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Last modified
7/28/2009 2:38:58 PM
Creation date
4/18/2008 9:59:11 AM
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Weather Modification
Title
Currents…Developing Technology for Tomorrow's Challenges
Date
1/1/1993
Weather Modification - Doc Type
Report
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<br />6 <br /> <br />process of evaluating uncertainty associ- <br />ated with predictions of flow and <br />contaminant migration for use in risk <br />assessment (fig. 4). Results of such an <br />analysis aid decisions regarding the need <br /> <br />Integrated Interpolation <br /> <br /> <br />Geologic History <br />Depositional <br />Environment <br /> <br />Seismic Data <br /> <br />Fi~,ure 3. Each circle indicates the range of possible subsurface interpretations <br />fOI each data set alone. Interpretation of each set of data reveals a range of <br />possible subsurface configurations. When the data are integrated, only the <br />subsurface configurations which are possible interpretations of all the data re- <br />mElin as possible interpretations of the site. Each data set that is added to the <br />integrated interpolation further reduces the zone of overlap, thus reducing the <br />overall uncertainty. <br /> <br />to conduct further characterization. If fur- <br />ther characterization is deemed necessary, <br />then the analysis results can be used to <br />identify the type of data to collect and the <br />locations from which to collect these data. <br />Quantitative assessment of uncertainty pro- <br />vides a measure of the need for additional <br />work and avoids the shortcomings of quali- <br />tative assessments. Often, site engineers <br />argue that additional data make the prob- <br />lem more complex instead of simplifying <br />the situation. This conflict occurs because <br />the level of uncertainty was not recognized <br />at the start. More valid data can only tell <br />more about the site. Each new piece of <br />data would be expected to reduce subsur- <br />face uncertainty. <br /> <br />The development of this uncertainty pro- <br />gram will benefit studies of ground-water <br />contamination. Risk assessments must be <br />evaluated before remediation activities <br />begin. Migration of ground-water contami- <br />nants in a subsurface, heterogeneous <br />medium causes irregular contaminant dis- <br />tribution. Heterogeneity causes uncertainty <br />in identifying subsurface contaminant <br />plumes and predicting future pathways of <br />plumes. Accurate identification of problem <br />areas allows remedial action to be focused <br />on the problem areas. This approach al- <br />lows remediation to be better designed for <br />site conditions, thus reducing costs. A well- <br />defined distribution of contaminants and a <br />sufficient characterization of subsurface <br />properties will result in less expensive <br />remediation and characterization. <br />In summary, the program uses all site <br />data to make interpretations. Hard data, <br />such as borehole samples and physical test <br />results, are incorporated. Soft data, such <br />as geologic history of deposition, and <br />remotely collected geophysical data, are <br />also considered. Indicator theory, a method <br />of defining probability distributions in a <br />discrete marmer without assuming a priori <br />distribution, characterizes the data uncer- <br />tainty. Ground-water flow and contaminant <br />transport are simulated in the acceptable <br />configurations using other software. <br />Results of the flow and transport simula- <br />tions for all of the configurations are <br />compiled to produce a frequency distribu- <br />tion of head, velocity, or concentration at <br />selected locations and times. The technique <br />is currently being built into user-friendly <br />software which: <br /> <br />I <br /> <br /> <br />\;~ <br />I <br /> <br />. Allows input of hard and soft fietd data. <br />. Facilitates statistical evaluation and <br />manipulation of the data. , <br />. Facilitates geostatistical analysis of the <br />data. <br />. Produces alternative, equally likely sub- <br />surface configurations honoring the data. <br />. Accepts or interactively modifies the <br />evaluation. <br />. Inputs the spatial distribution of parame- <br />ters into a flow and transport model. <br />. Allows interactive editing of the flow <br />and transport models as necessary. <br />
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