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		<PublisherName>Baywood Publishing Company</PublisherName>
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		<JournalInfo JournalType="Journals">
			<JournalPrintISSN>0047-2433</JournalPrintISSN>
			<JournalElectronicISSN>1541-3802</JournalElectronicISSN>
			<JournalTitle>Journal of Environmental Systems</JournalTitle>
			<JournalCode>BWES</JournalCode>
			<JournalID>300323</JournalID>
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				<VolumeNumber>26</VolumeNumber>
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						<CoverDate Year="1997" Month="1" Day="1"/>
						<CoverDisplay>Number 1 / 1997-98</CoverDisplay>
					</IssuePublicationDate>
					<IssueID>KDKN63A62NUL</IssueID>
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				<Article ArticleType="Original">
					<ArticleInfo Free="No" ESM="No">
						<ArticleDOI>10.2190/FAQ7-2QL5-PPKN-F9KR</ArticleDOI>
						<ArticlePII>FAQ72QL5PPKNF9KR</ArticlePII>
						<ArticleSequenceNumber>6</ArticleSequenceNumber>
						<ArticleTitle Language="En">Expert Systems For Ground Water Management</ArticleTitle>
						<ArticleFirstPage>89</ArticleFirstPage>
						<ArticleLastPage>110</ArticleLastPage>
						<ArticleHistory>
							<RegistrationDate>20020509</RegistrationDate>
							<ReceivedDate>20020509</ReceivedDate>
							<Accepted>20020509</Accepted>
							<OnlineDate>20020509</OnlineDate>
						</ArticleHistory>
						<FullTextFileName>FAQ72QL5PPKNF9KR.pdf</FullTextFileName>
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						<Composite>1</Composite>
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					<ArticleHeader>
						<AuthorGroup>
							<Author AffiliationID="A1">
								<GivenName>A.</GivenName>
								<Initials>K. M. M.</Initials>
								<FamilyName>Chowdhury</FamilyName>
								<Degrees/>
								<Roles/>
							</Author>
							<Author AffiliationID="A1">
								<GivenName>Larry</GivenName>
								<Initials>W.</Initials>
								<FamilyName>Canter</FamilyName>
								<Degrees/>
								<Roles/>
							</Author>
							<Affiliation AFFID="A1">
								<OrgDivision/>
								<OrgName>University of Oklahoma, Norman</OrgName>
								<OrgAddress/>
							</Affiliation>
						</AuthorGroup>
						<Abstract Language="En">Ground water management via protection and remediation has been of special concern for several years due to the extensive usage of ground water resources as water supplies, and to impaired ground water quality resulting from a variety of societal activities and practices. Because of the complex and poorly understood mechanisms of subsurface transport and fate, subjective judgment or heuristic knowledge is often applied in ground water management; thus, this is a suitable domain for expert systems applications. Expert systems refer to computer programs that encode the knowledge and reasoning used by a variety of specialists to solve difficult problems in narrowly defined domains. They rely more on heuristic rules-of-thumb and pattern matching rather than numerical models and algorithms. Included herein is a delineation of thirty-nine such systems related to different facets of ground water management. Most of the systems are focused on hazardous waste site risk assessment and cleanup activities. Nine systems are briefly described to provide a range of illustrations; they include: 1) the RPI Site Assessment System to characterize hazardous waste sites, 2) DEMOTOX for the assessment of the contamination potential of organic chemicals at waste sites, 3) HAWAMAX to assess and minimize risk from hazardous waste sites, 4) Defense Priority Model (DPM) for ranking of waste sites based upon their relative risk to human health and the environment, 5) WASES to identify and prioritize the contaminant sources in wellhead protection areas, 6) EXPRES to assess the potential for pesticides to contaminate ground water, 7) ESES to assist in designing a sampling plan, and selection of sampling techniques for soil and ground water contaminants, 8) CORA for remedial technology selection and cost estimation for cleanup of Superfund sites, and 9) SEPIC for issuing permits for on-site private sewage disposal systems. Validation is a critical step in the development of an expert system, with such validation enhancing its usage. Field applications and hands-on training opportunities are expected to lead to further refinements in existing systems and the development of new applications. of critical importance in the development of an expert system are the numbers and types of involved experts, and the approach used to develop the knowledge base. This information, along with usage information, software costs, completeness of system documentation, and thoroughness of system rules, would be useful in selecting an expert system for meeting a particular need.</Abstract>
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								<bibtext seqNum="3">A. B. Badiru, &lt;i&gt;Expert Systems Applications in Engineering and Manufacturing&lt;/i&gt;, Prentice Hall, Englewood Cliffs, New Jersey, 1992.</bibtext>
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								<bibtext seqNum="5">K. H. Law, T. F. Zimmie, and D. R. Chapman, An Expert System for Inactive Hazardous Waste Site Characterization, &lt;i&gt;Expert Systems in Civil Engineering&lt;/i&gt;, C. N. Kostem and M. L. Maher (eds.), American Society of Civil Engineers, New York, pp. 159-173, 1986.</bibtext>
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								<bibtext seqNum="8">C. S. Shih and H. Bernard, An Expert System for Hazardous Waste Site Cleanup, &lt;i&gt;Hazardous Materials Control, 1&lt;/i&gt;:1, pp. 19-52, January-February 1988.</bibtext>
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								<bibtext seqNum="9">J. G. Droppo and B. L. Hoopes, Remedial Action Priority and Multimedia Environmental Pollutant Assessment Systems, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed.), American Chemical Society, Washington, D. C., pp. 193-205, 1990.</bibtext>
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								<bibtext seqNum="10">J. M. Hushon, the Defense Priority Model for Department of Defense Remedial Site Ranking, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed.), American Chemical Society, Washington, D. C., pp. 206-216, 1990.</bibtext>
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								<bibtext seqNum="11">B. Page, An Analysis of Environmental Expert System Applications, &lt;i&gt;Environmental Software, 5&lt;/i&gt;:4, pp. 177-198, 1990.</bibtext>
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								<bibtext seqNum="12">J. L. Schaum et al., Computerized System for Performing Risk Assessments for Chemical Constituents of Hazardous Waste, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed), American Chemical Society, Washington, D. C., pp. 176-192, 1990.</bibtext>
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								<bibtext seqNum="13">R. Honert and F. G. Rhode, Risk Assessment for Contaminated Sites Supported by a KBS (Knowledge Based System), &lt;i&gt;Proceedings of the European Conference on Advances in Water Resources Technology&lt;/i&gt;, G. Tsakiris (ed.), pp. 473-483, 1991.</bibtext>
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								<bibtext seqNum="14">L. W. Canter, R. C. Knox, D. A. Sabatini, B. E. Vieux, A. K. M. M. Chowdhury, and J. E. Connick, &lt;i&gt;Expert System for Prioritization of Ground Water Contaminant Sources&lt;/i&gt;, report to U. S. Environmental Protection Agency, Ada, Oklahoma, November 1993.</bibtext>
							</bib-other>
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								<bibtext seqNum="15">A. S. Crowe and J. P. Mutch, An Expert Systems Approach for Assessing the Potential for Pesticide Contamination of Ground Water, &lt;i&gt;Ground Water, 323&lt;/i&gt;, pp. 487-498, May-June 1994.</bibtext>
							</bib-other>
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								<bibtext seqNum="16">J. S. Paquette et al., Improving the Implementation of Remedial Investigation/Feasibility Studies Using Computerized Expert Systems, &lt;i&gt;Proceedings of the 7th National Conference on Management of Uncontrolled Hazardous Waste Sites&lt;/i&gt;, Hazardous Materials Control Research Institute, Silver Spring, Maryland, pp. 208-212, 1986.</bibtext>
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								<bibtext seqNum="17">D. Greathouse, J. Clements, and K. Morris, the Use of Expert Systems to Assist in Decisions Concerning Environmental Control, &lt;i&gt;Critical Reviews in Environmental Control, 19&lt;/i&gt;:4, pp. 341-357, 1989.</bibtext>
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								<bibtext seqNum="18">D. Greathouse and J. Decker, the Future of Expert Systems in the Environmental Protection Agency, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed.), American Chemical Society, Washington, D. C., pp. 217-223, 1990.</bibtext>
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								<bibtext seqNum="19">R. A. Olivero and D. W. Bottrell, Expert Systems to Support Environmental Sampling, Analysis, and Data Validation, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed.), American Chemical Society, Washington, D. C., pp. 69-81, 1990.</bibtext>
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								<bibtext seqNum="20">M. T. Chenu and J. A. Crenca, the Cost of Remedial Action Model: Expert System Applications, &lt;i&gt;Proceedings of the Symposium on Expert Systems for Environmental Applications&lt;/i&gt;, J. M. Hushon (ed.), American Chemical Society, Washington, D. C., pp. 162-175, 1990.</bibtext>
							</bib-other>
							<bib-other>
								<bibtext seqNum="21">W. J. Hadden Jr. and S. G. Hadden, Expert Systems for Environmental Regulation, &lt;i&gt;Proceedings of the Symposium on Expert Systems in Government&lt;/i&gt;, K. D. Karna (ed.), MITRE Corporation, McLean, Virginia, pp. 558-566, 1985.</bibtext>
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								<bibtext seqNum="22">L. Knowles, J. P. Heaney, and M. Shafer, Expert System for Evaluating and Notifying Hazardous Waste Generators, &lt;i&gt;Journal of Computing in Civil Engineering, 3&lt;/i&gt;:2, pp. 111-126, April 1989.</bibtext>
							</bib-other>
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								<bibtext seqNum="23">G. Anandalingam, HAZWASTE: An Expert System for Regulating Hazardous Waste, &lt;i&gt;The Journal of Resource Management and Technology, 19&lt;/i&gt;:2, pp. 47-59, June 1991.</bibtext>
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								<bibtext seqNum="24">F. W. Schwartz, G. L. McClymont, and L. Smith, On the Role of Mass Transport Modeling, &lt;i&gt;Proceedings of the Second Canadian/American Conference on Hydrogeology: Hazardous Wastes in Ground Water: A Soluble Dilemma&lt;/i&gt;, National Water Well Association, Dublin, Ohio, pp. 2-12, 1986.</bibtext>
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								<bibtext seqNum="25">C. J. Newell and P. B. Bedient, Development and Application of a Ground Water Modeling Database and Expert System, &lt;i&gt;Proceedings of the Conference on Petroleum Hydrocarbons and Organic Chemicals in Ground Water: Prevention, Detection and Restoration&lt;/i&gt;, Association of Ground Water Scientists and Engineers, Dublin, Ohio, pp. 559-578, 1987.</bibtext>
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								<bibtext seqNum="26">L. A. Rossman and J. S. Siller, Expert Systems in Environmental Engineering, &lt;i&gt;Expert Systems for Civil Engineers: Technology and Applications&lt;/i&gt;, M. L. Maher (ed.), American Society of Civil Engineers, New York, pp. 113-128, 1987.</bibtext>
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								<bibtext seqNum="27">T. Constable, the LANDIS Expert System for Assessing the Leaching and Disposal of Solid Wastes, &lt;i&gt;Wastewater Technology Centre Newsletter, 23&lt;/i&gt;, pp. 2-5, June 1992.</bibtext>
							</bib-other>
						</biblist>
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