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DESCRIPTION OF THE MODEL 7 <br />random variables. The probability distribution assigned <br />to a random variable represents the best-fit distribution <br />(one of 17 possible probability distributions) as deter- i <br />mined using the Chi-square goodness-of-fit criteria. The <br />addition of future measurements may modify selection of ', <br />the probability distribution and associated statistics. ', <br />2. Measurement errors associated with random variables <br />are second-order (less than 10 percent of the maximum) <br />as compared to daily variability. <br />Numerical simulation using random variables captures <br />temporal variability thereby providing a realistic <br />assessment of the effect reservoir operations have on <br />streamflow quantity and quality in the Colorado River. ~, <br />4. The stability and convergence of a prediction variable is <br />accurate to within 1 percent when using the Monte Carlo <br />approach. Using the bootstrap approach (Werckman and ', <br />others, 2001), the minimum number of simulations <br />required to achieve this level of stability and convergence ', <br />was determined to be about 1,500. <br />Measurements <br />Measurements used in developing the stochastic mixing ', <br />model were obtained from various sources including the <br />USGS's National Water Information System (NWIS) (Kiner- <br />ney, 2001); State of Colorado, Division of Water Resources <br />HydroBase (Colorado Division of Water Resources, 2002), and ', <br />Colorado State University, Orchard Mesa database (Harold <br />Larsen; personal commun., 2002). For example, streamflow <br />and dissolved-solids measurements were retrieved from the <br />USGS NWIS database for the Colorado River streamflow ' <br />gaging stations near De Beque (09093700), Cameo (09095500), ' <br />and below the Grand Valley diversion near Palisade <br />(09106000); Plateau Creek near Cameo (09105000); and Dry ' <br />Fork near De Beque, Colorado (09095400). Daily streamflow <br />measurements were available fora 27-year period (1974- <br />2001), whereas values of the dissolved solids and associated <br />instantaneous streamflow were available at an approximately ', <br />monthly frequency and a fewer number of years: Because i <br />streamflow is regulated by upstream reservoirs, streamflow in <br />the Upper Colorado River Basin system is seasonally periodic, <br />and correlation (dependency) between annual streamflow <br />records generally exceeds 0.70. A matrix of correlation coeffi- <br />dents between total annual streamflow (integrated on a daily '~ <br />basis) time series for the Colorado station near Cameo I <br />(09095500) is provided in table 1. <br />Despite the persistent seasonal periodicities, correlations '', <br />between annual streamflow records for different years are less '' <br />than perfect (correlation coefficient less than 1.0) due to annual '~, <br />variations in hydrologic conditions. Identifying the correspond-', <br />ing hydrologic conditions is done by using a cumulative distri-. <br />bution function (also called flow duration or exceedance curve) ', <br />for annual flow (fig. 3). In the annual streamflow-exceedance <br />curve, the 27-year period contains a range of hydrologic condi-'. <br />lions that include 7 dry, 14 average, and 6 wet periods. The ' <br />average hydrologic period is defined as that period where flow <br />exceedances are in the 25 to 75 percent range, whereas the <br />wet and dry hydrologic periods are defined as those respective <br />annual flows that are in the 0 to 25 percent and 75 to <br />100 percent exceedance range. <br />Discrete annual cumulative streamflow values, water year, <br />rank, exceedance value, and corresponding hydrologic condi- <br />tions are summarized by calendar year for the station near <br />Cameo (09095500) in table 2. Based on information gathered at <br />the time of this study, the annual streamflow of 657,210 ft3/s <br />during 1977 was the minimum on record indicating a dry <br />period, whereas streamflow of 2,859,690 ft3/s during 1984 was <br />the maximum on record indicating a wet period. The 2002 <br />drought resulted in a slightly smaller (about 8-percent) annual <br />minimum streamflow record of 604,026 ft3/s compared to 1977. <br />Selection of this streamflow record provided a wide variety and <br />balanced number of hydrologic conditions so as to minimize <br />any potential model bias. At time scales on the order of days or <br />weeks, streamflow is highly variable and can be characterized <br />by using probability distributions. <br />Daily Colorado River diversion records for water years <br />1974 to 2001 were obtained for diverters downstream from <br />De Beque and upstream from Palisade using the Colorado State <br />HydroBase (Colorado Division of Water Resources, 2002). Pan <br />evaporation measurements collected at the Orchard Mesa <br />Research Station (about 15 mi west from the study area) were <br />obtained from Harold Larsen (Colorado State University, writ- <br />ten commun., 2002). Because evaporation measurements were <br />limited to the growing season, a predictive equation was fit by <br />using nonlinear regression so that the usefulness of these data <br />could be extended to a full year. Because of the small number <br />of salinity and evaporation measurements, these data also were <br />fit to predictive equations by using nonlinear regression, and the <br />probability distributions associated with residuals (difference <br />between measurement and prediction) were used to generate <br />random values for use in stochastic modeling. Nonlinear regres- <br />sion also was used to fit functional relations for annual stream- <br />flow exceedance probability and reservoir surface area as a <br />function of reservoir volume. <br />Instantaneous streamflow and salinity measurements were <br />obtained from the USGS NWIS database for the Colorado River <br />De Beque, Cameo, and Palisade and Plateau Creek stations, for <br />Dry Fork and Upper Dry Fork stations near De Beque, and for <br />a USGS National Water Quality Assessment (Spahr and others, <br />1996) site on the Dry Fork at Upper Station near De Beque. <br />Hydrograph separation was performed on the Dry Fork dis- <br />charge measurements using published USGS software (Rut- <br />ledge, 1998). By using the computed baseflow (low-flow) <br />hydrograph, the streamflow hydrograph was adjusted to obtain <br />a unit runoff hydrograph that was applied to the Sulphur Gulch <br />drainage. Two water samples also were collected from a site <br />(391607108153500) at the mouth of the Sulphur Gulch water- <br />shed and analyzed for salinity and selenium during the spring <br />2002 runoff. Instantaneous streamflow and basic parameters <br />such as dissolved oxygen, alkalinity, pH, and temperature were <br />measured concurrently with the sample collection. <br />