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...
Main Authors: | , , , , , , , , |
---|---|
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 |
id |
doaj-b11acf29f0e94ae08f689617a3a8dcbb |
---|---|
record_format |
Article |
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 |
sources |
DOAJ |
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 |
work_keys_str_mv |
AT cdpeterslidard scalingsimilarityandthefourthparadigmforhydrology AT mclark scalingsimilarityandthefourthparadigmforhydrology AT lsamaniego scalingsimilarityandthefourthparadigmforhydrology AT necverhoest scalingsimilarityandthefourthparadigmforhydrology AT tvanemmerik scalingsimilarityandthefourthparadigmforhydrology AT ruijlenhoet scalingsimilarityandthefourthparadigmforhydrology AT kachieng scalingsimilarityandthefourthparadigmforhydrology AT tefranz scalingsimilarityandthefourthparadigmforhydrology AT rwoods scalingsimilarityandthefourthparadigmforhydrology |
_version_ |
1725726731788091392 |