Laserfiche WebLink
sites had been sampled at least once for dissolved-solids con- <br />centration, and 214 streamflow-gaging stations had at least <br />25 dissolved-solids analyses. <br />Selection of Streamflow-Gaging Stations <br />Seventy streamflow-gaging stations (hereinafter re- <br />ferred to as sites) were selected for analysis in this report <br />(table 3, pl. 1). Minimum criteria for selection were that a <br />site have a sustained period of analyses for dissolved solids <br />and a concurrent record of daily values of streamflow. Other <br />selection criteria included the length and completeness of <br />record, the availability of daily values of specific conduct- <br />ance, and a geographic location along a major stream or in <br />an area of special interest. The period of record for several <br />sites was increased by combining the records of adjacent <br />sites. For this study, about 1,500 site-years of dissolved- <br />solids data were compiled. <br />Estimation of Dissolved Solids <br />Annual and monthly dissolved-solids concentrations <br />and loads and mass fractions of major ionic constituents were <br />estimated using the computerized method described by <br />Liebermann and others (1987). Data were retrieved from the <br />U.S. Geological Survey's data base (Hutchison, 1975). The <br />data available in WATSTORE included mean daily stream- <br />flow, mean daily specific conductance, and periodic chemical <br />analyses. These data were evaluated to locate potential errors <br />that, if uncorrected, might degrade the accuracy of subse- <br />quent regression analyses and lead to erroneous results. <br />The corrected data were used to estimate the daily loads <br />of dissolved solids and selected ionic constituents. Loads <br />were computed using the linear regression <br />In(L)=by+bt In(Q)+b2 In (SC) (1) <br />where <br />In (L) =the estimated natural logarithm of load; <br />In(Q)=the natural logarithm of streamflow; <br />In (SC) = the natural logarithm of specific conductance; <br />and <br />bo, bl, 62 =regression coefficients. <br />If specific conductance was not available, load was computed <br />as a function of streamflow only: <br />In(L)=bo+bt in (Q) (2) <br />Equation 2 may not be appropriate for sites immediately <br />downstream from a large reservoir. In order to ensure the <br />applicability of equation 1 for such sites, missing values of <br />specific conductance were estimated by linear interpolation <br />between the last observation preceding the missing record <br />and the first observation following the missing record. Miss- <br />ing values of specific conductance were estimated for 3 of <br />the 70 sites evaluated in the Upper Colorado River Basin: <br />site 34, Green River near Greendale, Utah (downstream from <br />Flaming Gorge Reservoir); site 61, San Juan River near <br />Archuleta, N. Mex. (downstream from Navajo Reservoir); <br />and site 69, Colorado River at Lees Ferry, Ariz. (down- <br />stream from Lake Powell). For each site, missing specific- <br />conductance values were estimated only for the period when <br />streamflow was regulated. <br />The observed dissolved-solids and constituent loads <br />used to calibrate the regression models (eqs 1 and 2) were <br />computed as the product of streamflow and the dissolved- <br />solids or constituent concentration. For specific sampling <br />dates, constituent loads were calculated for dissolved <br />calcium, magnesium, sodium plus potassium, the carbonate <br />equivalent of alkalinity, chloride, and sulfate. For each site <br />the regression models were evaluated on three-year groups <br />of data. The calibrated models then were used to estimate <br />daily loads for the central year of the group. The daily loads <br />were summed to produce the monthly values used in subse- <br />quent analyses. Daily streamflows also were summed to <br />produce monthly values. The flow-weighted mean monthly <br />concentrations of dissolved solids and ionic constituents then <br />could be computed by division of the monthly load by the <br />monthly streamflow. The monthly load and streamflow were <br />summed to produce annual values, from which flow-weighted <br />mean annual concentrations were computed. A complete <br />tabulation of the monthly and annual time series of stream- <br />flow, load, and concentration at the 70 sites is included in <br />a separate data report (Liebermann and Nordlund, 1988). <br />Flow-Adjusted Concentration <br />For most sites in the Upper Colorado River Basin, con- <br />centration of dissolved constituents is related to streamflow. <br />As streamflow increases, concentration decreases; as stream- <br />flow decreases, concentration increases. This relation can <br />affect subsequent trend analyses of the data, because a signifi- <br />cant trend in concentration may be entirely the result of a <br />corresponding trend in streamflow. To distinguish a trend <br />in concentration caused by changing supply rates or sources, <br />the effect of streamflow first must be removed. The resulting <br />flow-adjusted concentrations then may be analyzed for trends <br />over time. <br />Residuals from regression of dissolved-solids concen- <br />tration as a function of streamflow commonly are used as <br />flow-adjusted concentrations. In this report, the regression <br />model assumed to relate concentration to streamflow for all <br />the sites was: <br />In (C) = bo + bt In (Q) (3) <br />Methods of Data Analysis 15