calibration <- function(x, params, years, calibration_round){
x <- readRDS(file = paste0("/home/chris/Documents/data/deforecast/processed/inputlists/",x,".RData"));
id <- x[[1]]
ppl_loc <- x[[2]]
ppl_n <- length(ppl_loc[,1])
p_loc <- x[[3]]
np_loc <- x[[4]]
results <- matrix(nrow = length(params[,1]), ncol = 9)
i <- 1;
while (i <= length(params[,1])){
res <- deforecast(
xdim = NULL,
ydim = NULL,
explicit = TRUE,
ppl_loc = ppl_loc,
ppl_scaling = as.numeric(params[i,9]),
p_loc = p_loc,
np_loc = np_loc,
mean_age = as.numeric(substr(params[i,4],1,2)),
sd_age = as.numeric(substr(params[i,4],4,5)),
p_n = NULL,
np_n = NULL,
ppl_n = NULL,
travel_cost = as.numeric(params[i,6]),
management_cost = 100,
value = as.numeric(params[i,8]),
mobility = as.numeric(params[i,7]),
k = as.numeric(params[i,1]),
r = as.numeric(params[i,2]),
maturity = as.numeric(substr(params[i,3], 1,2)),
max_age = as.numeric(substr(params[i,3], 4,5)),
dispersion = as.numeric(params[i,5]),
years = years,
calibration_round)
# unprotected at start
p_s <- sum(res[[2]][[1]][,4]) # trees/year1/protected column == 1
np_s <- length(res[[2]][[1]][,4]) - sum(res[[2]][[1]][,4])
# protected at start
if (length(res[[2]]) != (years + 1)) {
p_e <- 0;
np_e <- 0;
} else {
p_e <- sum(res[[2]][[years +1]][,4])
np_e <- length(res[[2]][[years +1]][,4]) - sum(res[[2]][[years +1]][,4])
}
# total deforestation
t <- ((p_e + np_e) - (p_s + np_s))/ (p_s + np_s)
# protected deforestation
p <- (p_e-p_s)/p_s
# unprotected deforestation
np <- (np_e-np_s)/np_s
results[i,] <- c(id,ppl_n,np_s,np_e,p_s,p_e,round(t, digits = 4), round(p, digits = 4), round(np, digits = 4))
colnames(results) <- c("wdpaid",
"people",
"unprotected_start",
"unprotected_end",
"protected_start",
"protected_end",
"total_forest_growth",
"protected_forest_growth",
"unprotected_forest_growth")
i <- i + 1;
}
write.csv(results, file = paste0("/home/chris/Documents/data/deforecast/calibration/",calibration_round,"/resultsbyforest/",id,".csv"))
}
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