P-model current run
Koen Hufkens and Beni Stocker
Source:vignettes/0_p-model_current_run.Rmd
0_p-model_current_run.RmdThis workflow runs the P-model with {rsofun} with the latest version and forcing as used in Stocker et al. (2020). Calibration and evaluation data is also as in Stocker et al. (2020). All data is from files created for Stocker et al. (2020).
Model parameters
Model parameters are determined for this version from calibration.
The code for model calibration is not shown. See
vignettes/0_p-model_current_run.Rmd for the code.
params_modl <- list(
kphio = 0.04090209, # 0.09423773, # par_calib$par["kphio"],
kphio_par_a = -0.001366283, # par_calib$par["kphio_par_a"],
kphio_par_b = par_fixed["kphio_par_b"],
soilm_thetastar = par_fixed["soilm_thetastar"],
soilm_betao = 0.683499654, # par_calib$par["soilm_betao"], # 0, #
beta_unitcostratio = par_fixed["beta_unitcostratio"],
rd_to_vcmax = par_fixed["rd_to_vcmax"],
tau_acclim = par_fixed["tau_acclim"],
kc_jmax = 0.200000000 # par_calib$par["kc_jmax"] # 0.41 #
)Model run
output <- rsofun::runread_pmodel_f(
df_drivers_fluxnet2015 |>
dplyr::mutate(
forcing = purrr::map(
forcing,
~rename(., rain = rainf, snow = snowf))
) |>
dplyr::mutate(
forcing = purrr::map(
forcing,
~mutate(., netrad = 0))
),
par = params_modl
)Run evaluation
This runs the eval_sofun() routine included in the
sofunCalVal package, and outputs daily, monthly and annual summary
statistics comparing observed with simulated values. We’ll retake this
same routine when running on the latest release (i.e. the workflow is
equivalent but for the release of the rsofun package)
Results
| Level | rsq | rmse | slope | bias | nvals |
|---|---|---|---|---|---|
| daily_pooled | 0.6711118 | 2.274700 | 0.9594255 | -0.1227976 | 237777 |
| xdaily_pooled | 0.7309871 | 2.011392 | 1.0525394 | -0.1201709 | 33152 |
| annual_pooled | 0.6552680 | 425.480412 | 1.1957465 | -69.8919884 | 598 |
| monthly_pooled | 0.7575989 | 1.844084 | 1.0855110 | -0.2585732 | 7428 |
| spatial | 0.6742977 | 442.951690 | 1.1592433 | -72.5740133 | 109 |
| anomalies_annual | 0.0819797 | 167.420654 | 0.5862724 | -2.7028986 | 598 |
| meandoy | 0.7202762 | 1.866047 | 1.0356033 | 0.0037699 | 42844 |
| anomalies_daily | 0.2685024 | 1.531785 | 0.4614379 | -0.0296151 | 237603 |
| meanxoy | 0.7451584 | 1.757658 | 1.0598742 | -0.0092887 | 5528 |
| anomalies_xdaily | 0.1496114 | 1.165698 | 0.4538087 | -0.0025707 | 33152 |
Consistency with rpmodel
Since rsofun takes time series forcing, overwrite forcing with
constant values corresponding to the arguments provided to
rpmodel::rpmodel().
Setup ORG
## [1] "Are values equivalent for:"## [1] "- ci:ca: Mean relative difference: 19.85932"## [1] "- GPP: Mean relative difference: 1"## [1] "- Vcmax: Mean relative difference: 1"## [1] "- Vcmax25: Mean relative difference: 1"## [1] "- Jmax: Mean relative difference: 215900042"## [1] "- Jmax25: Mean relative difference: 215900412"Setup BRC
## [1] "Are values equivalent for:"## [1] "- ci:ca: Mean relative difference: 19.85932"## [1] "- GPP: Mean relative difference: 1"## [1] "- Vcmax: Mean relative difference: 1"## [1] "- Vcmax25: Mean relative difference: 1"## [1] "- Jmax: Mean relative difference: 201115440"## [1] "- Jmax25: Mean relative difference: 201115784"Appendix
## R version 4.4.1 (2024-06-14)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 22.04.4 LTS
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## Matrix products: default
## BLAS: /usr/lib/x86_64-linux-gnu/openblas-pthread/libblas.so.3
## LAPACK: /usr/lib/x86_64-linux-gnu/openblas-pthread/libopenblasp-r0.3.20.so; LAPACK version 3.10.0
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## [7] LC_PAPER=C.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=C.UTF-8 LC_IDENTIFICATION=C
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## time zone: UTC
## tzcode source: system (glibc)
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## attached base packages:
## [1] stats graphics grDevices utils datasets methods base
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## other attached packages:
## [1] RColorBrewer_1.1-3 here_1.0.1 ggthemes_5.1.0 knitr_1.48
## [5] lubridate_1.9.3 ggplot2_3.5.1 readr_2.1.5 tidyr_1.3.1
## [9] dplyr_1.1.4 rsofun_4.4.1 rpmodel_1.2.3
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## loaded via a namespace (and not attached):
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