HR: 0800h
AN: IN21C-1196 [Abstracts]
TI: Modeling hydrologic processes at different scales - difficulties and possible solutions
AU: * Plummer, M A
EM: Mitchell.Plummer@inl.gov
AF: Idaho National Laboratory, 2525 Fremont Street, Idaho Falls, ID 83415-2107
United States
AB:
Geoscientists face a host of well-known problems when attempting to model physical processes at different scales. As scale
increases, the spatial and temporal resolution of the available data generally decrease and the ratio of the area over which
the predictions apply to that for which ground-truthing data is available skyrockets. From our perspective, a primary problem
is that with the availability of satellite remote sensing data, the scale at which geophysical models could be applied
leapfrogged way beyond our ability to provide matching field-based data. Efforts to improve satellite-based remote sensing
systems should therefore be accompanied by detailed studies of the physical controls on the spatial variability of various
ecosystem processes, primarily through large-scale field studies combined with low-altitude, as well as high-altitude, remote
sensing data. As an introduction to how these, and other, problems can artificially limit the value of remote sensing and
other large-scale data sets, we illustrate how these issues have affected a variety of hydrological problems of interest to
the Geoscience Research group at the Idaho National Laboratory, including estimation of infiltration rates for large-scale
groundwater flow models and examination of the climatic sensitivity of alpine glaciers and basin-scale water balance. The
lessons learned in dealing with such problems speak to some of the work that must be done to facilitate application of remote
sensing data to a wider variety of geophysical problems. Finally, we propose that modeling studies at a variety of scales
would be more useful to society through implementation of what we term the automated modeling-monitoring feedback loop, in
which numerical models with simplified interfaces are coupled with environmental monitoring systems to permit manipulation by
non-modelers, and which could thereby permit continued calibration as new monitoring data are obtained.
DE: 9820 Techniques applicable in three or more fields
SC: Earth and Space Science Informatics [IN]
MN: Fall Meeting 2005