{"id":"https://openalex.org/W3082770116","doi":"https://doi.org/10.1111/2041-210x.13474","title":"r3PG \u2013 An r package for simulating forest growth using the 3\u2010PG process\u2010based model","display_name":"r3PG \u2013 An r package for simulating forest growth using the 3\u2010PG process\u2010based model","publication_year":2020,"publication_date":"2020-08-28","ids":{"openalex":"https://openalex.org/W3082770116","doi":"https://doi.org/10.1111/2041-210x.13474","mag":"3082770116"},"language":"en","primary_location":{"id":"doi:10.1111/2041-210x.13474","doi":"https://doi.org/10.1111/2041-210x.13474","is_oa":false,"landing_page_url":"https://doi.org/10.1111/2041-210x.13474","pdf_url":null,"source":{"id":"https://openalex.org/S1131227","display_name":"Methods in Ecology and Evolution","issn_l":"2041-210X","issn":["2041-210X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-2","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Methods in Ecology and Evolution","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.dora.lib4ri.ch/wsl/dload/wsl:25097/PDF2/view","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010766541","display_name":"Volodymyr Trotsiuk","orcid":"https://orcid.org/0000-0002-8363-656X","observed_orcids":["https://orcid.org/0000-0002-8363-656X"]},"institutions":[{"id":"https://openalex.org/I205984670","display_name":"Czech University of Life Sciences Prague","ror":"https://ror.org/0415vcw02","country_code":"CZ","type":"education","lineage":["https://openalex.org/I205984670"]},{"id":"https://openalex.org/I2800262456","display_name":"Swiss Federal Institute for Forest, Snow and Landscape Research","ror":"https://ror.org/04bs5yc70","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I2800262456"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I4405255032","display_name":"Institute of Agricultural Sciences","ror":"https://ror.org/02hh2kw42","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088","https://openalex.org/I4405255032"]}],"countries":["CH","CZ"],"is_corresponding":true,"raw_author_name":"Volodymyr Trotsiuk","raw_affiliation_strings":["Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zurich, Zurich, Switzerland","Faculty of Forestry and Wood Sciences, Department of Forest Ecology, Czech University of Life Sciences Prague, Prague, Czech Republic","Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland"],"raw_orcid":"https://orcid.org/0000-0002-8363-656X","affiliations":[{"raw_affiliation_string":"Department of Environmental Systems Science, Institute of Agricultural Sciences, ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I4405255032"]},{"raw_affiliation_string":"Faculty of Forestry and Wood Sciences, Department of Forest Ecology, Czech University of Life Sciences Prague, Prague, Czech Republic","institution_ids":["https://openalex.org/I205984670"]},{"raw_affiliation_string":"Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland","institution_ids":["https://openalex.org/I2800262456"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002648105","display_name":"Florian Hartig","orcid":"https://orcid.org/0000-0002-6255-9059","observed_orcids":["https://orcid.org/0000-0002-6255-9059"]},"institutions":[{"id":"https://openalex.org/I60668342","display_name":"University of Regensburg","ror":"https://ror.org/01eezs655","country_code":"DE","type":"education","lineage":["https://openalex.org/I60668342"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian Hartig","raw_affiliation_strings":["Theoretical Ecology, University of Regensburg, Regensburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-6255-9059","affiliations":[{"raw_affiliation_string":"Theoretical Ecology, University of Regensburg, Regensburg, Germany","institution_ids":["https://openalex.org/I60668342"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029847895","display_name":"David  Ian Forrester","orcid":"https://orcid.org/0000-0003-4546-3554","observed_orcids":["https://orcid.org/0000-0003-4546-3554"]},"institutions":[{"id":"https://openalex.org/I2800262456","display_name":"Swiss Federal Institute for Forest, Snow and Landscape Research","ror":"https://ror.org/04bs5yc70","country_code":"CH","type":"facility","lineage":["https://openalex.org/I2799323385","https://openalex.org/I2800262456"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"David I. Forrester","raw_affiliation_strings":["Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland"],"raw_orcid":"https://orcid.org/0000-0003-4546-3554","affiliations":[{"raw_affiliation_string":"Swiss Federal Institute for Forest, Snow and Landscape Research WSL, Birmensdorf, Switzerland","institution_ids":["https://openalex.org/I2800262456"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5010766541"],"corresponding_institution_ids":["https://openalex.org/I205984670","https://openalex.org/I2800262456","https://openalex.org/I35440088","https://openalex.org/I4405255032"],"apc_list":{"value":3000,"currency":"USD","value_usd":3000},"apc_paid":null,"fwci":3.9194,"has_fulltext":true,"cited_by_count":49,"citation_normalized_percentile":{"value":0.93795349,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":"11","first_page":"1470","last_page":"1475"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11880","display_name":"Forest ecology and management","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/1107","display_name":"Forestry"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11880","display_name":"Forest ecology and management","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/1107","display_name":"Forestry"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11753","display_name":"Forest Management and Policy","score":0.007600000128149986,"subfield":{"id":"https://openalex.org/subfields/1107","display_name":"Forestry"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.0008999999845400453,"subfield":{"id":"https://openalex.org/subfields/1107","display_name":"Forestry"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/3-pg-model","display_name":"3-PG model","score":0.8479999899864197},{"id":"https://openalex.org/keywords/r-package","display_name":"R package","score":0.7269999980926514},{"id":"https://openalex.org/keywords/forest-growth-modeling","display_name":"forest growth modeling","score":0.8109999895095825},{"id":"https://openalex.org/keywords/model-sensitivity-analysis","display_name":"model sensitivity analysis","score":0.46000000834465027},{"id":"https://openalex.org/keywords/bayesian-calibration","display_name":"Bayesian calibration","score":0.9769999980926514},{"id":"https://openalex.org/keywords/climate-change-impacts-on-forests","display_name":"climate change impacts on forests","score":0.7590000033378601},{"id":"https://openalex.org/keywords/fortran-implementation","display_name":"FORTRAN implementation","score":0.4569999873638153}],"concepts":[{"id":"https://openalex.org/C2778241615","wikidata":"https://www.wikidata.org/wiki/Q83303","display_name":"Fortran","level":2,"score":0.7000724077224731},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6755120754241943},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.6385955810546875},{"id":"https://openalex.org/C113174947","wikidata":"https://www.wikidata.org/wiki/Q2859736","display_name":"Tree (set theory)","level":2,"score":0.5834224224090576},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5458356738090515},{"id":"https://openalex.org/C177924670","wikidata":"https://www.wikidata.org/wiki/Q190489","display_name":"Evergreen","level":2,"score":0.5453831553459167},{"id":"https://openalex.org/C26713055","wikidata":"https://www.wikidata.org/wiki/Q245962","display_name":"Implementation","level":2,"score":0.5163254141807556},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.42823177576065063},{"id":"https://openalex.org/C2983335520","wikidata":"https://www.wikidata.org/wiki/Q47537570","display_name":"Growth model","level":2,"score":0.4269986152648926},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.29107946157455444},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.22112789750099182},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19292250275611877},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1395682990550995},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08880314230918884},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C144237770","wikidata":"https://www.wikidata.org/wiki/Q747534","display_name":"Mathematical economics","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1111/2041-210x.13474","doi":"https://doi.org/10.1111/2041-210x.13474","is_oa":false,"landing_page_url":"https://doi.org/10.1111/2041-210x.13474","pdf_url":null,"source":{"id":"https://openalex.org/S1131227","display_name":"Methods in Ecology and Evolution","issn_l":"2041-210X","issn":["2041-210X"],"is_oa":false,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","doaj","dongbi-a","jufo-3","ki-jl-2","norway-2","oarl","poland-140","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Methods in Ecology and Evolution","raw_type":"journal-article"},{"id":"pmh:oai:dora:wsl_25097","doi":null,"is_oa":true,"landing_page_url":"https://www.dora.lib4ri.ch/wsl/item/wsl:25097","pdf_url":"https://www.dora.lib4ri.ch/wsl/dload/wsl:25097/PDF2/view","source":{"id":"https://openalex.org/S4306401379","display_name":"DORA WSL (Swiss Federal Institute for Forest, Snow and Landscape Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2800262456","host_organization_name":"Swiss Federal Institute for Forest, Snow and Landscape Research","host_organization_lineage":["https://openalex.org/I2800262456"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Methods in Ecology and Evolution","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:epub.uni-regensburg.de:49664","doi":null,"is_oa":false,"landing_page_url":"https://epub.uni-regensburg.de/49664/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401229","display_name":"University of Regensburg Publication Server (University of Regensburg)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I60668342","host_organization_name":"University of Regensburg","host_organization_lineage":["https://openalex.org/I60668342"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"pmh:oai:dora:wsl_25097","doi":null,"is_oa":true,"landing_page_url":"https://www.dora.lib4ri.ch/wsl/item/wsl:25097","pdf_url":"https://www.dora.lib4ri.ch/wsl/dload/wsl:25097/PDF2/view","source":{"id":"https://openalex.org/S4306401379","display_name":"DORA WSL (Swiss Federal Institute for Forest, Snow and Landscape Research)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2800262456","host_organization_name":"Swiss Federal Institute for Forest, Snow and Landscape Research","host_organization_lineage":["https://openalex.org/I2800262456"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Methods in Ecology and Evolution","raw_type":"info:eu-repo/semantics/article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life on land","score":0.8518999814987183}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3082770116.pdf","grobid_xml":"https://content.openalex.org/works/W3082770116.grobid-xml"},"referenced_works_count":27,"referenced_works":["https://openalex.org/W157272979","https://openalex.org/W584147025","https://openalex.org/W999207820","https://openalex.org/W1026323966","https://openalex.org/W1574994088","https://openalex.org/W1930140904","https://openalex.org/W1965298894","https://openalex.org/W2031925862","https://openalex.org/W2054293705","https://openalex.org/W2056015657","https://openalex.org/W2074886631","https://openalex.org/W2081649197","https://openalex.org/W2086315738","https://openalex.org/W2104390383","https://openalex.org/W2121886045","https://openalex.org/W2144661611","https://openalex.org/W2148534890","https://openalex.org/W2193608035","https://openalex.org/W2737880575","https://openalex.org/W2738045003","https://openalex.org/W2758779491","https://openalex.org/W2911625046","https://openalex.org/W2912430686","https://openalex.org/W2954908520","https://openalex.org/W3002252943","https://openalex.org/W4210442257","https://openalex.org/W4232976691"],"related_works":["https://openalex.org/W3143848793","https://openalex.org/W4210889023","https://openalex.org/W2911625046","https://openalex.org/W1995268122","https://openalex.org/W3021668846","https://openalex.org/W4412895821","https://openalex.org/W2940062392","https://openalex.org/W3136795525","https://openalex.org/W4411896638","https://openalex.org/W2081885719"],"abstract_inverted_index":{"Abstract":[0],"Process\u2010based":[1],"forest":[2,10,32,130],"models":[3],"(PBMs)":[4],"are":[5],"important":[6],"tools":[7],"for":[8,35,94,161],"quantifying":[9],"growth":[11,33,131],"and":[12,65,98,117,125,137,159,163],"vulnerability,":[13],"particularly":[14],"under":[15],"climate":[16,164],"change.":[17],"The":[18,74],"3\u2010PG":[19,145,155],"model":[20,85,111,124],"(Physiological":[21],"Processes":[22],"Predicting":[23],"Growth)":[24],"is":[25,135],"one":[26],"of":[27,48,63,76,92,122,129,144],"the":[28,84,90,123],"most":[29],"widely":[30],"used":[31],"simulators":[34],"this":[36,103,152],"purpose":[37],"worldwide.":[38],"Here,":[39],"we":[40],"present":[41],"r3PG":[42,55,93,134],",":[43],"a":[44,105,114,118],"new":[45],"Fortran":[46,77],"implementation":[47],"3\u2010PG,":[49],"wrapped":[50],"into":[51],"an":[52,80],"r":[53,81],"package.":[54],"can":[56],"simulate":[57],"monospecific":[58],"as":[59,61],"well":[60],"mixtures":[62],"evergreen":[64],"deciduous":[66],"tree":[67],"species":[68],"in":[69,104,146],"even\u2010aged":[70],"or":[71],"uneven\u2010aged":[72],"stands.":[73],"combination":[75],"functions":[78],"with":[79],"interface":[82],"makes":[83],"extremely":[86],"fast.":[87],"This":[88],"facilitates":[89],"use":[91,140],"extensive":[95],"computer":[96],"experiments":[97],"sensitivity":[99,115],"analysis.":[100],"We":[101,149],"demonstrate":[102],"case":[106],"study":[107],"including":[108],"(a)":[109],"single":[110],"runs;":[112],"(b)":[113],"analysis":[116],"full":[119],"Bayesian":[120],"calibration":[121],"(c)":[126],"spatial":[127],"simulations":[128],"across":[132],"Switzerland.":[133],"faster":[136],"easier":[138],"to":[139],"than":[141],"previous":[142],"implementations":[143],"visual":[147],"basic.":[148],"believe":[150],"that":[151],"will":[153],"make":[154],"even":[156],"more":[157],"useful":[158],"popular":[160],"ecologists":[162],"change":[165],"scientists.":[166]},"counts_by_year":[{"year":2026,"cited_by_count":14},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":7}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2020-09-08T00:00:00"}