TECHNICAL PAPERS
Dec 13, 2002

Hybrid Fuzzy-Stochastic Modeling Approach for Assessing Environmental Risks at Contaminated Groundwater Systems

Publication: Journal of Environmental Engineering
Volume 129, Issue 1

Abstract

The risk associated with a contaminated groundwater system often refers to the chance of damaging a human’s health through various exposure pathways. In this study, a hybrid fuzzy-stochastic risk assessment (FUSRA) approach is developed for examining uncertainties associated with both source/media conditions and evaluation criteria in a groundwater quality management system. This is based on the fact that deterministic environmental guidelines are mostly impractical and cannot be implemented, due to the existence of many uncertain and complex factors. Fuzzy membership functions are then employed to quantify these uncertainties and complexities. A number of tasks have been undertaken, including Monte Carlo simulation for the fate of contaminants in subsurface, examination of contamination levels based on the simulation results, quantification of evaluation criteria using fuzzy membership functions, and risk assessment based on the combined fuzzy/stochastic inputs. The developed FUSRA is applied to a petroleum-contaminated groundwater system in western Canada. It is indicated that, with the expanded evaluation dimensions, the FUSRA can more effectively elucidate the relevant health risks. Reasonable results have been generated, which are useful for evaluating health risks resulting from subsurface toluene contamination. They also provide support for related remediation decisions.

Get full access to this article

View all available purchase options and get full access to this article.

References

Andersen, I., Lundqvist, G. R., and Molhave, L.(1983). “Human response to controlled levels of toluene in six-hour exposures.” Scand. J. Work Environ. Health, 9, 405–418.
Baelum, J., Andersen, I., Lundqvist, G. R., and Molhave, L.(1990). “Human response to varying concentrations of toluene.” Int. Arch. Occup. Environ. Health, 62(1), 65–71.
Bardossy, A., Bogardi, I., and Duckstein, L.(1991). “Fuzzy set and probabilistic techniques for health-risk analysis.” Appl. Math. Comput., 45, 241–268.
Chen, Z., Huang, G. H., and Chakma, A. (1998a). “Numerical modeling of soil and groundwater contamination—Volume 2: Subsurface hydrology and advanced modeling for petroleum-contaminated sites.” Technical Rep. Prepared for TransGas, Regina, Canada.
Chen Z., Huang, G. H., Chakma, A., and Tontiwachwuthikul, P. (1998b). “Environmental risk assessment for aquifer disposal of carbon dioxide.” Proc., 4th Int. Conf. on Greenhouse Gas Control Technologies. Interlaken, Switzerland.
Courtney, K. D., Andrews, J. E., and Springer, J.(1986). “A perinatal study of toluene in CD-1 mice.” Fundam. Appl. Toxicol., 6, 145–154.
Dagan, G.(1988). “Time-dependent macriodispersion for solute transport in anisotropic heterogeneous aquifers.” Water Resour. Res., 24(9), 1491–1500.
DaSilva, V. A., Malheiros, L. R., and Bueno, F. M. R.(1990). “Effects of toluene exposure during gestation on neurobehavioral development of rats and hamsters.” Braz. J. Med. Biol. Res., 23, 533–537.
Dowd, R. M.(1984). “Leaking underground storage tanks.” Environ. Sci. Technol., 18, 10–15.
Environment Canada. (1999). “Over seven million Canadians depend on groundwater.” Rep. EC-200016, Environment Canada, Burlington, Ont., Canada.
Freeze, R. A.(1975). “A stochastic-conceptual analysis of one-dimensional groundwater flow in a nonuniform homogeneous media.” Water Resour. Res., 11(5), 725–741.
Freeze, R. A., Massmann, J., Smith, L., Sperling, T., and James, B. (1990). “Hydrogeological decision analysis: 1. A frame-work.” Ground Water, 28(5), 738–766.
Hallenbeck, W. H., and Flowers, R. E.(1990). “Risk analysis for worker exposure to benzene.” Environ. Management, 16, 415–520.
Huang, G. H., Chen, Z., Tontiwachwuthikul, P., and Chakma, A.(1999). “Environmental risk assessment for underground storage tanks through an interval parameter fuzzy relation analysis approach.” Energy Sources, 21, 75–96.
Li, L. B., Huang, G. H., and Zeng, G. M.(2001). “An integrated decision support system for the management of petroleum-contaminated sites.” J. Environ. Sci. Health, Part A: Toxic/Hazard Substr. Environ. Eng., 36(7), 1163–1186.
Jacobs, T. L., Warmerdam, J. M., and Piver, W. T.(1996). “Second moment for evaluating human health risks from groundwater contaminated by TGrichloroethylene.” Environ. Health Perspect., 104(8), 866–873.
Kaluarachchi, J. J., and Parker, J. C.(1990). “Modeling multicomponent organic chemical transport in three-fluid-phase porous media.” J. Contam. Hydrol., 5, 349–374.
Katyal, A. K. (1997). BIOF&T flow and for transport in the saturated and unsaturated zones in 2- or 3-dimensions: Technical document & user guide, Draper Aden Environmental Modeling, Inc., Blacksburg, Va.
Katyal, A. K., Kaluarachchi, J. J., and Parker, J. (1991). “MOFAT: A two-dimensional finite element program for multiphase flow and multicomponent transport, program documentation and user’s guide,” Rep. No. EPA-600/2-91-020, NTIS PB91-191692 for U.S.EPA, R. S. Kerr Environmental Research Lab., Ada, Okla.
Leung, Y. (1988). Spatial analysis and planning under imprecise, Elsevier, New York.
Lo, J.-M.(1991). “Oil-spill risk simulation model.” J. Waterway, Port, Coastal, Ocean Eng., 117(3), 285–301.
Mendedenhall, W. (1992). Statistics for engineering and the sciences, Dellen, San Francisco.
Mood, A. M., and Graybill, F. A. (1963). Introduction to the theory of statistics, McGraw-Hill, New York.
Newton, J.(1991). “Investigating leaking underground storage tanks.” Poll. Eng., 23, 80–83.
Poulter, S. R.(1998). “Monte Carlo simulations in environmental risk assessment—science, policy and legal issues.” Risk: Health, Safety Environ., 9, 7–13.
Rundmo, T.(1994). “Occupational accidents and objective risks on North Sea offshore installations.” Safety Sci., 17, 103–116.
Treadway, C.(1990). “High water level installation of monitoring wells for underground storage tanks.” Groundwater Monit. Rev., 10, 82–83.
U.S. Environmental Protection Agency. (USEPA). (1989a). “Risk assessment guidance for superfund: Volume 1—Human health evaluation manual (Part A).” EPA/540/1-89/002, Office of Emergency and Remedial Response, Washington, D.C.
U.S. Environmental Protection Agency (USEPA). (1989b). “Exposure factors handbook.” Rep. No. EPA/600/8-89/043, Office of Health and Environmental Assessment, Washington, D.C.
U.S. Environmental Protection Agency. (USEPA). (1992). “Guidelines for exposure assessment.” Federal Register, 57(104),22888–22938.
U.S. United States Environmental Protection Agency. (USEPA). (1993). “Guidance on conducting non-time critical removal actions under CERCLA.” Rep. No. EPA/540-R-93-057, Office of Emergency and Remedial Response, Washington, D.C.
van Genuchten, M. Th., and Wierenga, P. J.(1976). “Mass transfer studies in sorbing media 1. Analytical solutions.” Soil Sci. Soc. Am. J., 40, 473–480.
Willardson, L. S., and Hurst, R. L.(1965). “Sample size estimates in permeability studies.” J. Irrig. Drain. Eng., 91(1), 1–9.

Information & Authors

Information

Published In

Go to Journal of Environmental Engineering
Journal of Environmental Engineering
Volume 129Issue 1January 2003
Pages: 79 - 88

History

Received: May 19, 2000
Accepted: Apr 12, 2002
Published online: Dec 13, 2002
Published in print: Jan 2003

Permissions

Request permissions for this article.

Authors

Affiliations

Z. Chen
Research Assistant, Sino-Canada Center of Energy and Environmental Research, Hunan Univ., Changsha 410082, China and Faculty of Engineering, Univ. of Regina, Regina SK, Canada S4S 0A2.
G. H. Huang
Professor, Sino-Canada Center of Energy and Environmental Research, Hunan Univ., Changsha 410082, China and Faculty of Engineering, Univ. of Regina, Regina SK, Canada S4S 0A2 (corresponding author).
A. Chakma
Professor, Dept. of Chemical Engineering, Univ. of Waterloo, Waterloo ON, Canada N2L 3G1.

Metrics & Citations

Metrics

Citations

Download citation

If you have the appropriate software installed, you can download article citation data to the citation manager of your choice. Simply select your manager software from the list below and click Download.

Cited by

View Options

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Get Access

Access content

Please select your options to get access

Log in/Register Log in via your institution (Shibboleth)
ASCE Members: Please log in to see member pricing

Purchase

Save for later Information on ASCE Library Cards
ASCE Library Cards let you download journal articles, proceedings papers, and available book chapters across the entire ASCE Library platform. ASCE Library Cards remain active for 24 months or until all downloads are used. Note: This content will be debited as one download at time of checkout.

Terms of Use: ASCE Library Cards are for individual, personal use only. Reselling, republishing, or forwarding the materials to libraries or reading rooms is prohibited.
ASCE Library Card (5 downloads)
$105.00
Add to cart
ASCE Library Card (20 downloads)
$280.00
Add to cart
Buy Single Article
$35.00
Add to cart

Media

Figures

Other

Tables

Share

Share

Copy the content Link

Share with email

Email a colleague

Share