Legacy SoilSamplingTool Class (Deprecated)

Alias for MLSampling for backward compatibility.

Methods

Public methods

• SoilSamplingTool$new()

• SoilSamplingTool$run_udl()

• SoilSamplingTool$run_ufn()

• SoilSamplingTool$run_bdl()

• SoilSamplingTool$run_rf_optimization()

• SoilSamplingTool$run_ensemble()

• SoilSamplingTool$compare_designs()

• SoilSamplingTool$compare_models()

• SoilSamplingTool$quantify_uncertainty()

• SoilSamplingTool$generate_ml_report()

• SoilSamplingTool$generate_report()

• SoilSamplingTool$save_coordinates_to_csv()

• SoilSamplingTool$get_supported_algorithms()

• SoilSamplingTool$validate_report()

• SoilSamplingTool$clone()

---

Method new()

Usage

SoilSamplingTool$new(
  config = NULL,
  config_manager = NULL,
  validate_system = FALSE
)

---

Method run_udl()

Usage

SoilSamplingTool$run_udl(
  field_data = NULL,
  existing_samples = NULL,
  n_new_samples,
  optimization_method = "greedy",
  model_config = NULL,
  parallel = FALSE,
  max_iter = NULL,
  save_csv = FALSE,
  ...
)

---

Method run_ufn()

Usage

SoilSamplingTool$run_ufn(
  field_data = NULL,
  existing_samples = NULL,
  n_new_samples,
  model_config = NULL,
  force_neural_network = FALSE,
  force_statistical_fallback = FALSE,
  ...
)

---

Method run_bdl()

Usage

SoilSamplingTool$run_bdl(
  field_data,
  existing_samples,
  n_new_samples,
  uncertainty_type = "total",
  mc_iterations = 100,
  constitutional_compliance = TRUE,
  save_csv = FALSE
)

---

Method run_rf_optimization()

Usage

SoilSamplingTool$run_rf_optimization(
  field_data,
  existing_samples,
  n_new_samples,
  feature_importance_method = "permutation",
  spatial_autocorr = TRUE,
  constitutional_compliance = TRUE,
  save_csv = FALSE
)

---

Method run_ensemble()

Usage

SoilSamplingTool$run_ensemble(
  field_data,
  existing_samples,
  n_new_samples,
  methods = c("BDL", "RF"),
  ensemble_method = "voting",
  constitutional_compliance = TRUE
)

---

Method compare_designs()

Usage

SoilSamplingTool$compare_designs(
  field_data,
  existing_samples,
  n_new_samples,
  methods = c("BDL", "RF"),
  comparison_metrics = c("coverage", "representativeness"),
  constitutional_compliance = TRUE,
  statistical_test = "wilcoxon",
  detailed_metrics = TRUE
)

---

Method compare_models()

Usage

SoilSamplingTool$compare_models(
  field_data = NULL,
  existing_samples = NULL,
  n_new_samples,
  algorithms = self$supported_algorithms[1:3],
  n_iterations = 5,
  parallel = FALSE,
  confidence_level = 0.95,
  ...
)

---

Method quantify_uncertainty()

Usage

SoilSamplingTool$quantify_uncertainty(
  predictions,
  method = "ensemble",
  uncertainty_type = "total"
)

---

Method generate_ml_report()

Usage

SoilSamplingTool$generate_ml_report(
  result,
  report_type = "comprehensive",
  include_uncertainty_analysis = TRUE,
  include_visualizations = TRUE,
  constitutional_compliance = TRUE,
  output_dir = getwd()
)

---

Method generate_report()

Usage

SoilSamplingTool$generate_report(
  optimization_result = NULL,
  output_format = "html",
  report_config = NULL,
  export_path = NULL
)

---

Method save_coordinates_to_csv()

Usage

SoilSamplingTool$save_coordinates_to_csv(
  optimization_result = NULL,
  file_path,
  output_crs = NULL,
  include_metadata = FALSE,
  include_crs_info = FALSE,
  decimal_places = 6,
  coordinate_format = "decimal",
  column_names = NULL,
  include_fields = NULL,
  include_covariate_values = FALSE,
  validate_export = TRUE,
  constitutional_compliance = FALSE,
  quality_assurance = FALSE,
  standard_format = TRUE
)

---

Method get_supported_algorithms()

Usage

SoilSamplingTool$get_supported_algorithms()

---

Method validate_report()

Usage

SoilSamplingTool$validate_report(report)

---

Method clone()

The objects of this class are cloneable with this method.

Usage

SoilSamplingTool$clone(deep = FALSE)

Arguments

deep

Whether to make a deep clone.