Impact of model structure and parameterization on Penman-Monteith type evaporation models

Handle URI:
http://hdl.handle.net/10754/550319
Title:
Impact of model structure and parameterization on Penman-Monteith type evaporation models
Authors:
Ershadi, A.; McCabe, Matthew ( 0000-0002-1279-5272 ) ; Evans, J.P.; Wood, E.F.
Abstract:
The impact of model structure and parameterization on the estimation of evaporation is investigated across a range of Penman-Monteith type models. To examine the role of model structure on flux retrievals, three different retrieval schemes are compared. The schemes include a traditional single-source Penman-Monteith model (Monteith, 1965), a two-layer model based on Shuttleworth and Wallace (1985) and a three-source model based on Mu et al. (2011). To assess the impact of parameterization choice on model performance, a number of commonly used formulations for aerodynamic and surface resistances were substituted into the different formulations. Model response to these changes was evaluated against data from twenty globally distributed FLUXNET towers, representing a cross-section of biomes that include grassland, cropland, shrubland, evergreen needleleaf forest and deciduous broadleaf forest. Scenarios based on 14 different combinations of model structure and parameterization were ranked based on their mean value of Nash-Sutcliffe Efficiency. Results illustrated considerable variability in model performance both within and between biome types. Indeed, no single model consistently outperformed any other when considered across all biomes. For instance, in grassland and shrubland sites, the single-source Penman-Monteith model performed the best. In croplands it was the three-source Mu model, while for evergreen needleleaf and deciduous broadleaf forests, the Shuttleworth-Wallace model rated highest. Interestingly, these top ranked scenarios all shared the simple lookup-table based surface resistance parameterization of Mu et al. (2011), while a more complex Jarvis multiplicative method for surface resistance produced lower ranked simulations. The highly ranked scenarios mostly employed a version of the Thom (1975) formulation for aerodynamic resistance that incorporated dynamic values of roughness parameters. This was true for all cases except over deciduous broadleaf sites, where the simpler aerodynamic resistance approach of Mu et al. (2011) showed improved performance. Overall, the results illustrate the sensitivity of Penman-Monteith type models to model structure, parameterization choice and biome type. A particular challenge in flux estimation relates to developing robust and broadly applicable model formulations. With many choices available for use, providing guidance on the most appropriate scheme to employ is required to advance approaches for routine global scale flux estimates, undertake hydrometeorological assessments or develop hydrological forecasting tools, amongst many other applications. In such cases, a multi-model ensemble or biome-specific tiled evaporation product may be an appropriate solution, given the inherent variability in model and parameterization choice that is observed within single product estimates.
KAUST Department:
Biological and Environmental Sciences and Engineering (BESE) Division
Citation:
Impact of model structure and parameterization on Penman-Monteith type evaporation models 2015 Journal of Hydrology
Publisher:
Elsevier BV
Journal:
Journal of Hydrology
Issue Date:
12-Apr-2015
DOI:
10.1016/j.jhydrol.2015.04.008
Type:
Article
ISSN:
00221694
Additional Links:
http://linkinghub.elsevier.com/retrieve/pii/S0022169415002577
Appears in Collections:
Articles; Biological and Environmental Sciences and Engineering (BESE) Division

Full metadata record

DC FieldValue Language
dc.contributor.authorErshadi, A.en
dc.contributor.authorMcCabe, Matthewen
dc.contributor.authorEvans, J.P.en
dc.contributor.authorWood, E.F.en
dc.date.accessioned2015-04-19T11:09:44Zen
dc.date.available2015-04-19T11:09:44Zen
dc.date.issued2015-04-12en
dc.identifier.citationImpact of model structure and parameterization on Penman-Monteith type evaporation models 2015 Journal of Hydrologyen
dc.identifier.issn00221694en
dc.identifier.doi10.1016/j.jhydrol.2015.04.008en
dc.identifier.urihttp://hdl.handle.net/10754/550319en
dc.description.abstractThe impact of model structure and parameterization on the estimation of evaporation is investigated across a range of Penman-Monteith type models. To examine the role of model structure on flux retrievals, three different retrieval schemes are compared. The schemes include a traditional single-source Penman-Monteith model (Monteith, 1965), a two-layer model based on Shuttleworth and Wallace (1985) and a three-source model based on Mu et al. (2011). To assess the impact of parameterization choice on model performance, a number of commonly used formulations for aerodynamic and surface resistances were substituted into the different formulations. Model response to these changes was evaluated against data from twenty globally distributed FLUXNET towers, representing a cross-section of biomes that include grassland, cropland, shrubland, evergreen needleleaf forest and deciduous broadleaf forest. Scenarios based on 14 different combinations of model structure and parameterization were ranked based on their mean value of Nash-Sutcliffe Efficiency. Results illustrated considerable variability in model performance both within and between biome types. Indeed, no single model consistently outperformed any other when considered across all biomes. For instance, in grassland and shrubland sites, the single-source Penman-Monteith model performed the best. In croplands it was the three-source Mu model, while for evergreen needleleaf and deciduous broadleaf forests, the Shuttleworth-Wallace model rated highest. Interestingly, these top ranked scenarios all shared the simple lookup-table based surface resistance parameterization of Mu et al. (2011), while a more complex Jarvis multiplicative method for surface resistance produced lower ranked simulations. The highly ranked scenarios mostly employed a version of the Thom (1975) formulation for aerodynamic resistance that incorporated dynamic values of roughness parameters. This was true for all cases except over deciduous broadleaf sites, where the simpler aerodynamic resistance approach of Mu et al. (2011) showed improved performance. Overall, the results illustrate the sensitivity of Penman-Monteith type models to model structure, parameterization choice and biome type. A particular challenge in flux estimation relates to developing robust and broadly applicable model formulations. With many choices available for use, providing guidance on the most appropriate scheme to employ is required to advance approaches for routine global scale flux estimates, undertake hydrometeorological assessments or develop hydrological forecasting tools, amongst many other applications. In such cases, a multi-model ensemble or biome-specific tiled evaporation product may be an appropriate solution, given the inherent variability in model and parameterization choice that is observed within single product estimates.en
dc.publisherElsevier BVen
dc.relation.urlhttp://linkinghub.elsevier.com/retrieve/pii/S0022169415002577en
dc.rightsNOTICE: this is the author’s version of a work that was accepted for publication in Journal of Hydrology. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Journal of Hydrology, 12 April 2015. DOI: 10.1016/j.jhydrol.2015.04.008en
dc.subjectLatent heat fluxen
dc.subjectEvaporationen
dc.subjectEvapotranspirationen
dc.subjectPenman-Monteithen
dc.subjectSurface resistanceen
dc.subjectAerodynamic resistanceen
dc.titleImpact of model structure and parameterization on Penman-Monteith type evaporation modelsen
dc.typeArticleen
dc.contributor.departmentBiological and Environmental Sciences and Engineering (BESE) Divisionen
dc.identifier.journalJournal of Hydrologyen
dc.eprint.versionPost-printen
dc.contributor.institutionARC Centre of Excellence for Climate Systems Science and Climate Change Research Centre, University of NSW, Sydney, Australiaen
dc.contributor.institutionDepartment of Civil and Environmental Engineering, Princeton University, Princeton, New Jersey, USAen
kaust.authorMcCabe, Matthewen
kaust.authorErshadi, Alien
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