FORTLS
Detect and segment individual tree from remotely sensed data.
https://github.com/molina-valero/fortls
Category: Biosphere
Sub Category: Forest Remote Sensing
Keywords
forest-inventory forest-monitoring lidar-point-cloud
Last synced: about 12 hours ago
JSON representation
Repository metadata
Automatic Processing of Terrestrial-Based Technologies Point Cloud Data for Forestry Purposes
- Host: GitHub
- URL: https://github.com/molina-valero/fortls
- Owner: Molina-Valero
- Created: 2021-03-12T08:01:51.000Z (almost 5 years ago)
- Default Branch: master
- Last Pushed: 2025-11-28T14:35:11.000Z (27 days ago)
- Last Synced: 2025-12-08T17:49:21.232Z (17 days ago)
- Topics: forest-inventory, forest-monitoring, lidar-point-cloud
- Language: R
- Homepage: https://molina-valero.github.io/FORTLS/
- Size: 170 MB
- Stars: 29
- Watchers: 3
- Forks: 8
- Open Issues: 0
- Releases: 2
-
Metadata Files:
- Readme: README.Rmd
README.Rmd
---
output: github_document
---
```{r, echo = FALSE}
knitr::opts_chunk$set(
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/"
)
```
# FORTLS

[](https://cran.r-project.org/package=FORTLS){.FORTLS-release}
[](https://doi.org/10.1016/j.envsoft.2022.105337)
## Automatic Processing of Terrestrial-Based Technologies Point Cloud Data for Forestry Purposes
Process automation of point cloud data derived from terrestrial-based technologies such as Terrestrial Laser Scanner (TLS) or Simultaneous Localization and Mapping (SLAM). 'FORTLS' enables (i) detection of trees and estimation of tree-level attributes (e.g. diameters and heights), (ii) estimation of stand-level variables (e.g. density, basal area, mean and dominant height), (iii) computation of metrics related to important forest attributes estimated in Forest Inventories (FIs) at stand-level, and (iv) optimization of plot design for combining TLS data and field measured data. Documentation about 'FORTLS' is described in Molina-Valero et al. (2022, ).
# Install `FORTLS 1.2.0` (Beta version)
Get the latest released version of FORTLS from GitHub (included in the devel branch)
```r
remotes::install_github("Molina-Valero/FORTLS", ref = "devel", dependencies = TRUE)
```
# Acknowledgements
**FORTLS** it is being developed at [University of Santiago de Compostela](https://www.usc.gal/en).
Development of the `FORTLS` package is being possible thanks to the following projects:
* Modelling the effects of intensity of perturbation on the structure of natural forests and their carbon stocks by using data from the National Forestry Inventory (AL2016-76769-C2-2-R) supported by the Spanish Ministry of Science and Innovation.
* Development of the Galician continuous forest inventory (2020-CP031) supported by the Regional Government of Galicia.
* Design of forest monitoring systems on a regional scale (ED431F 2020/02) supported by the Regional Government of Galicia.
Owner metadata
- Name: Juan Alberto Molina-Valero
- Login: Molina-Valero
- Email:
- Kind: user
- Description: Modelling forest stand maturity from National Forest Inventory and proximal remote sensing data
- Website: https://www.researchgate.net/profile/Juan_Molina-Valero
- Location: Lugo (Spain)
- Twitter: MolinaValeroJA
- Company: Universidade de Santiago de Compostela
- Icon url: https://avatars.githubusercontent.com/u/52129566?u=224ef0648262cdcb135485436dd0ff889f293b12&v=4
- Repositories: 1
- Last ynced at: 2023-03-05T18:57:15.907Z
- Profile URL: https://github.com/Molina-Valero
GitHub Events
Total
- Create event: 1
- Release event: 1
- Issues event: 1
- Watch event: 5
- Issue comment event: 1
- Push event: 106
- Pull request event: 5
Last Year
- Watch event: 5
- Issue comment event: 1
- Push event: 85
- Pull request event: 5
Committers metadata
Last synced: 6 days ago
Total Commits: 750
Total Committers: 6
Avg Commits per committer: 125.0
Development Distribution Score (DDS): 0.241
Commits in past year: 136
Committers in past year: 1
Avg Commits per committer in past year: 136.0
Development Distribution Score (DDS) in past year: 0.0
| Name | Commits | |
|---|---|---|
| Juan Alberto Molina-Valero | 5****o | 569 |
| Molina-Valero | j****o@u****s | 141 |
| Adela Martínez-Calvo | 7****o | 21 |
| anikaseppelt | a****t@i****m | 17 |
| olivroy | 5****y | 1 |
| Dirk Eddelbuettel | e****d@d****g | 1 |
Committer domains:
- debian.org: 1
- usc.es: 1
Issue and Pull Request metadata
Last synced: 24 days ago
Total issues: 10
Total pull requests: 17
Average time to close issues: 3 months
Average time to close pull requests: 1 day
Total issue authors: 10
Total pull request authors: 3
Average comments per issue: 4.5
Average comments per pull request: 0.35
Merged pull request: 12
Bot issues: 0
Bot pull requests: 0
Past year issues: 0
Past year pull requests: 9
Past year average time to close issues: N/A
Past year average time to close pull requests: 7 minutes
Past year issue authors: 0
Past year pull request authors: 1
Past year average comments per issue: 0
Past year average comments per pull request: 0.44
Past year merged pull request: 7
Past year bot issues: 0
Past year bot pull requests: 0
Top Issue Authors
- Estrada-Gene (1)
- rsbivand (1)
- hjwood (1)
- zzk112233 (1)
- flottsam (1)
- ekholoud (1)
- jazstoddart (1)
- bi0m3trics (1)
- ashlynolah (1)
- ShingObt (1)
Top Pull Request Authors
- Molina-Valero (15)
- eddelbuettel (1)
- olivroy (1)
Top Issue Labels
Top Pull Request Labels
Package metadata
- Total packages: 3
-
Total downloads:
- cran: 398 last-month
- Total dependent packages: 0 (may contain duplicates)
- Total dependent repositories: 0 (may contain duplicates)
- Total versions: 21
- Total maintainers: 1
proxy.golang.org: github.com/molina-valero/fortls
- Homepage:
- Documentation: https://pkg.go.dev/github.com/molina-valero/fortls#section-documentation
- Licenses:
- Latest release: v1.4.1 (published almost 2 years ago)
- Last Synced: 2025-12-21T19:02:24.332Z (4 days ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
proxy.golang.org: github.com/Molina-Valero/FORTLS
- Homepage:
- Documentation: https://pkg.go.dev/github.com/Molina-Valero/FORTLS#section-documentation
- Licenses:
- Latest release: v1.4.1 (published almost 2 years ago)
- Last Synced: 2025-12-21T19:02:24.907Z (4 days ago)
- Versions: 2
- Dependent Packages: 0
- Dependent Repositories: 0
-
Rankings:
- Dependent packages count: 5.395%
- Average: 5.576%
- Dependent repos count: 5.758%
cran.r-project.org: FORTLS
Automatic Processing of Terrestrial-Based Technologies Point Cloud Data for Forestry Purposes
- Homepage: https://molina-valero.github.io/FORTLS/
- Status: removed
- Documentation: http://cran.r-project.org/web/packages/FORTLS/FORTLS.pdf
- Licenses: GPL-3
- Latest release: 1.6.1 (published about 1 month ago)
- Last Synced: 2025-12-21T19:02:22.361Z (4 days ago)
- Versions: 17
- Dependent Packages: 0
- Dependent Repositories: 0
- Downloads: 398 Last month
-
Rankings:
- Forks count: 11.273%
- Stargazers count: 15.6%
- Average: 24.119%
- Downloads: 28.47%
- Dependent packages count: 29.797%
- Dependent repos count: 35.455%
- Maintainers (1)
Dependencies
- R >= 3.5.0 depends
- Distance * imports
- Rcpp >= 1.0.5 imports
- dbscan * imports
- ggvoronoi * imports
- htmlwidgets * imports
- lidR * imports
- plotly * imports
- progress * imports
- raster * imports
- scales * imports
- sp * imports
- tidyr * imports
- vroom * imports
- testthat * suggests
- JamesIves/github-pages-deploy-action v4.5.0 composite
- actions/checkout v4 composite
- r-lib/actions/setup-pandoc v2 composite
- r-lib/actions/setup-r v2 composite
- r-lib/actions/setup-r-dependencies v2 composite
Score: 11.148016716104394