Laserfiche WebLink
<br />i'-J[> ~. <br /> <br />400 <br /> <br />DRESSLER ET AL. <br /> <br />AUGUST 2006 <br /> <br />a. Gunnison <br /> <br />300 <br /> <br /> <br />200 <br /> <br />100 <br /> <br />o <br />100 <br /> <br />80 <br />E <br />E 60 <br />w <br />$: 40 <br />C/) <br />20 <br /> <br />o <br />100 <br /> <br />80 <br /> <br />60 <br /> <br />40 <br /> <br />20 <br /> <br />o <br />1500 2000 <br /> <br />b. San Juan <br /> <br /> <br />c. Salt-Verde - SNOTEL <br />- - SNOTEL + snowcourse (mm!) <br /> <br />-0- SNOTEL + snowcourse Qinear fill) <br /> <br />........... snowcourse linear fill <br /> <br /> <br />2500 3000 3500 4000 4500 <br />elevation, m <br /> <br />FIG. 5. The 30 Mar 1993 hypsometrically interpolated SWE <br />(normalized by basin area) by subbasin using various combina- <br />tions of data. Refer to Fig. 3 for dataset combinations. <br /> <br />basins, SWE estimated from interpolated SNOTEL <br />data (Figs. 5a-c) were consistently higher than that for <br />snow course data, with the greatest differences, as much <br />as 150 nun or 40% over the Gunnison at 3000-3500-m <br />elevation, at peak SWE. The rmse for interpolated <br />SWE (1 km2 grid) versus observed point values, calcu- <br />lated as the root mean square of the absolute difference <br />between the estimated SWE in the 1-km grid block <br />from interpolation and that from the observed station <br />value, increased through May and then declined as <br />snow cover became nearly depleted (Fig. 6). Average <br />interpolated SWE for the Colorado basin as a whole <br />was greater when using snow course versus SNOTEL <br />data, with the largest difference at lower elevations <br />(1500-2000 m) (Fig. 7). <br />Variograms were constructed to examine spatial con- <br />tinuity as it related to distance, with a view to measure- <br />ment error and the geospatial relationships of the two <br />datasets. Variograms were calculated by plotting vari- <br />ance in SWE against lag distance, determined from the <br /> <br />500 <br />450 <br /> <br />400 <br /> <br />E 350 <br />E 300 <br />u.i <br />en 250 <br />::E <br />0::: 200 <br /> <br />150 <br /> <br />100 <br /> <br />50 <br />o <br />12/29 <br /> <br />709 <br /> <br />-SNOTEL <br />",/1<" SNOTEL + snowcourse (mmt) <br />- SNOTEL + snowcourse (linear fill) <br />- snowcourse (linear fill) <br /> <br /> <br />2/2 <br /> <br />5/18 <br /> <br />6/22 <br /> <br />3/9 4/13 <br />date <br /> <br />FIG. 6. The 30 Mar 1993 rmse interpolation error, calculated <br />from the difference of the 1 km2 gridded values and the point data <br />used to compute the gridded values within the Colorado basin. <br />Refer to Fig. 3 for dataset combinations. <br /> <br />fixed station locations. Important features of the vari- <br />ogram were the (a) range, or the separation distance of <br />stations for which no significant increase in the squared <br />difference (variance) between station pairs occurs; (b) <br />sill, or the plateau variance value at the range; and (c) <br />nugget effect, or the variance discontinuity at the vari- <br /> <br />*- 40 <br />J <br />w <br />I- <br />a 20 <br />Z <br />(f) <br />E <br />e 0 <br />- <br />Q) <br />(,) <br />c <br />Q) <br />Q) -20 <br />:t:: <br />'5 <br /> <br />-40 <br />1500 <br /> <br /> <br />-+- SNOTEL + snowcourse (mmt) <br />___ SNOTEL + snowcourse (linear fill) <br />- snowcourse (linear fill) <br /> <br />2500 3500 <br />elevation zone, m <br /> <br />450C <br /> <br />FIG. 7. The 30 Mar 1993 elevation dependence of interpolated <br />SWE volume differences for collocated sites over the Colorado <br />River basin. Interpolations are masked by maximum snow extent <br />from Advanced Very High Resolution Radiometer snow-covered <br />area. Refer to Fig. 3 for dataset combinations. <br />