Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US
Abstract
Interannual changes in low, median, and high regimes of streamflow have important implications for flood control, irrigation, and ecologic and human health. The Gravity Recovery and Climate Experiment (GRACE) satellites record global terrestrial water storage anomalies (TWSA), providing an opportunity to observe, interpret, and potentially utilize the complex relationships between storage and full-flow-regime streamflow. Here we show that utilizable storage-streamflow correlations exist throughout vastly different climates in the continental US (CONUS) across low- to high-flow regimes. A panoramic framework, the storage-streamflow correlation spectrum (SSCS), is proposed to examine macroscopic gradients in these relationships. SSCS helps form, corroborate or reject hypotheses about basin hydrologic behaviors. SSCS patterns vary greatly over CONUS with climate, land surface, and geologic conditions. Data mining analysis suggests that for catchments with hydrologic settings that favor storage over runoff, e.g., a large fraction of precipitation as snow, thick and highly-permeable permeable soil, SSCS values tend to be high. Based on our results, we form the hypotheses that groundwater flow dominates streamflows in South-eastern CONUS and Great Plains, while thin soils in a belt along the Appalachian Plateau impose a limit on water storage. SSCS also suggests shallow water table caused by high-bulk density soil and flat terrainmore »
- Authors:
-
- Pennsylvania State Univ., University Park, PA (United Sates). Civil and Environmental Engineering
- Publication Date:
- Research Org.:
- Pennsylvania State Univ., University Park, PA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1532998
- Grant/Contract Number:
- SC0010620
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Water Resources Research
- Additional Journal Information:
- Journal Volume: 53; Journal Issue: 9; Journal ID: ISSN 0043-1397
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; environmental sciences & ecology; marine & freshwater biology; water resources; storage-streamflow relationship; base flow; GRACE; hydrologic signature; catchment classification; hydrologic machine learning
Citation Formats
Fang, Kuai, and Shen, Chaopeng. Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US. United States: N. p., 2017.
Web. doi:10.1002/2016wr020283.
Fang, Kuai, & Shen, Chaopeng. Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US. United States. https://doi.org/10.1002/2016wr020283
Fang, Kuai, and Shen, Chaopeng. Thu .
"Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US". United States. https://doi.org/10.1002/2016wr020283. https://www.osti.gov/servlets/purl/1532998.
@article{osti_1532998,
title = {Full-flow-regime storage-streamflow correlation patterns provide insights into hydrologic functioning over the continental US},
author = {Fang, Kuai and Shen, Chaopeng},
abstractNote = {Interannual changes in low, median, and high regimes of streamflow have important implications for flood control, irrigation, and ecologic and human health. The Gravity Recovery and Climate Experiment (GRACE) satellites record global terrestrial water storage anomalies (TWSA), providing an opportunity to observe, interpret, and potentially utilize the complex relationships between storage and full-flow-regime streamflow. Here we show that utilizable storage-streamflow correlations exist throughout vastly different climates in the continental US (CONUS) across low- to high-flow regimes. A panoramic framework, the storage-streamflow correlation spectrum (SSCS), is proposed to examine macroscopic gradients in these relationships. SSCS helps form, corroborate or reject hypotheses about basin hydrologic behaviors. SSCS patterns vary greatly over CONUS with climate, land surface, and geologic conditions. Data mining analysis suggests that for catchments with hydrologic settings that favor storage over runoff, e.g., a large fraction of precipitation as snow, thick and highly-permeable permeable soil, SSCS values tend to be high. Based on our results, we form the hypotheses that groundwater flow dominates streamflows in South-eastern CONUS and Great Plains, while thin soils in a belt along the Appalachian Plateau impose a limit on water storage. SSCS also suggests shallow water table caused by high-bulk density soil and flat terrain induces rapid runoff in several regions. Our results highlight the importance of subsurface properties and groundwater flow in capturing flood and drought. Finally, we propose that SSCS can be used as a fundamental hydrologic signature to constrain models and to provide insights that lead us to better understand hydrologic functioning.},
doi = {10.1002/2016wr020283},
journal = {Water Resources Research},
number = 9,
volume = 53,
place = {United States},
year = {Thu Aug 24 00:00:00 EDT 2017},
month = {Thu Aug 24 00:00:00 EDT 2017}
}
Web of Science
Works referenced in this record:
A Mathematical Theory of Communication
journal, July 1948
- Shannon, C. E.
- Bell System Technical Journal, Vol. 27, Issue 3
Implementing and Evaluating Variable Soil Thickness in the Community Land Model, Version 4.5 (CLM4.5)
journal, May 2016
- Brunke, Michael A.; Broxton, Patrick; Pelletier, Jon
- Journal of Climate, Vol. 29, Issue 9
Water in the Balance
journal, June 2013
- Famiglietti, J. S.; Rodell, M.
- Science, Vol. 340, Issue 6138
Drought and flood monitoring for a large karst plateau in Southwest China using extended GRACE data
journal, December 2014
- Long, Di; Shen, Yanjun; Sun, Alexander
- Remote Sensing of Environment, Vol. 155
Geomorphological significance of at-many-stations hydraulic geometry: Physical Interpretations of AMHG
journal, April 2016
- Shen, Chaopeng; Wang, Shilong; Liu, Xiaofeng
- Geophysical Research Letters, Vol. 43, Issue 8
Bankfull Discharge Recurrence Intervals and Regional Hydraulic Geometry Relationships: Patterns in the Pacific Northwest, usa
journal, October 2001
- Castro, Janine M.; Jackson, Philip L.
- Journal of the American Water Resources Association, Vol. 37, Issue 5
Assessing the potential global extent of SWOT river discharge observations
journal, November 2014
- Pavelsky, Tamlin M.; Durand, Michael T.; Andreadis, Konstantinos M.
- Journal of Hydrology, Vol. 519
The fan of influence of streams and channel feedbacks to simulated land surface water and carbon dynamics: CHANNEL FEEDBACKS TO SIMULATED LAND SURFACE DYNAMICS
journal, February 2016
- Shen, Chaopeng; Riley, William J.; Smithgall, Kurt R.
- Water Resources Research, Vol. 52, Issue 2
Regionalization of constraints on expected watershed response behavior for improved predictions in ungauged basins
journal, August 2007
- Yadav, Maitreya; Wagener, Thorsten; Gupta, Hoshin
- Advances in Water Resources, Vol. 30, Issue 8
Functional Organization of Stream Fish Assemblages in Relation to Hydrological Variability
journal, March 1995
- Poff, N. LeRoy; Allan, J. David
- Ecology, Vol. 76, Issue 2
Improving Budyko curve-based estimates of long-term water partitioning using hydrologic signatures from GRACE: PREDICTING DEPARTURE FROM BUDYKO USING GRACE
journal, July 2016
- Fang, Kuai; Shen, Chaopeng; Fisher, Joshua B.
- Water Resources Research, Vol. 52, Issue 7
Downward approach to hydrological prediction: DOWNWARD APPROACH TO HYDROLOGICAL PREDICTION
journal, July 2003
- Sivapalan, Murugesu; Blöschl, Günter; Zhang, Lu
- Hydrological Processes, Vol. 17, Issue 11
Improving parameter estimation and water table depth simulation in a land surface model using GRACE water storage and estimated base flow data: PARAMETER ESTIMATION USING GRACE DATA
journal, May 2010
- Lo, Min-Hui; Famiglietti, James S.; Yeh, P. J. -F.
- Water Resources Research, Vol. 46, Issue 5
Baseflow recession and recharge as nonlinear storage processes
journal, April 1999
- Wittenberg, Hartmut
- Hydrological Processes, Vol. 13, Issue 5
Accuracy of GRACE mass estimates
journal, January 2006
- Wahr, John; Swenson, Sean; Velicogna, Isabella
- Geophysical Research Letters, Vol. 33, Issue 6
Linking Flow Regime and Water Quality in Rivers: a Challenge to Adaptive Catchment Management
journal, January 2008
- Nilsson, Christer; Renöfält, Birgitta Malm
- Ecology and Society, Vol. 13, Issue 2
Global terrestrial water storage capacity and flood potential using GRACE
journal, January 2009
- Reager, J. T.; Famiglietti, J. S.
- Geophysical Research Letters, Vol. 36, Issue 23
Global Patterns of Groundwater Table Depth
journal, February 2013
- Fan, Y.; Li, H.; Miguez-Macho, G.
- Science, Vol. 339, Issue 6122
Long-term groundwater storage trends estimated from streamflow records: Climatic perspective: LONG-TERM GROUNDWATER STORAGE TRENDS
journal, February 2008
- Brutsaert, Wilfried
- Water Resources Research, Vol. 44, Issue 2
A process-based diagnostic approach to model evaluation: Application to the NWS distributed hydrologic model: PROCESS-BASED DIAGNOSTIC EVALUATION OF HYDROLOGIC MODEL
journal, September 2008
- Yilmaz, Koray K.; Gupta, Hoshin V.; Wagener, Thorsten
- Water Resources Research, Vol. 44, Issue 9
Quantifying storage changes in regional Great Lakes watersheds using a coupled subsurface-land surface process model and GRACE, MODIS products
journal, September 2014
- Niu, Jie; Shen, Chaopeng; Li, Shu-Guang
- Water Resources Research, Vol. 50, Issue 9
Climate-vegetation-soil interactions and long-term hydrologic partitioning: signatures of catchment co-evolution
journal, January 2013
- Troch, P. A.; Carrillo, G.; Sivapalan, M.
- Hydrology and Earth System Sciences, Vol. 17, Issue 6
Evaluating flood potential with GRACE in the United States
journal, January 2016
- Molodtsova, Tatiana; Molodtsov, Sergey; Kirilenko, Andrei
- Natural Hazards and Earth System Sciences, Vol. 16, Issue 4
Imprint of climate and climate change in alluvial riverbeds: Continental United States, 1950-2011
journal, May 2013
- Slater, Louise J.; Singer, Michael Bliss
- Geology, Vol. 41, Issue 5
Quantifying the effects of data integration algorithms on the outcomes of a subsurface–land surface processes model
journal, September 2014
- Shen, Chaopeng; Niu, Jie; Fang, Kuai
- Environmental Modelling & Software, Vol. 59
An overview of current applications, challenges, and future trends in distributed process-based models in hydrology
journal, June 2016
- Fatichi, Simone; Vivoni, Enrique R.; Ogden, Fred L.
- Journal of Hydrology, Vol. 537
A comparison of watershed storage trends over the eastern and upper Midwestern regions of the United States, 2003-2015: WATERSHED STORAGE TRENDS OVER THE EASTERN UNITED STATES
journal, August 2016
- Thomas, Brian F.; Landerer, Felix W.; Wiese, David N.
- Water Resources Research, Vol. 52, Issue 8
Mapping permeability over the surface of the Earth: MAPPING GLOBAL PERMEABILITY
journal, January 2011
- Gleeson, Tom; Smith, Leslie; Moosdorf, Nils
- Geophysical Research Letters, Vol. 38, Issue 2
A Paradigm Shift in Hydrology: Storage Thresholds Across Scales Influence Catchment Runoff Generation: Paradigm shift in hydrology
journal, July 2010
- Spence, Christopher
- Geography Compass, Vol. 4, Issue 7
Catchment Classification and Hydrologic Similarity
journal, July 2007
- Wagener, Thorsten; Sivapalan, Murugesu; Troch, Peter
- Geography Compass, Vol. 1, Issue 4
Large-sample hydrology: a need to balance depth with breadth
journal, January 2014
- Gupta, H. V.; Perrin, C.; Blöschl, G.
- Hydrology and Earth System Sciences, Vol. 18, Issue 2
Evaluating controls on coupled hydrologic and vegetation dynamics in a humid continental climate watershed using a subsurface-land surface processes model: EVALUATING CONTROLS ON HYDROLOGIC AND VEGETATION DYNAMICS
journal, May 2013
- Shen, Chaopeng; Niu, Jie; Phanikumar, Mantha S.
- Water Resources Research, Vol. 49, Issue 5
Validation of a watershed model without calibration: VALIDATION OF A WATERSHED MODEL
journal, October 2003
- Vogel, Richard M.; Sankarasubramanian, A.
- Water Resources Research, Vol. 39, Issue 10
Characterizing hydrologic change through catchment classification
journal, January 2014
- Sawicz, K. A.; Kelleher, C.; Wagener, T.
- Hydrology and Earth System Sciences, Vol. 18, Issue 1
Patterns of similarity of seasonal water balances: A window into streamflow variability over a range of time scales
journal, July 2014
- Berghuijs, Wouter R.; Sivapalan, Murugesu; Woods, Ross A.
- Water Resources Research, Vol. 50, Issue 7
The Mahalanobis distance
journal, January 2000
- De Maesschalck, R.; Jouan-Rimbaud, D.; Massart, D. L.
- Chemometrics and Intelligent Laboratory Systems, Vol. 50, Issue 1, p. 1-18
Improving the representation of hydrologic processes in Earth System Models: REPRESENTING HYDROLOGIC PROCESSES IN EARTH SYSTEM MODELS
journal, August 2015
- Clark, Martyn P.; Fan, Ying; Lawrence, David M.
- Water Resources Research, Vol. 51, Issue 8
On the need for catchment classification
journal, November 2004
- McDonnell, Jeffrey J.; Woods, Ross
- Journal of Hydrology, Vol. 299, Issue 1-2
Accuracy of scaled GRACE terrestrial water storage estimates: ACCURACY OF GRACE-TWS
journal, April 2012
- Landerer, F. W.; Swenson, S. C.
- Water Resources Research, Vol. 48, Issue 4
A decade of Predictions in Ungauged Basins (PUB)—a review
journal, June 2013
- Hrachowitz, M.; Savenije, H. H. G.; Blöschl, G.
- Hydrological Sciences Journal, Vol. 58, Issue 6
Streamflow sensitivity to water storage changes across Europe: Streamflow Sensitivity to Storage Change
journal, March 2016
- Berghuijs, Wouter R.; Hartmann, Andreas; Woods, Ross A.
- Geophysical Research Letters, Vol. 43, Issue 5
Classifying the water table at regional to continental scales: WATER TABLE AT CONTINENTAL SCALES
journal, March 2011
- Gleeson, Tom; Marklund, Lars; Smith, Leslie
- Geophysical Research Letters, Vol. 38, Issue 5
River basin flood potential inferred using GRACE gravity observations at several months lead time
journal, July 2014
- Reager, J. T.; Thomas, B. F.; Famiglietti, J. S.
- Nature Geoscience, Vol. 7, Issue 8
Deriving global parameter estimates for the Noah land surface model using FLUXNET and machine learning: Improving Noah LSM Parameters
journal, November 2016
- Chaney, Nathaniel W.; Herman, Jonathan D.; Ek, Michael B.
- Journal of Geophysical Research: Atmospheres, Vol. 121, Issue 22
Post-processing removal of correlated errors in GRACE data
journal, January 2006
- Swenson, Sean; Wahr, John
- Geophysical Research Letters, Vol. 33, Issue 8
Many-objective reservoir policy identification and refinement to reduce policy inertia and myopia in water management
journal, April 2014
- Giuliani, M.; Herman, J. D.; Castelletti, A.
- Water Resources Research, Vol. 50, Issue 4
Climate, soil water storage, and the average annual water balance
journal, July 1994
- Milly, P. C. D.
- Water Resources Research, Vol. 30, Issue 7
A gridded global data set of soil, intact regolith, and sedimentary deposit thicknesses for regional and global land surface modeling
journal, January 2016
- Pelletier, Jon D.; Broxton, Patrick D.; Hazenberg, Pieter
- Journal of Advances in Modeling Earth Systems, Vol. 8, Issue 1
Assimilation of GRACE terrestrial water storage into a land surface model: Evaluation and potential value for drought monitoring in western and central Europe
journal, June 2012
- Li, Bailing; Rodell, Matthew; Zaitchik, Benjamin F.
- Journal of Hydrology, Vol. 446-447
Prediction in ungauged basins: a grand challenge for theoretical hydrology
journal, January 2003
- Sivapalan, Murugesu
- Hydrological Processes, Vol. 17, Issue 15
Relative Measures of soil bulk Density to Characterize Compaction in Tillage Studies on fine Sandy Loams
journal, August 1990
- Carter, M. R.
- Canadian Journal of Soil Science, Vol. 70, Issue 3
Catchment classification: empirical analysis of hydrologic similarity based on catchment function in the eastern USA
journal, January 2011
- Sawicz, K.; Wagener, T.; Sivapalan, M.
- Hydrology and Earth System Sciences, Vol. 15, Issue 9
Works referencing / citing this record:
Feasibility of Multi-Year Forecast for the Colorado River Water Supply: Time Series Modeling
journal, November 2019
- Plucinski, Brian; Sun, Yan; Wang, S. -Y. Simon
- Water, Vol. 11, Issue 12
From engineering hydrology to Earth system science: milestones in the transformation of hydrologic science
journal, January 2018
- Sivapalan, Murugesu
- Hydrology and Earth System Sciences, Vol. 22, Issue 3