3 Methods
3.1 DEMs
DEMs have been obtained by DEW (for DEW-use only) for a large part of South Australia with resolution of roughly 10 m.
Table 3.1 lists the available DEMs.
DEM | type | reference | licence | file |
---|---|---|---|---|
ALOS | DSM | FALSE | public | SA_ALOS_AW3D30v4_DSM_30m.tif |
Copernicus | DSM | FALSE | public | SA_Copernicus_GLO30v2022_1_DSM_30m.tif |
Outback | DTM | TRUE | DEW only | AW3D_Outback_2006_2011_DSM_10m_LCC.tif |
Ag | DTM | TRUE | DEW only | WorldDEMNeo_SAAgriculturalZone_2017_2021_DTM_10m_LCC.tif |
SRTM | DTM | FALSE | public | Australia_SRTM_Feb2000_DEM-H_30m_WGS84.tif |
3.2 Processing
For each DEM, the following processing was applied (where applicabe):
- reprojected into GDA 2020
- masked to the minimum available overlap between all DEMs (in each area)
- aggregated or disaggregated to roughly 30 m from original resolution
- reprojected into the same 30 m raster
- generation of derived rasters via:
-
Qfit
function in theMultiscaleDTM
package (A. Ilich et al. 2024; A. R. Ilich et al. 2023, 2021) usingv
argument (window size): 3 cells. -
terrain
function in theterra
package (Hijmans 2025) using default arguments (effectively using a window size of 3) -
land_class
function in theenvRaster
package (Willoughby 2025) using 3 cells for the small window and 11 cells for the large window as input to the 10 class landscape classification
-
- all values from the derived rasters used to generate a range of visualisations and summary statistics.
The Qfit
function was used to generate the following metrics:
- elev
- qslope
- qaspect
- qeastness
- qnorthness
The terrain
function was used to generate the following metrics:
- TPI
- TRI
- TRIriley
- TRIrmsd
- roughness
3.2.1 Scripting
The data analysis and report writing were done via a scripted workflow using the programs ‘R’ and ‘R-studio’. R (R Core Team 2025) is a free software environment for statistical computing and graphics. R can be extended via a range of packages that enable specific tasks or analyses. The packages used to produce this report are listed in Table 3.2. R-studio provides a range of user-friendly features to facilitate interaction with R.
All code is stored in a version control system at DEM.
package | citation | loadedversion | date | source |
---|---|---|---|---|
base | R Core Team (2025) | 4.4.3 | 2025-02-28 | local |
bookdown | Xie (2024a);Xie (2016) | 0.41 | 2024-10-16 | CRAN (R 4.4.2) |
dplyr | Wickham et al. (2023) | 1.1.4 | 2023-11-17 | CRAN (R 4.4.2) |
envRaster | Willoughby (2025) | 0.0.0.9000 | 2025-05-05 | Github (dew-landscapes/envRaster@e702ac9e9320b3524435bc77e7c06e36256842ad) |
envReport | Willoughby and Zylinski (2025) | 0.0.0.9000 | 2025-05-31 | Github (dew-landscapes/envReport@de810a27f30a24e42b7e1a1f72157ff7aad0d068) |
envTargets | Willoughby, Allan, and Zylinski (2025) | 0.0.0.9000 | 2025-06-30 | Github (dew-landscapes/envTargets@d07e8da46eec6393fda9e8460cbd3517106afcb0) |
forcats | Wickham (2023a) | 1.0.0 | 2023-01-29 | CRAN (R 4.4.2) |
fs | Hester, Wickham, and Csárdi (2024) | 1.6.5 | 2024-10-30 | CRAN (R 4.4.2) |
geotargets | Tierney, Scott, and Brown (2025) | 0.2.0.9000 | 2025-02-21 | https://njtierney.r-universe.dev (R 4.4.2) |
ggplot2 | Wickham et al. (2024);Wickham (2016) | 3.5.1 | 2024-04-23 | CRAN (R 4.4.2) |
ggridges | Wilke (2024) | 0.5.6 | 2024-01-23 | CRAN (R 4.4.2) |
kableExtra | Zhu (2024) | 1.4.0 | 2024-01-24 | CRAN (R 4.4.2) |
knitr | Xie (2024b);Xie (2015);Xie (2014) | 1.49 | 2024-11-08 | CRAN (R 4.4.2) |
lubridate | Spinu, Grolemund, and Wickham (2023);Grolemund and Wickham (2011) | 1.9.3 | 2023-09-27 | CRAN (R 4.4.2) |
MultiscaleDTM | A. Ilich et al. (2024);A. R. Ilich et al. (2023);A. R. Ilich et al. (2021) | 0.8.3 | 2024-01-22 | CRAN (R 4.4.2) |
purrr | Wickham and Henry (2023) | 1.0.2 | 2023-08-10 | CRAN (R 4.4.2) |
readr | Wickham, Hester, and Bryan (2024) | 2.1.5 | 2024-01-10 | CRAN (R 4.4.2) |
rmarkdown | Allaire et al. (2024);Xie, Allaire, and Grolemund (2018);Xie, Dervieux, and Riederer (2020) | 2.29 | 2024-11-04 | CRAN (R 4.4.2) |
sf | Pebesma (2024);Pebesma and Bivand (2023);Pebesma (2018) | 1.0-19 | 2024-11-05 | CRAN (R 4.4.2) |
stringr | Wickham (2023b) | 1.5.1 | 2023-11-14 | CRAN (R 4.4.2) |
tarchetypes | Landau (2025a);Landau (2021a) | 0.13.1 | 2025-05-08 | CRAN (R 4.4.3) |
targets | Landau (2025b);Landau (2021b) | 1.11.3 | 2025-05-08 | CRAN (R 4.4.3) |
terra | Hijmans (2025) | 1.8-52 | 2025-05-26 | https://rspatial.r-universe.dev (R 4.4.3) |
tibble | Müller and Wickham (2025) | 3.3.0 | 2025-06-08 | CRAN (R 4.4.3) |
tidyr | Wickham, Vaughan, and Girlich (2024) | 1.3.1 | 2024-01-24 | CRAN (R 4.4.2) |
tmap | Tennekes (2025);Tennekes (2018) | 4.1 | 2025-05-12 | CRAN (R 4.4.3) |