population_env_stoch: Nested functions for population environmental stochasticity.

In poems: Pattern-Oriented Ensemble Modeling System

Nested functions for population environmental stochasticity.

Description

Modular functions for the population simulator for performing correlated environmentally stochastic adjustments to transition rates.

Usage

population_env_stoch(
  populations,
  fecundity_matrix,
  fecundity_max,
  survival_matrix,
  standard_deviation,
  correlation
)

Arguments

populations	Number of populations.
fecundity_matrix	Matrix of transition fecundity rates (Leslie/Lefkovitch matrix with non-zero fecundities only).
fecundity_max	Maximum transition fecundity rate (in Leslie/Lefkovitch matrix).
survival_matrix	Matrix of transition survival rates (Leslie/Lefkovitch matrix with non-zero survivals only).
standard_deviation	Standard deviation matrix for applying environmental stochasticity to transition rates.
correlation	List containing either an environmental correlation matrix (correlation_matrix), a pre-calculated transposed (Cholesky) decomposition matrix (t_decomposition_matrix), or a compact transposed (Cholesky) decomposition matrix (t_decomposition_compact_matrix) and a corresponding map of population indices (t_decomposition_compact_map), as per SpatialCorrelation class attributes.

Value

Environmental stochasticity calculation function: function(fecundity_array, survival_array, occupied_indices), where:

fecundity_array

3D array of fecundity rates (stages rows by stages columns by populations deep).

survival_array

3D array of survival rates (stages rows by stages columns by populations deep).

occupied_indices

Array of indices for those populations occupied.

returns

List containing stochastically varied fecundity and survival arrays.

Examples

fecundity_matrix <- array(c(0, 0, 0, 3, 0, 0, 4, 0, 0), c(3, 3))
survival_matrix <- array(c(0, 0.5, 0, 0, 0, 0.7, 0, 0, 0.8), c(3, 3))
standard_deviation <- (fecundity_matrix + survival_matrix) * 0.3
variation_array <- array(rep(seq(0.85, 1.15, 0.05), each = 9), c(3, 3, 7))
fecundity_array <- array(fecundity_matrix, c(3, 3, 7)) * variation_array
survival_array <- array(survival_matrix, c(3, 3, 7)) * variation_array
stage_abundance <- matrix(c(
   7, 13, 0, 26, 0, 39, 47,
   2, 0, 6, 8, 0, 12, 13,
   0, 3, 4, 6, 0, 9, 10
), nrow = 3, ncol = 7, byrow = TRUE)
occupied_indices <- (1:7)[-5]
env_stoch_function <- population_env_stoch(
  populations = 7, fecundity_matrix, fecundity_max = NULL, survival_matrix,
  standard_deviation, correlation = NULL
)
env_stoch_function(fecundity_array, survival_array, occupied_indices)

poems documentation built on April 4, 2025, 5:07 a.m.