Package index

Package overview

spatPatClassifyR-package spatPatClassifyR

spatPatClassifyR: Classify Spatial Landscape Patterns Using Neural Networks

Landscape creation

Functions for generating artificial landscapes with different spatial patterns

create_landscape()

Create a Landscape with Specified Pattern

create_landscapes()

Create Multiple Landscapes

create_landscape_bands()

Create a Landscape with Sine Wave Bands

create_landscape_bare()

Create a bare landscape with very sparse vegetation

create_landscape_clustered()

Create a Landscape with Clustered Features

create_landscape_dense()

Create a landscape with very dense vegetation

create_landscape_diffuse()

Create a Landscape with Diffuse Vegetation Boundary

create_landscape_fingers()

Create a Landscape with Finger-like Treeline

create_landscape_gaps()

Create a Landscape with Gaps Pattern

create_landscape_labyrinth()

Create a Landscape with Labyrinths as in Turing patterns

create_landscape_random()

Create a Binary Landscape with Randomly Distributed Vegetation

create_landscape_sharp()

Create a Landscape with a Sharp Vegetation Boundary

create_landscape_spots()

Create a Landscape with Spots Pattern

Landscape objects

Functions for creating and manipulating landscape objects

landscape()

Create a landscape object

plot(<landscape>)

Plot method for landscape objects

print(<landscape>)

Print a landscape object

set_landscape_name()

Set Landscape Name

set_landscape_pattern()

Set Landscape pattern

Landscape metrics

Calculate and evaluate landscape metrics

calculate_landscape_metrics()

Calculate Landscape Metrics

evaluate_landscape_metrics()

Evaluate Landscape Metrics

Neural network training

Train neural network classifiers

train_nn_metrics()

Train a Multi-Layer Neural Network for Landscape Pattern Classification

train_nn_pixels()

Train a Convolutional Neural Network for Landscape Pattern Classification

set_random_seed()

Set Random Seeds for Reproducible Neural Network Training

Neural network application

Apply trained classifiers to new landscapes

apply_nn_metrics()

Apply Neural Network for Landscape Pattern Classification Based on their Landscape Metrics

apply_nn_pixels()

Apply a Keras CNN Model for Landscape Pattern Classification

Visualization

Plot landscapes, metrics, and classification results

plot_landscape()

Plot a Landscape

plot_landscape_list()

Plot Multiple Landscapes

plot_classified_landscapes()

Plot Neural Network Classification Landscapes

plot_metrics()

Plot Landscape Metrics