DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: 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 » 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.« less

Authors:
ORCiD logo [1]; ORCiD logo [1]
  1. 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}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 26 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

A Mathematical Theory of Communication
journal, July 1948


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
  • DOI: 10.1175/JCLI-D-15-0307.1

Water in the Balance
journal, June 2013


Drought and flood monitoring for a large karst plateau in Southwest China using extended GRACE data
journal, December 2014


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
  • DOI: 10.1002/2016GL068364

Bankfull Discharge Recurrence Intervals and Regional Hydraulic Geometry Relationships: Patterns in the Pacific Northwest, usa
journal, October 2001


Assessing the potential global extent of SWOT river discharge observations
journal, November 2014


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
  • DOI: 10.1002/2015WR018086

Regionalization of constraints on expected watershed response behavior for improved predictions in ungauged basins
journal, August 2007


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
  • DOI: 10.2307/1941217

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
  • DOI: 10.1002/2016WR018748

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
  • DOI: 10.1002/hyp.1425

Baseflow recession and recharge as nonlinear storage processes
journal, April 1999


Accuracy of GRACE mass estimates
journal, January 2006

  • Wahr, John; Swenson, Sean; Velicogna, Isabella
  • Geophysical Research Letters, Vol. 33, Issue 6
  • DOI: 10.1029/2005GL025305

Linking Flow Regime and Water Quality in Rivers: a Challenge to Adaptive Catchment Management
journal, January 2008


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
  • DOI: 10.1029/2009GL040826

Global Patterns of Groundwater Table Depth
journal, February 2013


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
  • DOI: 10.1029/2007WR006716

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
  • DOI: 10.1002/2014WR015589

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
  • DOI: 10.5194/hess-17-2209-2013

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
  • DOI: 10.5194/nhess-16-1011-2016

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
  • DOI: 10.1130/G34070.1

Quantifying the effects of data integration algorithms on the outcomes of a subsurface–land surface processes model
journal, September 2014


An overview of current applications, challenges, and future trends in distributed process-based models in hydrology
journal, June 2016


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
  • DOI: 10.1029/2010GL045565

Catchment Classification and Hydrologic Similarity
journal, July 2007


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
  • DOI: 10.5194/hess-18-463-2014

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
  • DOI: 10.1029/2002WR001940

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
  • DOI: 10.5194/hess-18-273-2014

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
  • DOI: 10.1002/2014WR015692

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
  • DOI: 10.1016/S0169-7439(99)00047-7

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
  • DOI: 10.1002/2015WR017096

On the need for catchment classification
journal, November 2004


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
  • DOI: 10.1029/2011WR011453

A decade of Predictions in Ungauged Basins (PUB)—a review
journal, June 2013


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
  • DOI: 10.1002/2016GL067927

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
  • DOI: 10.1029/2010GL046427

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
  • DOI: 10.1038/ngeo2203

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
  • DOI: 10.1002/2016JD024821

Post-processing removal of correlated errors in GRACE data
journal, January 2006

  • Swenson, Sean; Wahr, John
  • Geophysical Research Letters, Vol. 33, Issue 8
  • DOI: 10.1029/2005GL025285

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
  • DOI: 10.1002/2013WR014700

Climate, soil water storage, and the average annual water balance
journal, July 1994


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
  • DOI: 10.1002/2015MS000526

Prediction in ungauged basins: a grand challenge for theoretical hydrology
journal, January 2003

  • Sivapalan, Murugesu
  • Hydrological Processes, Vol. 17, Issue 15
  • DOI: 10.1002/hyp.5155

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
  • DOI: 10.4141/cjss90-042

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
  • DOI: 10.5194/hess-15-2895-2011

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
  • DOI: 10.3390/w11122433

From engineering hydrology to Earth system science: milestones in the transformation of hydrologic science
journal, January 2018