A novel multi-objective model calibration method for ecohydrological applications. (October 2021)
- Record Type:
- Journal Article
- Title:
- A novel multi-objective model calibration method for ecohydrological applications. (October 2021)
- Main Title:
- A novel multi-objective model calibration method for ecohydrological applications
- Authors:
- Hernandez-Suarez, J. Sebastian
Nejadhashemi, A. Pouyan
Deb, Kalyanmoy - Abstract:
- Abstract: The reliability and applicability of hydrological models within ecohydrological frameworks are major concerns. Two multi-objective model calibration strategies were formulated to achieve a balanced representation of ecologically relevant hydrologic indices. Two approaches were employed: 1) a performance-based method constraining the targeted hydrologic indices and 2) an unconstrained signature-based method explicitly incorporating the targeted hydrologic indices into multiple objective functions. Both strategies were successful in representing most of the selected hydrologic indices within a ±30% relative error acceptability threshold while yielding consistent runoff predictions in a watershed. The performance-based strategy was preferred since it showed a lower dispersion of near-optimal Pareto solutions when representing the selected indices based on water balance and Flow Duration Curve characteristics. Still, the overall representation of low flow magnitude and timing, rise and fall rates, and duration and frequency of extreme flows was limited in terms of interannual variability due to the hydrological model structural inadequacies. Highlights: We evaluated two multi-objective hydrologic model calibration strategies targeting ecohydrological representation. Explicitly constraining ecologically-relevant hydrologic indices (ERHI) when calibrating a model improves the indices. Hydrologic models/practices must be adjusted to better represent the interannualAbstract: The reliability and applicability of hydrological models within ecohydrological frameworks are major concerns. Two multi-objective model calibration strategies were formulated to achieve a balanced representation of ecologically relevant hydrologic indices. Two approaches were employed: 1) a performance-based method constraining the targeted hydrologic indices and 2) an unconstrained signature-based method explicitly incorporating the targeted hydrologic indices into multiple objective functions. Both strategies were successful in representing most of the selected hydrologic indices within a ±30% relative error acceptability threshold while yielding consistent runoff predictions in a watershed. The performance-based strategy was preferred since it showed a lower dispersion of near-optimal Pareto solutions when representing the selected indices based on water balance and Flow Duration Curve characteristics. Still, the overall representation of low flow magnitude and timing, rise and fall rates, and duration and frequency of extreme flows was limited in terms of interannual variability due to the hydrological model structural inadequacies. Highlights: We evaluated two multi-objective hydrologic model calibration strategies targeting ecohydrological representation. Explicitly constraining ecologically-relevant hydrologic indices (ERHI) when calibrating a model improves the indices. Hydrologic models/practices must be adjusted to better represent the interannual variability of ERHI of streamflow regimes. … (more)
- Is Part Of:
- Environmental modelling & software. Volume 144(2021)
- Journal:
- Environmental modelling & software
- Issue:
- Volume 144(2021)
- Issue Display:
- Volume 144, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 144
- Issue:
- 2021
- Issue Sort Value:
- 2021-0144-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-10
- Subjects:
- Multi-objective optimization -- Streamflow regime -- Environmental flows -- Hydrologic indices -- SWAT
Environmental monitoring -- Computer programs -- Periodicals
Ecology -- Computer simulation -- Periodicals
Digital computer simulation -- Periodicals
Computer software -- Periodicals
Environmental Monitoring -- Periodicals
Computer Simulation -- Periodicals
Environnement -- Surveillance -- Logiciels -- Périodiques
Écologie -- Simulation, Méthodes de -- Périodiques
Simulation par ordinateur -- Périodiques
Logiciels -- Périodiques
Computer software
Digital computer simulation
Ecology -- Computer simulation
Environmental monitoring -- Computer programs
Periodicals
Electronic journals
363.70015118 - Journal URLs:
- http://www.sciencedirect.com/science/journal/13648152 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.envsoft.2021.105161 ↗
- Languages:
- English
- ISSNs:
- 1364-8152
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3791.522800
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British Library HMNTS - ELD Digital store - Ingest File:
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