A framework fusing multiple representations of same processes from different 2 perspectives for robust modeling of plant interaction with hydrological processes Article Swipe
Xu Liang
,
Liuyan Hu
,
Hector W. Clavijo
,
Jeen‐Shang Lin
·
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1002/essoar.10510495.1
YOU?
·
· 2022
· Open Access
·
· DOI: https://doi.org/10.1002/essoar.10510495.1
A modeling framework is presented for hydrological modeling to more accurately describe the water, energy, and carbon cycles and their interactions with participating processes. This framework extends the modeling strategy presented in Luo et al. (2013) by simultaneously using multiple plausible expressions, derived from different perspectives, in representing the same processes, and enforcing them together with an optimality rule and a semi-empirical expression for plant CO2 uptake. The objectives are to reduce unconstrained free variables, mitigate parameter or variable equifinality, reduce result uncertainties, and ultimately increase the model robustness and predictability. For demonstration, the least cost optimality theory from Prentice et al. (2014), after extended to include water-limited conditions, is combined with the updated semi-empirical Ball-Berry-Leuning formulation (Tuzet et al., 2003). These two expressions are combined with other multiple expressions adopted for hydrological modeling. This framework is incorporated into both VIC+ and a modified DHSVM hydrological models with each applied to two different sites. Numerical studies are performed that using three approaches which only differ in the stomatal conductance modeling, namely, one uses the extended Prentice, one the semi-empirical, and the new framework that uses both. Results show that although all three approaches give reasonable estimates of limited measured fluxes, the present modeling framework gives much more reasonable estimates in the stomatal conductance and in other major model variables, and it also results in giving a relationship between carboxylation and transpiration that is consistent with observations. This modeling framework is general and can be adopted for other fields of study.
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- Type
- preprint
- Language
- en
- Landing Page
- https://doi.org/10.1002/essoar.10510495.1
- https://essopenarchive.org/doi/pdf/10.1002/essoar.10510495.1
- OA Status
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- References
- 72
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- OpenAlex ID
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https://openalex.org/W4211221994Canonical identifier for this work in OpenAlex
- DOI
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https://doi.org/10.1002/essoar.10510495.1Digital Object Identifier
- Title
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A framework fusing multiple representations of same processes from different 2 perspectives for robust modeling of plant interaction with hydrological processesWork title
- Type
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preprintOpenAlex work type
- Language
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enPrimary language
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2022Year of publication
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2022-02-12Full publication date if available
- Authors
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Xu Liang, Liuyan Hu, Hector W. Clavijo, Jeen‐Shang LinList of authors in order
- Landing page
-
https://doi.org/10.1002/essoar.10510495.1Publisher landing page
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https://essopenarchive.org/doi/pdf/10.1002/essoar.10510495.1Direct link to full text PDF
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YesWhether a free full text is available
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goldOpen access status per OpenAlex
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https://essopenarchive.org/doi/pdf/10.1002/essoar.10510495.1Direct OA link when available
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Equifinality, Robustness (evolution), Computer science, Predictability, Transpiration, Mathematical optimization, Mathematics, Artificial intelligence, Statistics, Photosynthesis, Botany, Gene, Biochemistry, Biology, ChemistryTop concepts (fields/topics) attached by OpenAlex
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0Total citation count in OpenAlex
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| abstract_inverted_index.model | 87, 217 |
| abstract_inverted_index.other | 127, 215, 246 |
| abstract_inverted_index.plant | 64 |
| abstract_inverted_index.their | 19 |
| abstract_inverted_index.three | 160, 191 |
| abstract_inverted_index.using | 38, 159 |
| abstract_inverted_index.which | 162 |
| abstract_inverted_index.(2013) | 35 |
| abstract_inverted_index.(Tuzet | 117 |
| abstract_inverted_index.2003). | 120 |
| abstract_inverted_index.carbon | 16 |
| abstract_inverted_index.cycles | 17 |
| abstract_inverted_index.differ | 164 |
| abstract_inverted_index.fields | 247 |
| abstract_inverted_index.giving | 224 |
| abstract_inverted_index.models | 146 |
| abstract_inverted_index.reduce | 71, 80 |
| abstract_inverted_index.result | 81 |
| abstract_inverted_index.sites. | 153 |
| abstract_inverted_index.study. | 249 |
| abstract_inverted_index.theory | 97 |
| abstract_inverted_index.water, | 13 |
| abstract_inverted_index.(2014), | 102 |
| abstract_inverted_index.Results | 186 |
| abstract_inverted_index.adopted | 130, 244 |
| abstract_inverted_index.applied | 149 |
| abstract_inverted_index.between | 227 |
| abstract_inverted_index.derived | 42 |
| abstract_inverted_index.energy, | 14 |
| abstract_inverted_index.extends | 26 |
| abstract_inverted_index.fluxes, | 199 |
| abstract_inverted_index.general | 240 |
| abstract_inverted_index.include | 106 |
| abstract_inverted_index.limited | 197 |
| abstract_inverted_index.namely, | 170 |
| abstract_inverted_index.present | 201 |
| abstract_inverted_index.results | 222 |
| abstract_inverted_index.studies | 155 |
| abstract_inverted_index.updated | 113 |
| abstract_inverted_index.uptake. | 66 |
| abstract_inverted_index.Prentice | 99 |
| abstract_inverted_index.although | 189 |
| abstract_inverted_index.combined | 110, 125 |
| abstract_inverted_index.describe | 11 |
| abstract_inverted_index.extended | 104, 174 |
| abstract_inverted_index.increase | 85 |
| abstract_inverted_index.measured | 198 |
| abstract_inverted_index.mitigate | 75 |
| abstract_inverted_index.modeling | 1, 7, 28, 202, 237 |
| abstract_inverted_index.modified | 143 |
| abstract_inverted_index.multiple | 39, 128 |
| abstract_inverted_index.stomatal | 167, 211 |
| abstract_inverted_index.strategy | 29 |
| abstract_inverted_index.together | 54 |
| abstract_inverted_index.variable | 78 |
| abstract_inverted_index.Numerical | 154 |
| abstract_inverted_index.Prentice, | 175 |
| abstract_inverted_index.different | 44, 152 |
| abstract_inverted_index.enforcing | 52 |
| abstract_inverted_index.estimates | 195, 208 |
| abstract_inverted_index.framework | 2, 25, 135, 182, 203, 238 |
| abstract_inverted_index.modeling, | 169 |
| abstract_inverted_index.modeling. | 133 |
| abstract_inverted_index.parameter | 76 |
| abstract_inverted_index.performed | 157 |
| abstract_inverted_index.plausible | 40 |
| abstract_inverted_index.presented | 4, 30 |
| abstract_inverted_index.accurately | 10 |
| abstract_inverted_index.approaches | 161, 192 |
| abstract_inverted_index.consistent | 233 |
| abstract_inverted_index.expression | 62 |
| abstract_inverted_index.objectives | 68 |
| abstract_inverted_index.optimality | 57, 96 |
| abstract_inverted_index.processes, | 50 |
| abstract_inverted_index.processes. | 23 |
| abstract_inverted_index.reasonable | 194, 207 |
| abstract_inverted_index.robustness | 88 |
| abstract_inverted_index.ultimately | 84 |
| abstract_inverted_index.variables, | 74, 218 |
| abstract_inverted_index.conditions, | 108 |
| abstract_inverted_index.conductance | 168, 212 |
| abstract_inverted_index.expressions | 123, 129 |
| abstract_inverted_index.formulation | 116 |
| abstract_inverted_index.expressions, | 41 |
| abstract_inverted_index.hydrological | 6, 132, 145 |
| abstract_inverted_index.incorporated | 137 |
| abstract_inverted_index.interactions | 20 |
| abstract_inverted_index.relationship | 226 |
| abstract_inverted_index.representing | 47 |
| abstract_inverted_index.carboxylation | 228 |
| abstract_inverted_index.equifinality, | 79 |
| abstract_inverted_index.observations. | 235 |
| abstract_inverted_index.participating | 22 |
| abstract_inverted_index.perspectives, | 45 |
| abstract_inverted_index.transpiration | 230 |
| abstract_inverted_index.unconstrained | 72 |
| abstract_inverted_index.water-limited | 107 |
| abstract_inverted_index.demonstration, | 92 |
| abstract_inverted_index.semi-empirical | 61, 114 |
| abstract_inverted_index.simultaneously | 37 |
| abstract_inverted_index.uncertainties, | 82 |
| abstract_inverted_index.predictability. | 90 |
| abstract_inverted_index.semi-empirical, | 178 |
| abstract_inverted_index.Ball-Berry-Leuning | 115 |
| cited_by_percentile_year | |
| corresponding_author_ids | https://openalex.org/A5061097993 |
| countries_distinct_count | 1 |
| institutions_distinct_count | 4 |
| corresponding_institution_ids | https://openalex.org/I170201317 |
| sustainable_development_goals[0].id | https://metadata.un.org/sdg/6 |
| sustainable_development_goals[0].score | 0.5699999928474426 |
| sustainable_development_goals[0].display_name | Clean water and sanitation |
| citation_normalized_percentile.value | 0.02040844 |
| citation_normalized_percentile.is_in_top_1_percent | False |
| citation_normalized_percentile.is_in_top_10_percent | False |