Scaling, similarity, and the fourth paradigm for hydrology

In this synthesis paper addressing hydrologic scaling and similarity, we posit that roadblocks in the search for universal laws of hydrology are hindered by our focus on computational simulation (the third paradigm) and assert that it is time for hydrology to embrace a fourth paradigm of data-in...

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Main Authors: C. D. Peters-Lidard, M. Clark, L. Samaniego, N. E. C. Verhoest, T. van Emmerik, R. Uijlenhoet, K. Achieng, T. E. Franz, R. Woods
Format: Article
Language:English
Published: Copernicus Publications 2017-07-01
Series:Hydrology and Earth System Sciences
Online Access:https://www.hydrol-earth-syst-sci.net/21/3701/2017/hess-21-3701-2017.pdf
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spelling doaj-b11acf29f0e94ae08f689617a3a8dcbb2020-11-24T22:34:34ZengCopernicus PublicationsHydrology and Earth System Sciences1027-56061607-79382017-07-01213701371310.5194/hess-21-3701-2017Scaling, similarity, and the fourth paradigm for hydrologyC. D. Peters-Lidard0M. Clark1L. Samaniego2N. E. C. Verhoest3T. van Emmerik4R. Uijlenhoet5K. Achieng6T. E. Franz7R. Woods8Earth Sciences Division, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USAResearch Applications Laboratory, National Center for Atmospheric Research, Boulder, CO 80301, USAUFZ-Helmholtz Centre for Environmental Research, Leipzig, 04318, GermanyLaboratory of Hydrology and Water Management, Ghent University, Coupure links 653, 9000 Ghent, BelgiumWater Resources Section, Delft University of Technology, Delft, 2628 CN, the NetherlandsHydrology and Quantitative Water Management Group, Wageningen University, 6700 AA Wageningen, the NetherlandsDepartment of Civil and Architectural Engineering, University of Wyoming, Laramie, WY 82071, USASchool of Natural Resources, University of Nebraska-Lincoln, Lincoln, NE 68583, USADepartment of Civil Engineering, University of Bristol, Bristol, BS8 1TR, UKIn this synthesis paper addressing hydrologic scaling and similarity, we posit that roadblocks in the search for universal laws of hydrology are hindered by our focus on computational simulation (the third paradigm) and assert that it is time for hydrology to embrace a fourth paradigm of data-intensive science. Advances in information-based hydrologic science, coupled with an explosion of hydrologic data and advances in parameter estimation and modeling, have laid the foundation for a data-driven framework for scrutinizing hydrological scaling and similarity hypotheses. We summarize important scaling and similarity concepts (hypotheses) that require testing; describe a mutual information framework for testing these hypotheses; describe boundary condition, state, flux, and parameter data requirements across scales to support testing these hypotheses; and discuss some challenges to overcome while pursuing the fourth hydrological paradigm. We call upon the hydrologic sciences community to develop a focused effort towards adopting the fourth paradigm and apply this to outstanding challenges in scaling and similarity.https://www.hydrol-earth-syst-sci.net/21/3701/2017/hess-21-3701-2017.pdf
collection DOAJ
language English
format Article
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author C. D. Peters-Lidard
M. Clark
L. Samaniego
N. E. C. Verhoest
T. van Emmerik
R. Uijlenhoet
K. Achieng
T. E. Franz
R. Woods
spellingShingle C. D. Peters-Lidard
M. Clark
L. Samaniego
N. E. C. Verhoest
T. van Emmerik
R. Uijlenhoet
K. Achieng
T. E. Franz
R. Woods
Scaling, similarity, and the fourth paradigm for hydrology
Hydrology and Earth System Sciences
author_facet C. D. Peters-Lidard
M. Clark
L. Samaniego
N. E. C. Verhoest
T. van Emmerik
R. Uijlenhoet
K. Achieng
T. E. Franz
R. Woods
author_sort C. D. Peters-Lidard
title Scaling, similarity, and the fourth paradigm for hydrology
title_short Scaling, similarity, and the fourth paradigm for hydrology
title_full Scaling, similarity, and the fourth paradigm for hydrology
title_fullStr Scaling, similarity, and the fourth paradigm for hydrology
title_full_unstemmed Scaling, similarity, and the fourth paradigm for hydrology
title_sort scaling, similarity, and the fourth paradigm for hydrology
publisher Copernicus Publications
series Hydrology and Earth System Sciences
issn 1027-5606
1607-7938
publishDate 2017-07-01
description In this synthesis paper addressing hydrologic scaling and similarity, we posit that roadblocks in the search for universal laws of hydrology are hindered by our focus on computational simulation (the third paradigm) and assert that it is time for hydrology to embrace a fourth paradigm of data-intensive science. Advances in information-based hydrologic science, coupled with an explosion of hydrologic data and advances in parameter estimation and modeling, have laid the foundation for a data-driven framework for scrutinizing hydrological scaling and similarity hypotheses. We summarize important scaling and similarity concepts (hypotheses) that require testing; describe a mutual information framework for testing these hypotheses; describe boundary condition, state, flux, and parameter data requirements across scales to support testing these hypotheses; and discuss some challenges to overcome while pursuing the fourth hydrological paradigm. We call upon the hydrologic sciences community to develop a focused effort towards adopting the fourth paradigm and apply this to outstanding challenges in scaling and similarity.
url https://www.hydrol-earth-syst-sci.net/21/3701/2017/hess-21-3701-2017.pdf
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