Preprints
https://doi.org/10.5194/egusphere-2022-406
https://doi.org/10.5194/egusphere-2022-406
19 Jul 2022
 | 19 Jul 2022

Multi-objective calibration of the Community Land Model Version 5.0 using in-situ observations of water and energy fluxes and variables

Tanja Denager, Torben O. Sonnenborg, Majken C. Looms, Heye Bogena, and Karsten H. Jensen

Abstract. This study evaluate water and energy fluxes and variables in combination with parameter optimization of the state-of-the-art land surface model Community Land Model version 5 (CLM5), using six years of hourly observations of latent heat flux, sensible heat flux, groundwater recharge and soil moisture.

The results show that multi-objective calibration in combination with truncated singular value decomposition and Tikhonov regularization is a powerful method to improve the current practice of using look-up tables to define parameter values in land surface models. Furthermore, reliability of the optimized model parameters can be estimated by statistical measures such as identifiability and relative error variance reduction. As in most other eddy covariance studies, closure of the land surface energy balance is not achieved on observation data. However, using direct measurement of turbulent fluxes as target variable, the parameter optimization is capable of matching simulations and observations of latent heat, especially during the summer period, while simulated sensible heat is clearly biased. The fact that CLM5 is not capable of matching sensible heat, not even with advanced parameter optimization of model parameter values, suggests that the lack of energy closure is due to biases in the sensible heat flux. The results from this study contribute to improvements in model characterization of water and energy fluxes. It is underlined that parameter calibration using available observations of hydrologic and energy fluxes and variables is necessary to obtain the optimal parameter set of a land surface model.

Journal article(s) based on this preprint

31 Jul 2023
Point-scale multi-objective calibration of the Community Land Model (version 5.0) using in situ observations of water and energy fluxes and variables
Tanja Denager, Torben O. Sonnenborg, Majken C. Looms, Heye Bogena, and Karsten H. Jensen
Hydrol. Earth Syst. Sci., 27, 2827–2845, https://doi.org/10.5194/hess-27-2827-2023,https://doi.org/10.5194/hess-27-2827-2023, 2023
Short summary

Tanja Denager et al.

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2022-406', Anonymous Referee #1, 25 Oct 2022
    • AC1: 'Reply on RC1', Tanja Denager, 07 Dec 2022
  • RC2: 'Comment on egusphere-2022-406', Anonymous Referee #2, 21 Feb 2023
    • AC2: 'Reply on RC2', Tanja Denager, 14 Apr 2023
  • RC3: 'Comment on egusphere-2022-406', Anonymous Referee #3, 27 Feb 2023
    • AC3: 'Reply on RC3', Tanja Denager, 14 Apr 2023

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse
  • RC1: 'Comment on egusphere-2022-406', Anonymous Referee #1, 25 Oct 2022
    • AC1: 'Reply on RC1', Tanja Denager, 07 Dec 2022
  • RC2: 'Comment on egusphere-2022-406', Anonymous Referee #2, 21 Feb 2023
    • AC2: 'Reply on RC2', Tanja Denager, 14 Apr 2023
  • RC3: 'Comment on egusphere-2022-406', Anonymous Referee #3, 27 Feb 2023
    • AC3: 'Reply on RC3', Tanja Denager, 14 Apr 2023

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
ED: Publish subject to minor revisions (further review by editor) (16 May 2023) by Luis Samaniego
ED: Publish as is (30 May 2023) by Luis Samaniego
AR by Tanja Denager on behalf of the Authors (09 Jun 2023)  Manuscript 

Journal article(s) based on this preprint

31 Jul 2023
Point-scale multi-objective calibration of the Community Land Model (version 5.0) using in situ observations of water and energy fluxes and variables
Tanja Denager, Torben O. Sonnenborg, Majken C. Looms, Heye Bogena, and Karsten H. Jensen
Hydrol. Earth Syst. Sci., 27, 2827–2845, https://doi.org/10.5194/hess-27-2827-2023,https://doi.org/10.5194/hess-27-2827-2023, 2023
Short summary

Tanja Denager et al.

Tanja Denager et al.

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Short summary
This study contribute to improvements in model characterization of water and energy fluxes. The results show that multi-objective auto-calibration in combination with mathematical regularization is powerful to improve land surface models. Land surface energy balance closure is not achieved on observation data. Using direct measurement of turbulent fluxes as target variable, the parameter optimization is matching simulations and observations of latent heat, while sensible heat is clearly biased.