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<br />:2530 <br /> <br />N = number of discharges in the sample, <br />S = standard deviation of the logarithms, and <br />G = skew coefficient of the logarithms. <br /> <br />The LP3 distribution is defined by the general <br />formula (U.S. Interagency Advisory Committee on <br />Water Data, 1982, p. 9): <br /> <br />xp = x+Kp.GS <br /> <br />where <br />xp = discharge or variate value exceeded with <br />probability P in any year, <br />Kp,G = the LP3 frequency factor for exceedance <br />probability P and skewness G, and <br /> <br />x and S = the same as defined in equations I and 2. <br /> <br />Frequency factors for skew coefficients ranging <br />from -9.0 to 9.0 and for EP's ranging from 0.0001 to <br />0.9999 are reported by the U.S. Interagency Advisory <br />Committee on Water Data (1982). <br /> <br />Skew-Coefficient Analysis <br /> <br />Reliability of the sample skew coefficient (sta- <br />tion skew) decreases as sample size (years of record) <br />becomes small (fig. 4); the station skew also is sensitive <br />to extreme events (U.S. Interagency Advisory Commit- <br />tee on Water Data, 1982, p. 10). To improve reliability <br />of the station skew, the U.S. Interagency Advisory <br />Committee on Water Data (1982, p. 10) recommends <br />that a generalized skew coefficient (generalized skew) <br />be used in the frequency analysis. The generalized <br />skew is used to calculate a weighted skew estimate <br />(weighted average of station and generalized skew) <br />under the assumption that the generalized skew is unbi- <br />ased and independent of station skew (U .S. Interagency <br />Advisory Committee on Water Data, 1982, p. 12). <br />Methods for estimating generalized skew for an area <br />are described by the U.S. Interagency Advisory Com- <br />mittee on Water Data(1982, p. II-IS); however, ifdata <br />are insufficient, generalized skew can be estimated <br />from the national generalized-skew-coefficient map <br />provided in that report (also see Hardison, 1974). <br />Because the national map of generalized skews <br />(U.S. Interagency Advisory Committee on Water Data, <br />1982) was developed from annual instantaneous peak <br />discharges, station skews for ROM discharges were <br />analyzed for selected stations in the vicinity of Pueblo <br />Reservoir to determine if generalized skews from the <br />national map were applicable to the PRIUP study. For <br />the frequency analysis of ROM discharges upstream <br />from Pueblo Reservoir, station skews were analyzed <br /> <br />(4) <br /> <br />for stations at Canon City, at Portland, and near Pueblo <br />(fig. I; table I). The near-Pueblo station, although' <br />downstream from Pueblo Reservoir (fig. I), was <br />included because the period of record (table I) is prior <br />to construction of Pueblo Dam. The above-Pueblo <br />station was not included because only 10 years of non- <br />regulated discharge data were available. The near- <br />Portland station also was not included because only <br />9 years of record were available (table I); the record for <br />this station could not be combined with that for the <br />near-Portland station because of tributary flow from <br />Beaver Creek (fig. I). <br /> <br />Station skews and the skews for plus or minus <br />one root mean square error for logarithms of ROM dis- <br />charge during April and May for three stations on the <br />Arkansas River are shown in figure 5. No definite tem- <br />poral or spatial trend in station skew is evident at the <br />stations; moreover, the error bars generally are not very <br />large. Also, the station skews for the annual instanta- <br />neous peak discharge logarithms for the at-Canon City <br />station (0.28), for the at-Portland station (0.72), and for <br />the above-Pueblo station (1.09) were within the range <br />of station skews for ROM discharge logarithms (fig. 5). <br />Therefore, the generalized skew from the national map <br />(U.S. Interagency Advisory Committee on Water Data, <br />1982) was considered appropriate in the frequency <br />analysis of ROM discharges upstream from Pueblo <br />Reservoir. <br /> <br />For the frequency analysis downstream from <br />Pueblo Reservoir, station skews were analyzed for <br />Fountain Creek, the 51. Charles River, and the near- <br />Avondale station (fig. I; table I). Discharge records for <br />the four 51. Charles River stations (table I) were com- <br />bined into a single record because the difference in <br />drainage area is only about 3 percent and the few <br />ephemeral tributaries between the most upstream and <br />downstream stations do not contribute substantial dis- <br />charge. The period of analysis for the near-Avondale <br />station includes IS years of record after the completion <br />of Pueblo Dam; however, because (I) Pueblo Reservoir <br />usually is operated as a flow-through reservoir during <br />April and May, (2) Fountain Creek and the 51. Charles <br />River often have substantial effects on the discharge at <br />this station, and (3) this station would not be used in the <br />actual frequency analysis; the analysis of skew coeffi- <br />cient for this station would be helpful in the analysis of <br />skew coefficients downstream from Pueblo Reservoir. <br /> <br />Station skews and the skews for plus or minus <br />one root mean square error for logarithms of ROM dis- <br />charge during April and May for Fountain Creek, the <br />51. Charles River, and the near-Avondale station are <br />shown in figure 6. Some increasing and some decreas- <br />ing trends in station skew with time can be seen in <br />figure 6; however, most of the station skews are <br /> <br />FREOUENCY ANALYSIS OF HISTORICAL DAilY MEAN DISCHARGES 9 <br />