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  "Title": "Machine Learning Forest Simulator",
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  "Authors@R": "c(\nperson(\ngiven  = \"Jernej\",\nfamily = \"Jevsenak\",\nemail  = \"jernej.jevsenak@gmail.com\",\nrole   = c(\"aut\", \"cre\", \"cph\")\n)\n)",
  "Description": "Climate-sensitive, single-tree forest simulator based on\ndata-driven machine learning. It simulates the main forest\nprocesses— radial growth, height growth, mortality, crown\nrecession, regeneration, and harvesting—so users can assess\nstand development under climate and management scenarios. The\nheight model is described by Skudnik and Jevšenak (2022)\n<doi:10.1016/j.foreco.2022.120017>, the basal-area increment\nmodel by Jevšenak and Skudnik (2021)\n<doi:10.1016/j.foreco.2020.118601>, and an overview of the MLFS\npackage, workflow, and applications is provided by Jevšenak,\nArnič, Krajnc, and Skudnik (2023), Ecological Informatics\n<doi:10.1016/j.ecoinf.2023.102115>.",
  "License": "GPL-3",
  "URL": "https://CRAN.R-project.org/package=MLFS",
  "BugReports": "https://github.com/jernejjevsenak/MLFS/issues",
  "Encoding": "UTF-8",
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  "RoxygenNote": "7.3.2",
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  "Repository": "https://jernejjevsenak.r-universe.dev",
  "Date/Publication": "2025-09-01 06:17:33 UTC",
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    "add_stand_variables_halfPeriod",
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    "BAI_prediction_halfPeriod",
    "calculate_BAL",
    "calculate_BAL_halfPeriod",
    "crownHeight_prediction",
    "crownHeight_prediction_halfPeriod",
    "height_prediction",
    "height_prediction_halfPeriod",
    "MLFS",
    "predict_ingrowth",
    "predict_mortality",
    "simulate_harvesting",
    "transform_data",
    "volume_form_factors",
    "volume_form_factors_halfPeriod",
    "volume_functions",
    "volume_functions_halfPeriod",
    "volume_merchantable",
    "volume_merchantable_halfPeriod",
    "volume_tariffs",
    "volume_tariffs_halfPeriod",
    "volume_whole_tree",
    "volume_whole_tree_halfPeriod"
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      "title": "An example of joined national forest inventory data, site descriptors, and climate data that is used as a fitting data frame for BAI sub model",
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        "northness",
        "siteIndex",
        "BA",
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        "stand_BA",
        "stand_n",
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        "p_crownHeight",
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        "p_sum",
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      ],
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      "table": true,
      "tojson": true
    },
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      "object": "data_climate",
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        "data.frame"
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        "year",
        "month",
        "t_avg",
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      ],
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      "table": true,
      "tojson": true
    },
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      "object": "data_final_cut_weights",
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      ],
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        "step_1",
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      ],
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      "table": true,
      "tojson": true
    },
    {
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      "title": "An example of data_ingrowth suitable for the MLFS",
      "object": "data_ingrowth",
      "class": [
        "data.frame"
      ],
      "fields": [
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        "year",
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        "ingrowth_3",
        "ingrowth_15"
      ],
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      "table": true,
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    },
    {
      "name": "data_mortality",
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      "object": "data_mortality",
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        "data.frame"
      ],
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        "slope",
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        "northness",
        "siteIndex"
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      "table": true,
      "tojson": true
    },
    {
      "name": "data_tariffs",
      "title": "An example of table with one-parametric volume functions (adapted uniform French tariffs)",
      "object": "data_tariffs",
      "class": [
        "data.frame"
      ],
      "fields": [
        "tarifa_class",
        "plotID",
        "species",
        "v45",
        "year"
      ],
      "rows": 121396,
      "table": true,
      "tojson": true
    },
    {
      "name": "data_thinning_weights",
      "title": "An example of data_thinning_weights",
      "object": "data_thinning_weights",
      "class": [
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      ],
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        "step_1",
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        "step_5"
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      "tojson": true
    },
    {
      "name": "data_tree_heights",
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      "object": "data_tree_heights",
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        "p_volume"
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        "form"
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      "name": "ingrowth_parameter_list",
      "title": "An example data of ingrowth_parameter_list",
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      "class": [
        "list"
      ],
      "fields": [],
      "table": true,
      "tojson": true
    },
    {
      "name": "ingrowth_table",
      "title": "An example data of ingrowth_table",
      "object": "ingrowth_table",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
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        "DBH_threshold",
        "DBH_max",
        "weight"
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    {
      "name": "max_size_data",
      "title": "An example of data with maximum allowed BA that is used in the mortality sub model",
      "object": "max_size_data",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
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        "BA_max"
      ],
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      "table": true,
      "tojson": true
    },
    {
      "name": "measurement_thresholds",
      "title": "An example of measurement_thresholds table",
      "object": "measurement_thresholds",
      "class": [
        "data.frame"
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      "fields": [
        "DBH_threshold",
        "weight"
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      "table": true,
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  "_help": [
    {
      "page": "add_stand_variables",
      "title": "add_stand_variables",
      "topics": [
        "add_stand_variables"
      ]
    },
    {
      "page": "BAI_prediction",
      "title": "BAI_prediction",
      "topics": [
        "BAI_prediction"
      ]
    },
    {
      "page": "calculate_BAL",
      "title": "calculate_BAL",
      "topics": [
        "calculate_BAL"
      ]
    },
    {
      "page": "crownHeight_prediction",
      "title": "crownHeight_prediction",
      "topics": [
        "crownHeight_prediction"
      ]
    },
    {
      "page": "data_BAI",
      "title": "An example of joined national forest inventory data, site descriptors, and climate data that is used as a fitting data frame for BAI sub model",
      "topics": [
        "data_BAI"
      ]
    },
    {
      "page": "data_climate",
      "title": "An example of climate data",
      "topics": [
        "data_climate"
      ]
    },
    {
      "page": "data_final_cut_weights",
      "title": "An example of data_final_cut_weights",
      "topics": [
        "data_final_cut_weights"
      ]
    },
    {
      "page": "data_ingrowth",
      "title": "An example of data_ingrowth suitable for the MLFS",
      "topics": [
        "data_ingrowth"
      ]
    },
    {
      "page": "data_mortality",
      "title": "An example of joined national forest inventory data, site descriptors, and climate data that is used as a fitting data frame for mortality sub model",
      "topics": [
        "data_mortality"
      ]
    },
    {
      "page": "data_NFI",
      "title": "An example of national forest inventory data",
      "topics": [
        "data_NFI"
      ]
    },
    {
      "page": "data_site",
      "title": "An example of site descriptors",
      "topics": [
        "data_site"
      ]
    },
    {
      "page": "data_tariffs",
      "title": "An example of table with one-parametric volume functions (adapted uniform French tariffs)",
      "topics": [
        "data_tariffs"
      ]
    },
    {
      "page": "data_thinning_weights",
      "title": "An example of data_thinning_weights",
      "topics": [
        "data_thinning_weights"
      ]
    },
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