GitHub

double_cycle

ReservoirComputing.double_cycle — Function
double_cycle([rng], [T], dims...;
    cycle_weight=0.1, second_cycle_weight=0.1,
    return_sparse=false)

Creates a double cycle reservoir (Fu et al., 2023).

Arguments

  • rng: Random number generator. Default is Utils.default_rng() from WeightInitializers.
  • T: Type of the elements in the reservoir matrix. Default is Float32.
  • dims: Dimensions of the reservoir matrix.

Keyword arguments

  • cycle_weight: Weight of the upper cycle connections in the reservoir matrix. Default is 0.1.
  • second_cycle_weight: Weight of the lower cycle connections in the reservoir matrix. Default is 0.1.
  • return_sparse: flag for returning a sparse matrix. Default is false.

Examples

julia> reservoir_matrix = double_cycle(5, 5; cycle_weight = 0.1, second_cycle_weight = 0.3)
5×5 Matrix{Float32}:
 0.0  0.3  0.0  0.0  0.3
 0.1  0.0  0.3  0.0  0.0
 0.0  0.1  0.0  0.3  0.0
 0.0  0.0  0.1  0.0  0.3
 0.1  0.0  0.0  0.1  0.0
source

References