkatramanan
Sang Yong Chung
Tae Hyung Kim
Byung-Woo Kim
Sekar Selvam
Publikationsdatum
01.06.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 11/2016
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-016-5813-0

Weitere Artikel der Ausgabe 11/2016

Environmental Earth Sciences 11/2016 Zur Ausgabe