r.futures.gridvalidation
Module for validating land change simulation on a grid
r.futures.gridvalidation simulated=name reference=name [original=name] [allocation_disagreement=name] [allocation_disagreement_basename=basename] [quantity_disagreement=name] [quantity_disagreement_basename=basename] [kappa=name] [kappasimulation=name] region=name nprocs=integer [--overwrite] [--verbose] [--quiet] [--qq] [--ui]
Example:
r.futures.gridvalidation simulated=name reference=name allocation_disagreement=name region=name nprocs=1
grass.script.run_command("r.futures.gridvalidation", simulated, reference, original=None, allocation_disagreement=None, allocation_disagreement_basename=None, quantity_disagreement=None, quantity_disagreement_basename=None, kappa=None, kappasimulation=None, region, nprocs=1, overwrite=False, verbose=False, quiet=False, superquiet=False)
Example:
gs.run_command("r.futures.gridvalidation", simulated="name", reference="name", allocation_disagreement="name", region="name", nprocs=1)
Parameters
simulated=name [required]
Simulated land use raster
reference=name [required]
Reference land use raster
original=name
Original land use raster
Required for kappa simulation
allocation_disagreement=name
Output total allocation disagreement raster
allocation_disagreement_basename=basename
Basename for per class allocation disagreement raster
quantity_disagreement=name
Output total quantity disagreement raster
quantity_disagreement_basename=basename
Basename for per class quantity disagreement raster
kappa=name
Output Cohen's kappa raster
kappasimulation=name
Output kappa simulation raster
region=name [required]
Name of saved region
nprocs=integer [required]
Number of parallel processes
Default: 1
--overwrite
Allow output files to overwrite existing files
--help
Print usage summary
--verbose
Verbose module output
--quiet
Quiet module output
--qq
Very quiet module output
--ui
Force launching GUI dialog
simulated : str, required
Simulated land use raster
Used as: input, raster, name
reference : str, required
Reference land use raster
Used as: input, raster, name
original : str, optional
Original land use raster
Required for kappa simulation
Used as: input, raster, name
allocation_disagreement : str, optional
Output total allocation disagreement raster
Used as: output, raster, name
allocation_disagreement_basename : str, optional
Basename for per class allocation disagreement raster
Used as: output, raster, basename
quantity_disagreement : str, optional
Output total quantity disagreement raster
Used as: output, raster, name
quantity_disagreement_basename : str, optional
Basename for per class quantity disagreement raster
Used as: output, raster, basename
kappa : str, optional
Output Cohen's kappa raster
Used as: output, raster, name
kappasimulation : str, optional
Output kappa simulation raster
Used as: output, raster, name
region : str, required
Name of saved region
Used as: input, region, name
nprocs : int, required
Number of parallel processes
Default: 1
overwrite: bool, optional
Allow output files to overwrite existing files
Default: False
verbose: bool, optional
Verbose module output
Default: False
quiet: bool, optional
Quiet module output
Default: False
superquiet: bool, optional
Very quiet module output
Default: False
DESCRIPTION
Module r.futures.gridvalidation allows to validate land change simulation results on a spatial grid. It computes:
- Allocation disagreement (total and per class), see Pontius et al, 2011
- Quantity disagreement (total and per class), see Pontius et al, 2011
- Cohen's Kappa
- Kappa simulation, see van Vliet et al, 2011
These metrics are computed for each cell of a region provided in region option resulting in spatially variable validation results. Cell size of the region should be larger than the cell size of the current region.
This module can be used for any number of classes. Input raster original represents the initial conditions and is needed only for Kappa simulation.
EXAMPLES
Validate FUTURES output by computing quantity and allocation disagreement on a 5km grid. First reclassify FUTURES output to 0 (undeveloped) and 1 (developed) by creating a text file "rules.txt" with the following content:
-1 = 0
0 thru 100 = 1
Then save a region used as a grid:
g.region res=5000 -a save=grid
Reclass FUTURES output:
r.reclass input=simulated_2016 output=simulated_2016_reclass rules=rules.txt
Validate FUTURES output by computing kappa simulation on a 5km grid:
r.futures.gridvalidation simulated=simulated_2016_reclass reference=reference_2016 original=orig_2001 kappasimulation=kappasim
SEE ALSO
FUTURES, r.futures.pga, r.futures.potential, r.futures.devpressure, r.futures.demand, r.futures.calib, r.sample.category
REFERENCES
- Robert Gilmore Pontius Jr & Marco Millones (2011). Death to Kappa: birth of quantity disagreement and allocation disagreement for accuracy assessment. International Journal of Remote Sensing, 32:15, 4407-4429
- Jasper van Vliet, Arnold K. Bregt, Alex Hagen-Zanker (2011) Revisiting Kappa to account for change in the accuracy assessment of land-use change models. Ecological Modelling, Volume 222, Issue 8.
- Meentemeyer, R. K., Tang, W., Dorning, M. A., Vogler, J. B., Cunniffe, N. J., & Shoemaker, D. A. (2013). FUTURES: Multilevel Simulations of Emerging Urban-Rural Landscape Structure Using a Stochastic Patch-Growing Algorithm. Annals of the Association of American Geographers, 103(4), 785-807. DOI: 10.1080/00045608.2012.707591
- Dorning, M. A., Koch, J., Shoemaker, D. A., & Meentemeyer, R. K. (2015). Simulating urbanization scenarios reveals tradeoffs between conservation planning strategies. Landscape and Urban Planning, 136, 28-39. DOI: 10.1016/j.landurbplan.2014.11.011
- Petrasova, A., Petras, V., Van Berkel, D., Harmon, B. A., Mitasova, H., & Meentemeyer, R. K. (2016). Open Source Approach to Urban Growth Simulation. Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLI-B7, 953-959. DOI: 10.5194/isprsarchives-XLI-B7-953-2016
AUTHOR
Anna Petrasova, NCSU GeoForAll
SOURCE CODE
Available at: r.futures.gridvalidation source code
(history)
Latest change: Thursday Mar 20 21:36:57 2025 in commit 7286ecf