BRT carbonate sand model Rogaland, 2015
Description
Region: the county Rogaland
Number of field observations: 633
Field sampling year: 1992, 1993, 2012
Prevalence: 43 and 22 for 50% and 85% calcium carbonate content respectively
Presence / absences: 275/358 and 142/491 for 50% and 85% calcium carbonate content respectively
Method: BRT run with the R-package Dismo. The grid is made up by a combination of three BRT models; two simplified models including 12 and 13 predictors for carbonate sand with 50% calcium content) and one BRT model based on 10 predictor variables for carbonate sand with 85% calcium content; all run with tree complexity equal to 5. The grid constitutes the maximum predicted probability values among these three models, which all are ÔÇ£smoothedÔÇØ by applying a neighborhood analysis (i.e. mean of 3x3 neighbor cells) in advance of combining the models).
Number of predictor variables: 10-13
Information about the predictor variables: depth, curvature at detailed, medium and coarse resolution (i.e. applying a 100, 500 and 1500 m moving calculating window respectively, based on the 25 m resolution DEM), wave exposure, slope of wave exposure, and optimal radiation index, all with 25 m resolution; minimum and average seafloor temperature, average seafloor salinity, minimum and average seafloor current speed, and slope of average seafloor current speed, the latter predictors from a hydrodynamic model with 800 m spatial resolution.
AUC internal: 0.98
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