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ARTICLES

Application of geostatistics with Indicator Kriging for analyzing spatial variability of groundwater arsenic concentrations in Southwest Bangladesh

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Pages 1185-1196 | Published online: 31 Aug 2011

References

  • Smith , A. H. , Lingas , E. O. and Rahman , M. 2000 . Contamination of drinking-water by arsenic in Bangladesh: a public health emergency . Bulletin of the World Health Organization , 78 : 1093 – 1103 .
  • Stute , M. , Zheng , Y. , Schlosser , P. , Horneman , A. , Dhar , R. K. , Hoque , M. A. , Seddique , A. A. , Shamsudduha , M. , Ahmed , K. M. and van Geen , A. 2007 . Hydrological Control of As Concentrations in Bangladesh Groundwater . Water Resour. Res , : 43
  • Yu , W. H. , Harvey , C. M. and Harvey , C. F. 2003 . Arsenic in groundwater in Bangladesh: a geostatistical and epidemiological framework for evaluating health effects and potential remedies . Water Resour. Res. , 39 ( 6 ) : 1146
  • van Geen , A , Zheng , Y. , Vesteeg , R. , Stute , M. , Horneman , A. , Dhar , R. , Steckler , M. , Gelman , A. , Ahsan , H. , Graziano , J. H. , Hussain , I. and Ahmed , K. M. 2003 . Spatial variability of arsenic in 6000 tubewells in a 25 km2 area of Bangladesh . Water Resour. Res. , 39 ( 5 ) : 1140
  • Ghosh , A. , Sarkar , D. , Dutta , D. and Bhattacharyya , P. 2004 . Spatial variability and concentration of arsenic in the groundwater of a region in Nadia district, West Bengal, India . Arch. Agron. Soil Sci. , 50 : 521 – 527 .
  • Hossain , F. and Sivakumar , B. 2005 . Spatial pattern of arsenic contamination in shallow wells of Bangladesh: Regional geology and nonlinear dynamics. Stochast . Environ. Res. Risk Assess. , 20 ( 1–2 ) : 66 – 76 .
  • Peters , S. C. and Burkert , L. 2008 . The occurrence and geochemistry of arsenic in groundwaters of the Newark basin of Pennsylvania . Appl. Geochem. , 23 : 85 – 98 .
  • Sharif , M. U. , Davis , R. K. , Steele , K. F. , Kim , B. , Hays , P. D. , Kresse , T. M. and Fazio , J. A. 2008 . Distribution and variability of redox zones controlling spatial variability of arsenic in the Mississippi River Valley alluvial aquifer, southeastern Arkansas . J. Contam. Hydrol. , 99 ( 1–4 ) : 49 – 67 .
  • Smedley , P. L. , Nicolli , H. B. , Macdonald , D. M.J. , Barros , A. J. and Tullio , J. O. 2002 . Hydrogeochemistry of arsenic and other inorganic constituents in groundwaters from La Pampa . Argentina. Appl. Geochem. , 17 : 259 – 284 .
  • Wang , S. W. , Liu , C. W. and Jang , C. S. 2007 . Factors responsible for high arsenic concentrations in two groundwater catchments in Taiwan . Appl. Geochem , 22 : 460 – 476 .
  • Mukherjee , A. , Fryar , A. E. , Scanlon , B. R. , Bhattacharya , P. and Bhattacharya , A. 2011 . Elevated arsenic in deeper groundwater of the western Bengal Basin, India: Extent and controls from regional to local scale . Appl. Geochem , doi:10.1016/j.apgeochem.2011.01.017 (in press)
  • Nadakavukaren , J. J. , Ingermann , R. L. , Jeddeloh , G. and Falkowski , S. J. 1984 . Seasonal variation of arsenic concentration in well water in Lane County, Oregon . Bull. Environ. Contam. Toxicol , 33 : 264 – 269 .
  • Jakariya , M. , Bhattacharya , P. , Hassan , M. M. , Ahmed , K. M. , Hasan , M. A. and Nahar , S. 2009 . “ Temporal Variation of Groundwater Arsenic Concentrations in Southwest Bangladesh ” . In Natural Arsenic in Groundwater of Latin America - Occurrence, health impact and remediation , Edited by: Bundschuh , J. , Armienta , M. A. , Birkle , P. , Bhattacharya , P. , Matschullat , J. and Mukherjee , A. B. 225 – 233 . Leiden, , The Netherlands : CRC Press/Balkema . Interdisciplinary Book Series: Arsenic in the Environment Volume 1, Bundschuh, J.; Bhattacharya, P. (Series Editors)
  • Journel , A. G. 1983 . Nonparametric estimation of spatial distributions . Math. Geol , 15 : 445 – 468 .
  • Bastante , F. G. , Ordóñez , C. , Taboada , J. and Matías , J. M. 2008 . Comparison of indicator kriging, conditional indicator simulation and multiple-point statistics used to model slate deposits . Engin. Geol. , 81 : 50 – 59 .
  • Braimoh , A. K. and Onishi , T. 2007 . Geostatistical techniques for incorporating spatial correlation into land use change models . Int. J. Appl. Earth Observ. Geoinform , 9 : 438 – 446 .
  • Meliker , J. R. , AvRuskin , G. A. , Slotnick , M. J. , Goovaerts , P. , Schottenfeld , D. , Jacquez , G. M. and Nriagu , J. O. 2008 . Validity of spatial models of arsenic concentrations in private well water . Environ. Res. , 106 : 42 – 50 .
  • Hassan , M. M. , Atkins , P. J. and Dunn , C. E. 2003 . The spatial pattern of risk from arsenic poisoning: a Bangladesh case study . J. Environ. Sci. Health, Part A , A38 ( 1 ) : 1 – 24 .
  • BBS. Bangladesh Population census (1991) . 1991 . Thana Statistics , Dhaka, , Bangladesh : Bangladesh Bureau of Statistics .
  • Dowling , C. B. , Poreda , R. J. , Basu , A. R. , Peters , S. L. and Aggarwal , P. K. 2002 . Geochemical study of arsenic release mechanisms in the Bengal Basin groundwater . Water Resour. Res. , 38 : 1173 – 1190 .
  • Umitsu , M . 1993 . Late Quaternary sedimentary environments and landforms in the Ganges Delta . Sedi. Geol , 83 : 177 – 186 .
  • DPHE/DfID/JICA . 2006 . Development of Deep Aquifer Database and Preliminary Deep Aquifer Map (First Phase) Dhaka, , Bangladesh
  • Durham , N. and Kosmus , W. Analytical considerations of arsenic contamination in water . Paper presented at the 28th WEDC Conference (Sustainable Environmental Sanitation and Water Services) . Kolkata, India.
  • Rahman , M. M. , Mukherjee , D. , Sengupta , M. K. , Chowdhury , U. K. , Lodh , D. , Chanda , C. R. , Roy , S. , Selim , M. , Quamruzzaman , Q. , Milton , A. H. , Shahidullah , S. M. , Rahman , M. T. and Chakraborti , D. 2002 . Effectiveness and reliability of arsenic field testing kits: are the million dollar screening projects effective or not? . Environ. Sci. Technol , 36 : 5385 – 5394 .
  • Erickson , B. E. 2003 . Field kits fail to provide accurate measure of arsenic in groundwater. Environ . Sci. Technol , 37 : 35A – 38A .
  • Le , X. C. , Cullen , W. R. , Reimer , K. J. and Brindle , I. D. 1992 . A new continuous hydride generator for the determination of arsenic, Antimony and tin by hybride generation atomic absorption spectrometry . Anal. Chim. Acta , 258 : 307 – 315 .
  • Samanta , G. and Chakraborti , D. 1997 . Flow injection atomic absorption spectrometry for the standardization of arsenic, lead and mercury in environmental and biological standard reference materials . Fres. J. Anal. Chem. , 357 : 827 – 832 .
  • Samanta , G. , Roy Chowdhury , T. , Mandal , B. K. , Biswas , B. K. , Chowdhury , U. K. , Basu , G. K. , Chanda , C. R. , Lodh , D. and Chakraborti , D. 1999 . Flow injection hydride generation atomic absorption spectrometry for determination of arsenic in water and biological samples from arsenic-affected districts of West Bengal, India, and Bangladesh . Microchem. J. , 62 : 174 – 191 .
  • Journel , A. G. and Huijbregts , C. J. 1978 . Mining Geostatistics , San Diego : Academic Press .
  • Isaaks , E. H. and Srivastava , R. M. 1989 . An Introduction to Applied Geostatistics , New York : Oxford University Press .
  • Xu , C. , He , H. S. , Hu , Y. , Chang , Y. , Li , X. and Bu , R. 2005 . Latin hypercube sampling and geostatistical modeling of spatial uncertainty in a spatially explicit forest landscape model simulation . Ecol. Model , 185 : 255 – 269 .
  • Lee , J. J. , Jang , C. S. , Wang , S. W. and Liu , C. W. 2007 . Evaluation of potencial health risk of arsenic-affected groundwater using indicador kriging and dose response model . Sci. Total Environ. , 384 : 151 – 162 .
  • Deutsch , C. and Journel , A. 1998 . GSLIB: geostatistical software library and user's guide , New York : Oxford University Press .
  • Srivastava , R. M. 1996 . “ Describing spatial variability using geostatistical analysis ” . In Geostatistics for Environmental and Geotechnical Applications , Edited by: Rouhani , S. , Srivastava , R. M. , Desbarats , A. J. , Cromer , M. V. and Johnson , A. I. Ann Arbor, MI : American Society for Testing and Materials .
  • Cressie , N. 1985 . Fitting variogram models by weighted least square . Math. Geol. , 17 ( 5 ) : 563 – 586 .
  • Smith , J. L. , Halvorson , J. J. and Papendick , R. I. 1993 . Usingmultiple-variable indicator kriging for evaluating soil quality . Soil Sci. Soc. Amer. J , 57 : 743 – 749 .
  • Sullivan , J. 1984 . “ Conditional recovery estimation through probability kriging theory and practice ” . In Geostatistics for Natural Resources Characterization, Part I , Edited by: Verly , G. , David , K. , Journel , A. G. and Marechel , A. 365 – 384 . Dordrecht, Reidel Publishingompany .
  • Wild , M. R. and Rouhani , S. 1996 . “ Effective use of field screening techniques in environmental investigations: A multiple geoststistical approach ” . In Geostatistics for Environmental and Geotechnical Applications , Edited by: Rouhani , S. , Srivastava , R. M. , Desbarats , A. J. , Cromer , M. V. and Johnson , A. I. Ann Arbor : American Society for Testing and Materials .
  • Chang , Y. H. , Scrimshaw , M. D. , Emmerson , R. H.C. and Lester , J. N. 1998 . Geostatistical analysis of sampling uncertainty at the Tollesbury Managed Retreat site in Blackwater Estuary, Essex, UK: Kriging and cokriging approach to minimise sampling density . Sci. Total Environ , 221 : 43 – 57 .
  • Jin , M. , Fang , Y. and Zhao , L. 2005 . Variable selection in generalized linear models with canonical link functions . Stat. Probabil. Lett. , 71 : 371 – 382 .
  • Khuri , A. I. 2001 . An overview of the use of generalized linear models in response surface methodology . Nonlin. Anal. , 47 : 2023 – 2034 .
  • McCullagh , P. and Nelder , J. A. 1989 . Generalized Linear Models , London : Chapman and Hall .
  • Nelder , J. A. and Wedderburn , R. W.M. 1972 . Generalized linear models . J. Roy. Stat. Soc. Series A , 135 : 370 – 384 .
  • Haberlandt , U. 2007 . Geostatistical interpolation of hourly precipitation from rain gauges and radar for a large-scale extreme rainfall event . J. Hydrol , 332 : 144 – 157 .
  • Harvey , C. F. , Ashfaque , K. N. , Yu , W. , Badruzzaman , A. B.M. , Ali , M. A. , Oates , P. M. , Michael , H. A. , Neumann , R. B. , Beckie , R. , Islam , S. and Ahmed , M. F. 2006 . Groundwater dynamics and arsenic contamination in Bangladesh . Chem. Geol. , 228 : 112 – 136 .
  • Lin , Y. B. , Lin , Y. P. , Liu , C. W. and Tan , Y. C. 2006 . Mapping of spatial multi-scale sources of arsenic variation in groundwater on ChiaNan floodplain of Taiwan . Sci. Total Environ , 370 : 168 – 181 .
  • BGS/DPHE . Arsenic contamination of groundwater in Bangladesh. Vol. 2: Final Report. BGS Technical Report WC/00/19 . British Geological Survey and Department of Public Health Engineering, Ministry of Local Government, Rural Development & Co-operatives, Government of Bangladesh .
  • Burges , W. and Ahmed , K. M. 2006 . “ Arsenic in aquifers of the Bengal Basin: From sediment source to tube-wells used for domestic water supply and irrigation ” . In Managing Arsenic in the Environment: From Soil to Human Health , Edited by: Naidu , R. , Smith , E. , Owens , G. , Bhattacharya , P. and Nadebaum , P. Victoria, , Australia : CSIRO Publishing .
  • Harvey , C. F. , Swartz , C. H. , Badruzzman , A. B.M. , Keon-Blute , N. , Yu , W. , Ali , M. A. , Jay , J. , Beckie , R. , Niedan , V. , Brabander , D. , Oates , P. M. , Ashfaque , K. N. , Islam , S. , Hemond , H. F. and Ahmed , M. F. 2002 . Arsenic mobility and groundwater extraction in Bangladesh . Science , 298 : 1602 – 1606 .
  • McArthur , J. M. , Banerjee , D. M. , Hudson-Edwards , K. A. , Mishra , R. , Purohit , R. , Ravenscroft , P. , Cronin , A. , Howarth , R. J. , Chatterjee , A. , Talukder , T. , Lowry , D. , Houghton , S. and Chadha , D. K. 2004 . Natural organic matter in sedimentary basins and its relation to arsenic in anoxic ground water: the example of West Bengal and its worldwide implications . Appl. Geochem. , 19 : 1255 – 1293 .
  • Ahmed , K. M. , Bhattacharya , P. , Hasan , M. A. , Akhter , S. H. , Alam , S. M.M. , Bhuyian , M. A.H. , Imam , M. B. and Khan , A. A. 2004 . Sracek, O. Arsenic contamination in groundwater of alluvial aquifers in Bangladesh: An overview . Appl. Geochem , 19 : 181 – 200 .
  • Swartz , C. H. , Blute , N. K. , Badruzzman , B. , Ali , A. , Brabander , D. , Jay , J. , Besancon , J. , Islam , S. , Hemond , H. F. and Harvey , C. F. 2004 . Mobility of arsenic in a Bangladesh aquifer: Inferences from geochemical profiles, leaching data, and mineralogical characterization . Geochim. Acta , 68 ( 22 ) : 4539 – 4557 .
  • Cobbing , J. 2000 . The spatial variation of arsenic in groundwater at Magura, western Bangladesh. MSc thesis (unpublished) , London : University College .
  • Mather , S. 1999 . The vertical and spatial variability of arsenic in the groundwater of Chaumohani, Southeast Bangladesh. MSc thesis (unpublished) , London : University College .
  • McCarthy , E. M.T. 2001 . Spatial and depth distribution of arsenic in groundwater of the Bengal Basin. MSc thesis (unpublished) , London : University College .
  • Nath , B. , Chakraborty , S. , Burnol , A. , Stüben , D. , Chatterjee , D. and Charlet , L. 2009 . Mobility of arsenic in the sub-surface environment: An integrated hydrogeochemical study and sorption model of the sandy aquifer materials . J. Hydrol. , 364 : 236 – 248 .
  • Bhattacharya , P. , Chatterjee , D. and Jacks , G. 1997 . Occurrence of arsenic contaminated groundwater in alluvial aquifers from delta plains, Eastern India: options for safe drinking water supply . Water Resour. Develop , 13 : 79 – 92 .
  • Bhattacharya , P. , Rahman , S. N. , Hossain , M. , Robinson , C. , Nath , B. , Rahman , M. , Islam , M. M. , von Brömssen , M. , Ahmed , K. M. , Chowdhury , D. , Rahman , M. , Persson , L. A. and Vahter , M. Trends in arsenic distribution in drinking water wells in Matlab, SE Bangladesh: A preliminary evaluation on the basis of a 4 year study . J. Environ. Sci. Health Pt , A (this volume)

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