Arsenic risk mapping in Bangladesh: a simulation technique of cokriging estimation from regional count data

References

• Smith , A. H. , Lingas , E. O. and Rahman , M. 2000 . Contamination of drinking-water by arsenic in Bangladesh: a public health emergency . Bull. World Health Org. , 78 ( 9 ) : 1093 – 1103 .
   PubMed Web of Science ®Google Scholar
• 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 Resources Research , 43 doi:10.1029/2005WR004499
   PubMed Web of Science ®Google Scholar
• Bangladesh Arsenic Mitigation Water Supply Project . 2004 . Implementation plan for arsenic mitigation in Bangladesh http://www.bamwsp.org(accessed August 2005)
   Google Scholar
• Goldsmith , J. R. , Deane , M. , Thom , J. and Gentry , G. 1972 . Evaluation of health implications of elevated arsenic in well water . Water Res. , 6 : 1133 – 1136 .
   Web of Science ®Google Scholar
• Foster , F. , Craun , G. and Brown , K. G. 2002 . Detection of excess arsenic-related cancer risks . Environ. Health Perspect. , 110 ( 1 ) : 12 – 13 .
   Web of Science ®Google Scholar
• Bates , M. N. , Smith , A. H. and Hopenhayan-Rich , C. 1992 . Arsenic ingestion and internal cancers . Amer. J. Epidemiol. , 135 ( 5 ) : 462 – 476 .
   PubMed Web of Science ®Google Scholar
• Hsueh , Y. M. , Cheng , G. S. , Wu , M. M. , Yu , H. S. , Kuo , T. L. and Chen , C. J. 1995 . Multiple risk factors associated with arsenic-induced skin cancer: effects of chronic liver disease and malnutritional status . Br. J. Cancer , 71 ( 1 ) : 109 – 114 .
   PubMed Web of Science ®Google Scholar
• Çöl , M. , Çöl , C. , Soran , A. , Sayli , B. S. and Öztürk , S. 1999 . Arsenic-related Bowen's disease, palmar keratosis, and skin cancer . Environ. Health Perspect. , 107 ( 8 ) : 687 – 689 .
   PubMed Web of Science ®Google Scholar
• Brown , K. G. and Chen , C. J. 1995 . Significance of exposure assessment to analysis of cancer risk from inorganic arsenic in drinking water in Taiwan . Risk Anal. , 15 ( 4 ) : 475 – 484 .
   PubMed Web of Science ®Google Scholar
• Tsuda , T. , Babazono , A. , Yamamoto , E. , Kurumatani , N. , Mino , Y. , Ogawa , T. , Kishi , Y. and Aoyama , H. 1995 . Ingested arsenic and internal cancer: a historical cohort study followed for 33 years . Amer. J. Epidemiol. , 141 ( 3 ) : 198 – 209 .
   PubMed Web of Science ®Google Scholar
• Lewis , D. R. , Southwick , J. W. , Ouellet-Hellstrom , R. , Rench , J. and Calderon , R. L. 1999 . Drinking water arsenic in Utah: a cohort mortality study . Environ. Health Perspect. , 107 ( 5 ) : 359 – 365 .
   PubMed Web of Science ®Google Scholar
• Tollestrup , K. , Frost , F. J. , Cristiani , M. , McMillan , G. P. , Calderon , R. L. and Padilla , R. S. 2005 . Arsenic-induced skin conditions identified in southwest dermatology practices: an epidemiologic tool . Environ. Geochem. and Health , 27 ( 1 ) : 47 – 53 .
   PubMed Web of Science ®Google Scholar
• Achour , M. H. , Haroun , A. E. , Schult , C. J. and Gasem , K. A.M. 2005 . A new method to assess the environmental risk of a chemical process . Chem. Eng. Proc. , 44 ( 8 ) : 901 – 909 .
   Web of Science ®Google Scholar
• Cohrssen , J. J. and Covello , V. T. 1989 . Risk analysis: a guide to principles and methods for analyzing health and environmental risks , Washington , DC : Council on Environmental Quality .
   Google Scholar
• Wen , T. H. , Lin , N. H. , Lin , C. H. , King , C. C. and Su , M. D. 2006 . Spatial mapping of temporal risk characteristics to improve environmental health risk identification: a case study of a dengue epidemic in Taiwan . Sci. Total Environ. , 367 ( 2–3 ) : 631 – 640 .
   PubMed Web of Science ®Google Scholar
• Kim , Y. , Park , H. , Kim , J. , Park , S. , Cho , B. , Sung , I. and Shin , D. 2004 . Health risk assessment for uranium in Korean groundwater . J. Environ. Radioact. , 77 ( 1 ) : 77 – 85 .
   PubMed Web of Science ®Google Scholar
• Morra , P. , Bagli , S. and Spadoni , G. 2006 . The analysis of human health risk with a detailed procedure operating in a GIS environment . Environ. Inter. , 32 ( 4 ) : 444 – 454 .
   PubMed Web of Science ®Google Scholar
• Castrignanó , A. and Buttafuoco , G. 2004 . Geostatistical stochastic simulation of soil water content in a forested area of south Italy . Biosyst. Eng. , 87 ( 2 ) : 257 – 266 .
   Web of Science ®Google Scholar
• 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 . Ecolog. Model. , 185 ( 2–4 ) : 255 – 269 .
   Web of Science ®Google Scholar
• Liu , X. , Wu , J. and Xu , J. 2006 . Characterizing the risk assessment of heavy metals and sampling uncertainty analysis in paddy field by geostatistics and GIS . Environ. Poll. , 141 ( 2 ) : 257 – 264 .
   PubMed Web of Science ®Google Scholar
• Cinnirella , S. , Buttafuoco , G. and Pirrone , N. 2005 . Stochastic analysis to assess the spatial distribution of groundwater nitrate concentrations in the Po catchment (Italy) . Environ. Poll. , 133 ( 3 ) : 569 – 580 .
   PubMed Web of Science ®Google Scholar
• Allen , C. R. , Johnson , A. R. and Parris , L. 2006 . A framework for spatial risk assessments: potential impacts of nonindigenous invasive species on native species . Ecol. Soc. , 11 ( 1 ) : 39
   Web of Science ®Google Scholar
• 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, Pt. A (Toxic/Hazardous Substances and Environmental Engineering) , A38 ( 1 ) : 1 – 24 .
   Google Scholar
• BBS (Bangladesh Bureau of Statistics) . 1993 . Bangladesh Population census, 1991: Thana Statistics , 327 Dhaka : Bangladesh Bureau of Statistics .
   Google Scholar
• Hassan , M. M. 2003 . Arsenic Toxicity in Bangladesh: Health and Social Hazards , Durham : University of Durham, England . Unpublished PhD Thesis
   Google Scholar
• Das , D. , Samanta , G. , Mandal , B. K. , Chowdhury , T. R. , Chanda , C. R. , Chowdhury , P. P. , Basu , G. K. and Chakraborti , D. 1996 . Arsenic in groundwater in six districts of West Bengal, India . Environ. Geochem. Health , 18 ( 1 ) : 5 – 15 .
   PubMed Web of Science ®Google Scholar
• Morales , K. H. , Ryan , L. , Kuo , T. L. , Wu , M. M. and Chen , C. J. 2000 . Risk of internal cancers from arsenic in drinking water . Environ. Health Perspect. , 108 : 655 – 661 .
   PubMed Web of Science ®Google Scholar
• 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.
   Google Scholar
• 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 ( 24 ) : 5385 – 5394 .
   PubMed Web of Science ®Google Scholar
• Gross , J. 2002 . Inaccurate arsenic test kits jeopardize water safety in Bangladesh and India http://www.Eurekalert.org/pub_releases/2002-11/acs-iat111902.php(accessed December 2005)
   Google Scholar
• Erickson , B. E. 2003 . Field kits fail to provide accurate measure of arsenic in groundwater . Environ. Sci. Technol. , 37 ( 1 ) : 35A – 38A .
   PubMed Web of Science ®Google Scholar
• Brindle , I. D. , Alarabi , H. , Karshman , S. , Le , X. , Zheng , S. and Chen , H. 1992 . Combined generator/separator for continuous hydride generation: application to on-line pre-reduction of arsenic(V) and determination of arsenic in water by atomic emission spectrometry . Analyst , 117 ( 3 ) : 407 – 411 .
   Web of Science ®Google Scholar
• 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 ( 7 ) : 827 – 832 .
   Google Scholar
• Martin , D. 1991 . Geographic Information Systems and their Socioeconomic Applications , 12 – 19 . London : Routledge .
   Google Scholar
• Myers , D. E. 1982 . Matrix formulation of cokriging . Math. Geol. , 14 : 249 – 257 .
   Google Scholar
• McBratney , A. B. and Webster , R. V. 1983 . Coregionalization and multiple sampling strategy . J. Soil Sci. , 34 : 249 – 263 .
   Web of Science ®Google Scholar
• Pan , Y. Z. , Gong , D. , Deng , L. , Li , J. and Gao , J. 2004 . Smart distance searching-based and DEM-informed interpolation of surface air temperature in China . J. Geograph. Sci. , 59 ( 3 ) : 366 – 374 .
   Google Scholar
• Wu , C. and Murray , A. T. 2005 . A cokriging method for estimating population density in urban areas . Comp. Environ. Urban Syst. , 29 ( 5 ) : 558 – 579 .
   Google Scholar
• Wang , Y. , Ma , T. and 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 ( 1–4 ) : 223 – 234 .
   Web of Science ®Google Scholar
• Kleijnen , J. P.C. and Wim, van Beers , C. M. 2005 . Robustness of kriging when interpolating in random simulation with heterogeneous variances: some experiments . Euro. J. Oper. Res. , 165 ( 3 ) : 826 – 834 .
   Web of Science ®Google Scholar
• Isaaks , E. H. and Srivastava , R. M. 1989 . An Introduction to Applied Geostatistics , 278 – 322 . New York : Oxford University Press .
   Google Scholar
• Baxter , S. J. and Oliver , M. A. 2005 . The spatial prediction of soil mineral N and potentially available N using elevation . Geoderma , 128 : 325 – 339 .
   Web of Science ®Google Scholar
• Gloaguen , E. , Marcotte , D. , Chouteau , M. and Perroud , H. 2005 . Borehole radar velocity inversion using cokriging and cosimulation . J. Appl. Geophys. , 57 ( 4 ) : 242 – 259 .
   Web of Science ®Google Scholar
• Yue , T. X. , Fan , Z. M. and Liu , J. Y. 2005 . Changes of major terrestrial ecosystems in China since 1960 . Global Planet. Change , 48 ( 4 ) : 287 – 302 .
   Web of Science ®Google Scholar
• Lark , R. M. 2003 . Two robust estimators of the cross variogram for multivariate geostatistical analysis of soil properties . Euro. J. Soil Sci. , 54 ( 1 ) : 187 – 202 .
   Web of Science ®Google Scholar
• Atkinson , P. M. , Webster , R. and Curran , P. J. 1994 . Cokriging with airborne MSS imagery . Remote Sens. Environ. , 50 ( 3 ) : 335 – 345 .
   Web of Science ®Google Scholar
• Walter , A. M. , Christensen , S. and Simmelsgaard , S. E. 2002 . Spatial correlation between weed species densities and soil properties . Weed Res. , 42 ( 1 ) : 26 – 38 .
   Web of Science ®Google Scholar
• 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 ( 1 ) : 43 – 57 .
   Web of Science ®Google Scholar
• Gerlach , T. M. , Doukas , M. P. , McGee , K. A. and Kessler , R. 2001 . Soil efflux and total emission rates of magmatic CO2 at the Horseshoe Lake tree kill, Mammoth Mountain, California, 1995–1999 . Chem. Geol. , 177 ( 1–2 ) : 101 – 16 .
   Web of Science ®Google Scholar
• Teegavarapu , R. S.V. and Chandramouli , V. 2005 . Improved weighting methods, deterministic and stochastic data-driven models for estimation of missing precipitation records . J. Hydrol. , 312 ( 1–4 ) : 191 – 206 .
   Web of Science ®Google Scholar
• Johnston , K. , Ver Hoef , J. M. , Krivoruchko , K. and Lucas , N. 2001 . Using ArcGIS Geostatistical Analyst , 113 – 129 . Redlands : Environmental System Research Institute (ESRI) .
   Google Scholar
• Kates , R. W. 1985 . “ Hazard assessment: Art, science, and ideology ” . In Perilous Progress: Managing the hazards of technology , Edited by: Kates , R. W. , Hohenemser , C. and Kasperson , J. X. 53 – 79 . Boulder : Westview Press .
   Google Scholar
• Smith , K. 2001 . Environmental Hazards: Assessing Risk and Reducing Disaster , 3 – 27 . London : Routledge .
   Google Scholar
• Crichton , D. 1999 . “ The risk triangle ” . In Natural Disaster Management , Edited by: Ingleton , J. 102 – 103 . London : Tudor Rose .
   Google Scholar
• Store , R. and Kangas , J. 2001 . Integrating spatial multi-criteria evaluation and expert knowledge for GIS-based habitat suitability modelling . Landscape Urban Plan , 55 ( 2 ) : 79 – 93 .
   Web of Science ®Google Scholar
• Carver , S. 1991 . Integrating multi-criteria evaluation with geographical information systems . International J. Geograph. Info. Syst. , 5 ( 3 ) : 321 – 339 .
   Web of Science ®Google Scholar
• Newkirk , R. T. 1993 . Extending geographic information systems for risk analysis and management . J. Contingen. Crisis Mgmt. , 1 ( 4 ) : 203 – 206 .
   Google Scholar