A comparison of hand- and spline-drawn precipitation maps for mountainous Montana

Average annual precipitation for the period 1961-1990 was estimated for a mountainous region in Montana with a Laplacian thin-plate spline (ANUSPLIN) and compared to a hand-drawn map. Input data included latitude, longitude, and elevation from a three-arc-second U.S. Geological Survey Digital Elevation Model of the Bozeman and Billings 1° x 2° topographic quadrangles and precipitation data at 96 stations. The two maps are similar in appearance. Digital comparison of the two maps with ARC/INFO's Grid tools shows that mean annual precipitation for the hand-contoured map is 22.9 inches and for the ANUSPLIN map is 23.7 inches. Of the 5,760,000 cells, 53 percent showed no difference between ANUSPLIN and hand-drawn maps ; 19 percent showed a two-inch difference, and 28 percent showed more than 2 inches difference. Input data and model output at the same location are not different (standard deviation 1.77, p-value 0.76). Hand-drawn maps show two inches more precipitation during the 1961-90 period than during the 1941-1970 period. Similarly, measured data at 73 sites for the period 1961-1990 are on average 2.4 inches higher than the same stations during the 1941-1970 period. The difference is significant (p-value < 0.0001).

[1]  G. A. Nielsen,et al.  MAPS: A GIS for land resource management in Montana , 1990 .

[2]  Barry E. Goodison,et al.  Metrication of Manual Snow Sampling Equipment , 1982 .

[3]  G. Wahba,et al.  Some New Mathematical Methods for Variational Objective Analysis Using Splines and Cross Validation , 1980 .

[4]  J. Salas,et al.  A COMPARATIVE ANALYSIS OF TECHNIQUES FOR SPATIAL INTERPOLATION OF PRECIPITATION , 1985 .

[5]  Ramakrishna R. Nemani,et al.  Extrapolation of synoptic meteorological data in mountainous terrain and its use for simulating forest evapotranspiration and photosynthesis , 1987 .

[6]  Charles F. Hutchinson,et al.  Guidelines for Demonstrating Geographical Information Systems Based on Participatory Development , 1993, Int. J. Geogr. Inf. Sci..

[7]  Alex B. McBratney,et al.  Comparison of several spatial prediction methods for soil pH , 1987 .

[8]  G. Bastin,et al.  On the Accuracy of Areal Rainfall Estimation - a Case-study , 1987 .

[9]  Michael F. Hutchinson,et al.  A continental hydrological assessment of a new grid-based digital elevation model of Australia , 1991 .

[10]  Ramakrishna R. Nemani,et al.  MTCLIM: a mountain microclimate simulation model , 1989 .

[11]  John P. Wilson,et al.  Coupling Geographic Information Systems and Models for Weed Control and Groundwater Protection , 1993, Weed Technology.

[12]  E. L. Peck,et al.  An approach to the development of isohyetal maps for mountainous areas , 1962 .

[13]  D. Marks,et al.  A comparison of geostatistical procedures for spatial analysis of precipitation in mountainous terrain , 1992 .