From 210553d0339a8dbf515d47e9475697226beea3ba Mon Sep 17 00:00:00 2001
From: Jason Everett
(ggSoln <- splnr_plot_solution(dat_solnClim) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
However, we are also interested how climate-smart the selected planning units in the solution actually are. For this, we can use a kernel density plot.
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClim),
- # names = c("Input 1"),
+ soln = dat_solnClim,
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
@@ -337,9 +339,9 @@ Percentile ApproachPercentile_Approach <- splnr_climate_percentileApproach(
features = datEx_species_bin,
- metric = metric,
- targets = targets,
- direction = -1,
+ metric = metric,
+ targets = targets,
+ direction = -1,
percentile = 35
)
@@ -375,24 +377,24 @@ Percentile Approachprioritizr::add_default_solver(verbose = FALSE)
dat_solnClimPercentile <- prioritizr::solve.ConservationProblem(p2,
- force = TRUE
+ force = TRUE
)
We can look at the resulting plan using
splnr_plot_solution().
(ggSoln <- splnr_plot_solution(dat_solnClimPercentile) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
However, we are also interested how climate-smart the selected planning units in the solution actually are. For this, we can use a kernel density plot
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClimPercentile),
- # names = c("Input 1"),
+ soln = dat_solnClimPercentile,
+ # names = c("Input 1"),
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
@@ -412,8 +414,8 @@ Feature Approach
Feature_Approach <- splnr_climate_featureApproach(
features = datEx_species_bin,
- metric = metric,
- targets = targets,
+ metric = metric,
+ targets = targets,
direction = 1
)
@@ -423,7 +425,8 @@ Feature Approach dplyr::select(
tidyselect::starts_with("Cost_")
),
- join = sf::st_equals) %>%
+ join = sf::st_equals
+ ) %>%
sf::st_join(metric, join = sf::st_equals)
targets <- Feature_Approach$Targets
(ggSoln <- splnr_plot_solution(dat_solnClimFeature) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
However, we are also interested how climate-smart the selected planning units in the solution actually are. For this, we can use a kernel density plot
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClimFeature),
- # names = c("Input 1"),
+ soln = dat_solnClimFeature,
+ # names = c("Input 1"),
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
@@ -481,7 +484,7 @@ Feature Approach
diff --git a/docs/articles/ClimateSmart.md b/docs/articles/ClimateSmart.md
index c51524d4..b55c7147 100644
--- a/docs/articles/ClimateSmart.md
+++ b/docs/articles/ClimateSmart.md
@@ -68,10 +68,12 @@ landmass <- rnaturalearth::ne_countries(scale = "medium", returnclass = "sf") %>
``` r
-PUs <- spatialgridr::get_grid(boundary = Bndry,
- crs = cCRS,
- output = "sf_hex",
- resolution = PU_size)
+PUs <- spatialgridr::get_grid(
+ boundary = Bndry,
+ crs = cCRS,
+ output = "sf_hex",
+ resolution = PU_size
+)
```
### Get the features
@@ -84,21 +86,21 @@ area for the following species:
``` r
Dict <- tibble::tribble(
- ~nameCommon, ~nameVariable, ~category,
- "Green sea turtle", "Chelonia_mydas", "Reptiles",
- "Loggerhead sea turtle", "Caretta_caretta", "Reptiles",
- "Hawksbill sea turtle", "Eretmochelys_imbricata", "Reptiles",
- "Olive ridley sea turtle", "Lepidochelys_olivacea", "Reptiles",
- "Saltwater crocodile", "Crocodylus_porosus", "Reptiles",
- "Humpback whale", "Megaptera_novaeangliae", "Mammals",
- "Common Minke whale", "Balaenoptera_acutorostrata", "Mammals",
- "Dugong", "Dugong_dugon", "Mammals",
- "Grey nurse shark", "Carcharias_taurus", "Sharks and rays",
- "Tiger shark", "Galeocerdo_cuvier", "Sharks and rays",
+ ~nameCommon, ~nameVariable, ~category,
+ "Green sea turtle", "Chelonia_mydas", "Reptiles",
+ "Loggerhead sea turtle", "Caretta_caretta", "Reptiles",
+ "Hawksbill sea turtle", "Eretmochelys_imbricata", "Reptiles",
+ "Olive ridley sea turtle", "Lepidochelys_olivacea", "Reptiles",
+ "Saltwater crocodile", "Crocodylus_porosus", "Reptiles",
+ "Humpback whale", "Megaptera_novaeangliae", "Mammals",
+ "Common Minke whale", "Balaenoptera_acutorostrata", "Mammals",
+ "Dugong", "Dugong_dugon", "Mammals",
+ "Grey nurse shark", "Carcharias_taurus", "Sharks and rays",
+ "Tiger shark", "Galeocerdo_cuvier", "Sharks and rays",
"Great hammerhead shark", "Sphyrna_mokarran",
- "Sharks and rays",
- "Giant oceanic manta ray", "Mobula_birostris", "Sharks and rays",
- "Reef manta ray", "Mobula_alfredi", "Sharks and rays",
+ "Sharks and rays",
+ "Giant oceanic manta ray", "Mobula_birostris", "Sharks and rays",
+ "Reef manta ray", "Mobula_alfredi", "Sharks and rays",
"Whitetip reef shark", "Triaenodon_obesus", "Sharks and rays",
"Red-footed booby", "Sula_sula", "Birds"
)
@@ -157,10 +159,10 @@ function.
``` r
(ggclim <- splnr_plot_climData(metric, "metric") +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
+ splnr_gg_add(
+ Bndry = Bndry, overlay = landmass,
+ cropOverlay = PUs, ggtheme = splnr_theme
+ ))
```

@@ -184,10 +186,10 @@ metric <- CoralSeaVelocity %>%
)
(ggclim <- splnr_plot_climData(metric, "metric") +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
+ splnr_gg_add(
+ Bndry = Bndry, overlay = landmass,
+ cropOverlay = PUs, ggtheme = splnr_theme
+ ))
```

@@ -222,9 +224,9 @@ targets <- datEx_species_bin %>%
CPA_Approach <- splnr_climate_priorityAreaApproach(
features = datEx_species_bin,
- metric = metric,
- targets = targets,
- direction = -1,
+ metric = metric,
+ targets = targets,
+ direction = -1,
refugiaTarget = 1
)
@@ -234,7 +236,8 @@ out_sf <- CPA_Approach$Features %>%
dplyr::select(
tidyselect::starts_with("Cost_")
),
- join = sf::st_equals) %>%
+ join = sf::st_equals
+ ) %>%
sf::st_join(metric, join = sf::st_equals)
targets <- CPA_Approach$Targets
@@ -278,10 +281,10 @@ We can look at the resulting plan using
``` r
(ggSoln <- splnr_plot_solution(dat_solnClim) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
+ splnr_gg_add(
+ Bndry = Bndry, overlay = landmass,
+ cropOverlay = PUs, ggtheme = splnr_theme
+ ))
```

@@ -293,8 +296,7 @@ density plot.
``` r
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClim),
- # names = c("Input 1"),
+ soln = dat_solnClim,
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
@@ -318,9 +320,9 @@ targets <- datEx_species_bin %>%
Percentile_Approach <- splnr_climate_percentileApproach(
features = datEx_species_bin,
- metric = metric,
- targets = targets,
- direction = -1,
+ metric = metric,
+ targets = targets,
+ direction = -1,
percentile = 35
)
@@ -360,7 +362,7 @@ p2 <- prioritizr::problem(out_sf, usedFeatures, "Cost_None") %>%
prioritizr::add_default_solver(verbose = FALSE)
dat_solnClimPercentile <- prioritizr::solve.ConservationProblem(p2,
- force = TRUE
+ force = TRUE
)
```
@@ -370,10 +372,10 @@ We can look at the resulting plan using
``` r
(ggSoln <- splnr_plot_solution(dat_solnClimPercentile) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
+ splnr_gg_add(
+ Bndry = Bndry, overlay = landmass,
+ cropOverlay = PUs, ggtheme = splnr_theme
+ ))
```

@@ -385,8 +387,8 @@ density plot
``` r
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClimPercentile),
- # names = c("Input 1"),
+ soln = dat_solnClimPercentile,
+ # names = c("Input 1"),
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
@@ -408,8 +410,8 @@ targets <- datEx_species_bin %>%
Feature_Approach <- splnr_climate_featureApproach(
features = datEx_species_bin,
- metric = metric,
- targets = targets,
+ metric = metric,
+ targets = targets,
direction = 1
)
@@ -419,7 +421,8 @@ out_sf <- Feature_Approach$Features %>%
dplyr::select(
tidyselect::starts_with("Cost_")
),
- join = sf::st_equals) %>%
+ join = sf::st_equals
+ ) %>%
sf::st_join(metric, join = sf::st_equals)
targets <- Feature_Approach$Targets
@@ -453,10 +456,10 @@ dat_solnClimFeature <- prioritizr::solve.ConservationProblem(p3)
``` r
(ggSoln <- splnr_plot_solution(dat_solnClimFeature) +
- splnr_gg_add(
- Bndry = Bndry, overlay = landmass,
- cropOverlay = PUs, ggtheme = splnr_theme
- ))
+ splnr_gg_add(
+ Bndry = Bndry, overlay = landmass,
+ cropOverlay = PUs, ggtheme = splnr_theme
+ ))
```

@@ -468,8 +471,8 @@ density plot
``` r
(ggClimDens <- splnr_plot_climKernelDensity(
- soln = list(dat_solnClimFeature),
- # names = c("Input 1"),
+ soln = dat_solnClimFeature,
+ # names = c("Input 1"),
type = "Normal",
legendTitle = "Climate velocity (add unit)",
xAxisLab = "Climate velocity"
diff --git a/docs/articles/ClimateSmart_files/figure-html/unnamed-chunk-10-1.png b/docs/articles/ClimateSmart_files/figure-html/unnamed-chunk-10-1.png
index 0a70bf88c9c099a95c0435a4f0d8d5b662ee41d1..11fe51ada617171a4473e4512089f63b25b6133e 100644
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