Journal
WATER RESOURCES RESEARCH
Volume 52, Issue 7, Pages 5056-5074Publisher
AMER GEOPHYSICAL UNION
DOI: 10.1002/2015WR018493
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Funding
- National Science Foundation CZO grant [EAR-1331846]
- Directorate For Geosciences
- Division Of Earth Sciences [1331846] Funding Source: National Science Foundation
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Many ecological functions of wetlands are influenced by wet-periods, i.e., the time interval when groundwater table (GWT) is continuously near the land surface. Hence, there is a crucial need to understand the controls on interannual variations of wet-periods. Given the scarcity of long-term measurements of GWT in wetlands, understanding variations in wet-periods using a measurement approach alone is challenging. Here we used a physically based, fully distributed hydrologic model, in synergy with publicly available hydrologic data, to simulate long-term wet-period variations in 10 inland forested wetlands in a southeastern US watershed. A Bayesian regression and variable selection framework was then implemented to (a) evaluate the extent to which the simulated wet-periods can be estimated and predicted by precipitation (Ppt) and potential evapotranspiration (PET) and (b) infer the relative roles of seasonal Ppt and PET. Our results indicate that wet-period start date and duration could vary by more than 6 months during the 32 year simulation period. Remarkably, 60-90% of these variations could be captured using regressions based on seasonal Ppt and PET in most wetlands. Effects of seasonal meteorological conditions on wet-period variations were found to be nonuniform, which indicate that the annual variables may not explain interannual variations in wet-periods. The Bayesian framework was able to predict wet-period variations with errors smaller than 1 month at a 90% confidence level. The presented framework provides a minimalistic approach for estimating and predicting wet-period variations in wetlands and may be used to understand the future responses of associated ecological functions in wetlands.
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