CLIMA-Land

Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc).
https://github.com/clima/land

Category: Climate Change
Sub Category: Earth and Climate Modeling

Keywords

canopy fluorescence julia land-surface-model sif soil-plant-atmosphere

Keywords from Contributors

earth-observation symbolic-computing control routing virtual transform crop report simulations unitful

Last synced: about 13 hours ago
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Repository metadata

Everything within the Land model (Soil Plant Atmosphere Module, Land Hydrology, etc)

README.md

CliMA Land

About

CliMA Land is a next generation Land Surface Model (LSM) designed to use the broadly available remote sensing data as well as ground-based flux measurements. CliMA Land is a highly modular platform to promote research at different scales from tissue to organ, whole plant, and ecosystem. Therefore, we deliver CliMA Land via a patch of packages (also referred to as sub-modules) to reduce the time used to initialize a research project. As a result, the repository is more a collection of tutorials and examples for users, rather than a place to store the code for all sub-modules.

This project is supposed to be a community effort, leveraging all the work that has been done in Land Surface Modeling from various groups around the world. The ultimate goal is to build a bio-physical model that represents the state of the art and can be coupled to the CliMA Earth System Model (ESM), i.e. Caltech's CliMA initiative. The CliMA Land can be customized to represent Soil-Plant-Air-Continuum (SPAC) with different complexities, e.g. multi-layer soil and canopy properties and "observables" that can be used as constraint:

  • Solar Induced Chlorophyll Fluorescence (SIF) on the leaf-level propagated through the canopy;
  • Reflectance at various bands as measured from space;
  • Soil and vegetation moisture content.

A specific focus of CliMA Land will be on water-carbon feedbacks by testing recent developments in optimization theories as well as plant physiology. We will try to implement latest adhere to some coding structure developed by Gordan Bonan but implement parts from other programs, such as SCOPE.

The entire model will be written in Julia (Julia: "Looks like Python, feels like Lisp, runs like Fortran"), which should make the barrier of entry lower for incoming students, PostDocs, etc). If you want to contribute, please contact us (cfranken@caltech.edu).

Fluorescence from Space

Land model

Docs Build docs build
Documentation dev
Unit Test unit test
Code Coverage codecov
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Examples

Run CliMA Land for a single site (v0.1)

See https://github.com/CliMA/Land/tree/v0.1 for examples of CliMA Land v0.1.

References

Please cite the following when you use the CliMA Land (v0.1)

General model description

Y. Wang, P. Köhler, L. He, R. K. Braghiere, R. Doughty, J. Wood, C. Frankenberg. 2021.
Testing stomatal models at the stand level in deciduous angiosperm and evergreen gymnosperm forests using CliMA Land (v0.1).
Geoscientific Model Development. 14(11): 6741-6763.
DOI
PDF
SI
CODE

@article{wang2021testing,
    author = {Wang, Y. and K{\"o}hler, P. and He, L. and Doughty, R. and Braghiere, R. K. and Wood, J. D. and Frankenberg, C.},
    year = {2021},
    title = {Testing stomatal models at the stand level in deciduous angiosperm and evergreen gymnosperm forests using CliMA Land (v0.1)},
    journal = {Geoscientific Model Development},
    volume = {14},
    number = {11},
    pages = {6741--6763}
}

Clumping index implementation

R. K. Braghiere, Y. Wang, R. Doughty, D. Souza, T. Magney, J. Widlowski, M. Longo, A. Bloom, J. Worden, P. Gentine, and C. Frankenberg. 2021.
Accounting for canopy structure improves hyperspectral radiative transfer and sun-induced chlorophyll fluorescence representations in a new generation Earth System model.
Remote Sensing of Environment. 261: 112497.
DOI
PDF
SI
CODE

@article{braghiere2021accounting,
    author = {Braghiere, Renato K and Wang, Yujie and Doughty, Russell and Sousa, Daniel and Magney, Troy and Widlowski, Jean-Luc and Longo, Marcos and Bloom, A Anthony and Worden, John and Gentine, Pierre and Frankenberg, Christian},
    year = {2021},
    title = {Accounting for canopy structure improves hyperspectral radiative transfer and sun-induced chlorophyll fluorescence representations in a new generation Earth System model},
    journal = {Remote Sensing of Environment},
    volume = {261},
    pages = {112497}
}

Canopy complexity

Y. Wang, C. Frankenberg. 2022.
On the impact of canopy model complexity on simulated carbon, water, and solar-induced chlorophyll fluorescence fluxes.
Biogeosciences. 19(1): 29-45.
DOI
PDF
CODE

 @article{wang2022impact,
 	author = {Wang, Y. and Frankenberg, C.},
 	year = {2022},
 	title = {On the impact of canopy model complexity on simulated carbon, water, and solar-induced chlorophyll fluorescence fluxes},
 	journal = {Biogeosciences},
 	volume = {19},
 	number = {1},
 	pages = {29--45}
 }

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Last synced: 9 days ago

Total Commits: 1,266
Total Committers: 9
Avg Commits per committer: 140.667
Development Distribution Score (DDS): 0.125

Commits in past year: 0
Committers in past year: 0
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Name Email Commits
Yujie Wang j****r@g****m 1108
Christian Frankenberg f****e@g****m 115
braghiere r****e@g****m 18
Christian Frankenberg c****n@t****u 7
Charles Kawczynski k****s@g****m 7
Christian Frankenberg c****n@f****u 4
github-actions[bot] 4****] 4
Debsunder Dutta d****a@C****l 2
debsunder d****a@g****m 1

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Last synced: 1 day ago

Total issues: 20
Total pull requests: 45
Average time to close issues: 8 months
Average time to close pull requests: 7 days
Total issue authors: 12
Total pull request authors: 5
Average comments per issue: 1.4
Average comments per pull request: 2.64
Merged pull request: 33
Bot issues: 0
Bot pull requests: 7

Past year issues: 3
Past year pull requests: 0
Past year average time to close issues: N/A
Past year average time to close pull requests: N/A
Past year issue authors: 2
Past year pull request authors: 0
Past year average comments per issue: 0.67
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Past year merged pull request: 0
Past year bot issues: 0
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More stats: https://issues.ecosyste.ms/repositories/lookup?url=https://github.com/clima/land

Top Issue Authors

  • cfranken (3)
  • Yujie-W (3)
  • charleskawczynski (3)
  • manmeet3591 (2)
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  • bishtgautam (1)
  • MitraAMitra (1)
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Top Pull Request Authors

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  • braghiere (5)
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Top Issue Labels

  • documentation (1)
  • ClimaParameters :control_knobs: (1)

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Package metadata

proxy.golang.org: github.com/clima/land

  • Homepage:
  • Documentation: https://pkg.go.dev/github.com/clima/land#section-documentation
  • Licenses: apache-2.0
  • Latest release: v0.1.0 (published over 2 years ago)
  • Last Synced: 2025-04-29T07:32:00.041Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 6.999%
    • Average: 8.173%
    • Dependent repos count: 9.346%
proxy.golang.org: github.com/CliMA/Land

  • Homepage:
  • Documentation: https://pkg.go.dev/github.com/CliMA/Land#section-documentation
  • Licenses:
  • Latest release: v0.1.0 (published over 2 years ago)
  • Last Synced: 2025-04-29T07:32:00.512Z (1 day ago)
  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Rankings:
    • Dependent packages count: 6.999%
    • Average: 8.173%
    • Dependent repos count: 9.346%

Dependencies

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Score: -Infinity