{"id":"https://openalex.org/W420693570","doi":"https://doi.org/10.1016/j.envsoft.2015.04.010","title":"Spatial neighborhood effect and scale issues in the calibration and validation of a dynamic model of Phragmites australis distribution \u2013 A cellular automata and machine learning approach","display_name":"Spatial neighborhood effect and scale issues in the calibration and validation of a dynamic model of Phragmites australis distribution \u2013 A cellular automata and machine learning approach","publication_year":2015,"publication_date":"2015-05-27","ids":{"openalex":"https://openalex.org/W420693570","doi":"https://doi.org/10.1016/j.envsoft.2015.04.010","mag":"420693570"},"language":"en","primary_location":{"id":"doi:10.1016/j.envsoft.2015.04.010","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2015.04.010","pdf_url":null,"source":{"id":"https://openalex.org/S113611870","display_name":"Environmental Modelling & Software","issn_l":"1364-8152","issn":["1364-8152","1873-6726"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling &amp; Software","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034426228","display_name":"Anas Altartouri","orcid":null},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Anas Altartouri","raw_affiliation_strings":["Department of Civil and Environmental Engineering, School of Engineering, Aalto University, P.O. Box 11000, FI-00076 Aalto, Finland"],"affiliations":[{"raw_affiliation_string":"Department of Civil and Environmental Engineering, School of Engineering, Aalto University, P.O. Box 11000, FI-00076 Aalto, Finland","institution_ids":["https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103266090","display_name":"Leena Nurminen","orcid":"https://orcid.org/0000-0003-2068-0712"},"institutions":[{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Leena Nurminen","raw_affiliation_strings":["Department of Environmental Sciences, University of Helsinki, Finland","Department of Environmental Sciences , University of Helsinki , Finland"],"affiliations":[{"raw_affiliation_string":"Department of Environmental Sciences, University of Helsinki, Finland","institution_ids":["https://openalex.org/I133731052"]},{"raw_affiliation_string":"Department of Environmental Sciences , University of Helsinki , Finland","institution_ids":["https://openalex.org/I133731052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063540761","display_name":"Ari Jolma","orcid":"https://orcid.org/0000-0002-3490-7490"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ari Jolma","raw_affiliation_strings":["Biwatech Ltd., Vantaa, Finland","Biwatech Ltd., Vantaa, Finland#TAB#"],"affiliations":[{"raw_affiliation_string":"Biwatech Ltd., Vantaa, Finland","institution_ids":[]},{"raw_affiliation_string":"Biwatech Ltd., Vantaa, Finland#TAB#","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5034426228"],"corresponding_institution_ids":["https://openalex.org/I9927081"],"apc_list":{"value":3400,"currency":"USD","value_usd":3400},"apc_paid":null,"fwci":1.2426,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.79888393,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"71","issue":null,"first_page":"15","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10779","display_name":"Coastal wetland ecosystem dynamics","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9936000108718872,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13203","display_name":"Environmental Changes in China","score":0.9276000261306763,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/phragmites","display_name":"Phragmites","score":0.963566780090332},{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.8111345767974854},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.6257047653198242},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5656811594963074},{"id":"https://openalex.org/keywords/spatial-distribution","display_name":"Spatial distribution","score":0.49602970480918884},{"id":"https://openalex.org/keywords/distribution","display_name":"Distribution (mathematics)","score":0.4525538980960846},{"id":"https://openalex.org/keywords/range","display_name":"Range (aeronautics)","score":0.43937402963638306},{"id":"https://openalex.org/keywords/calibration","display_name":"Calibration","score":0.4292186200618744},{"id":"https://openalex.org/keywords/biological-system","display_name":"Biological system","score":0.42573535442352295},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.4229496121406555},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35026487708091736},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.34653741121292114},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3461848497390747},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33506882190704346},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.2453969419002533},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21648576855659485},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.19819870591163635},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1784433126449585},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.15516731142997742},{"id":"https://openalex.org/keywords/wetland","display_name":"Wetland","score":0.15379658341407776},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.13545134663581848},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08836385607719421}],"concepts":[{"id":"https://openalex.org/C2781178838","wikidata":"https://www.wikidata.org/wiki/Q1976487","display_name":"Phragmites","level":3,"score":0.963566780090332},{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.8111345767974854},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.6257047653198242},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5656811594963074},{"id":"https://openalex.org/C2777016058","wikidata":"https://www.wikidata.org/wiki/Q7574061","display_name":"Spatial distribution","level":2,"score":0.49602970480918884},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.4525538980960846},{"id":"https://openalex.org/C204323151","wikidata":"https://www.wikidata.org/wiki/Q905424","display_name":"Range (aeronautics)","level":2,"score":0.43937402963638306},{"id":"https://openalex.org/C165838908","wikidata":"https://www.wikidata.org/wiki/Q736777","display_name":"Calibration","level":2,"score":0.4292186200618744},{"id":"https://openalex.org/C186060115","wikidata":"https://www.wikidata.org/wiki/Q30336093","display_name":"Biological system","level":1,"score":0.42573535442352295},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.4229496121406555},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35026487708091736},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.34653741121292114},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3461848497390747},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33506882190704346},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.2453969419002533},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21648576855659485},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.19819870591163635},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1784433126449585},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.15516731142997742},{"id":"https://openalex.org/C67715294","wikidata":"https://www.wikidata.org/wiki/Q170321","display_name":"Wetland","level":2,"score":0.15379658341407776},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.13545134663581848},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08836385607719421},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.envsoft.2015.04.010","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2015.04.010","pdf_url":null,"source":{"id":"https://openalex.org/S113611870","display_name":"Environmental Modelling & Software","issn_l":"1364-8152","issn":["1364-8152","1873-6726"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling &amp; Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8100000023841858,"display_name":"Life below water","id":"https://metadata.un.org/sdg/14"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":121,"referenced_works":["https://openalex.org/W841393","https://openalex.org/W139392569","https://openalex.org/W164087953","https://openalex.org/W217437148","https://openalex.org/W628579355","https://openalex.org/W1545265337","https://openalex.org/W1558750035","https://openalex.org/W1558918611","https://openalex.org/W1559311850","https://openalex.org/W1733649551","https://openalex.org/W1879514621","https://openalex.org/W1910582249","https://openalex.org/W1963513971","https://openalex.org/W1971051724","https://openalex.org/W1977782123","https://openalex.org/W1983401307","https://openalex.org/W1984633540","https://openalex.org/W1989569660","https://openalex.org/W1990748933","https://openalex.org/W1991787858","https://openalex.org/W1992673415","https://openalex.org/W1993307357","https://openalex.org/W1995109394","https://openalex.org/W1999523072","https://openalex.org/W2000078615","https://openalex.org/W2008558683","https://openalex.org/W2009313389","https://openalex.org/W2012267568","https://openalex.org/W2015260151","https://openalex.org/W2015960830","https://openalex.org/W2019543400","https://openalex.org/W2020583463","https://openalex.org/W2023312901","https://openalex.org/W2025406778","https://openalex.org/W2025791123","https://openalex.org/W2026186237","https://openalex.org/W2036871957","https://openalex.org/W2037202670","https://openalex.org/W2040486147","https://openalex.org/W2042056652","https://openalex.org/W2043375378","https://openalex.org/W2044589911","https://openalex.org/W2046345384","https://openalex.org/W2046669039","https://openalex.org/W2052615516","https://openalex.org/W2053154970","https://openalex.org/W2056141163","https://openalex.org/W2058731966","https://openalex.org/W2061531403","https://openalex.org/W2064981229","https://openalex.org/W2065897841","https://openalex.org/W2070440483","https://openalex.org/W2079104578","https://openalex.org/W2089066034","https://openalex.org/W2089142217","https://openalex.org/W2091312240","https://openalex.org/W2094245525","https://openalex.org/W2094420561","https://openalex.org/W2096485592","https://openalex.org/W2100154687","https://openalex.org/W2102815338","https://openalex.org/W2103305317","https://openalex.org/W2104896032","https://openalex.org/W2108948758","https://openalex.org/W2109190566","https://openalex.org/W2112315008","https://openalex.org/W2115268776","https://openalex.org/W2117495240","https://openalex.org/W2118153144","https://openalex.org/W2118283061","https://openalex.org/W2119423740","https://openalex.org/W2121903556","https://openalex.org/W2129018774","https://openalex.org/W2130984710","https://openalex.org/W2131622080","https://openalex.org/W2132698230","https://openalex.org/W2135695572","https://openalex.org/W2138930304","https://openalex.org/W2141014056","https://openalex.org/W2141419835","https://openalex.org/W2146624586","https://openalex.org/W2146715087","https://openalex.org/W2147137464","https://openalex.org/W2150246922","https://openalex.org/W2151389381","https://openalex.org/W2155796599","https://openalex.org/W2156297536","https://openalex.org/W2156484217","https://openalex.org/W2162467623","https://openalex.org/W2165294228","https://openalex.org/W2165512168","https://openalex.org/W2166109934","https://openalex.org/W2167774039","https://openalex.org/W2168694365","https://openalex.org/W2175344400","https://openalex.org/W2177299793","https://openalex.org/W2188709286","https://openalex.org/W2272653297","https://openalex.org/W2324338776","https://openalex.org/W2505691173","https://openalex.org/W2522281784","https://openalex.org/W2582743722","https://openalex.org/W2588064979","https://openalex.org/W2614387780","https://openalex.org/W2730765551","https://openalex.org/W2731347213","https://openalex.org/W4285719527","https://openalex.org/W4404403595","https://openalex.org/W6600032607","https://openalex.org/W6666768731","https://openalex.org/W6678907969","https://openalex.org/W6686831066","https://openalex.org/W6724767239","https://openalex.org/W6727285520","https://openalex.org/W6733765144","https://openalex.org/W6737469974","https://openalex.org/W6740079415","https://openalex.org/W6740567092","https://openalex.org/W6823900151","https://openalex.org/W6874357689","https://openalex.org/W7064998211"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2393974718","https://openalex.org/W420693570","https://openalex.org/W4224009465","https://openalex.org/W4378516035","https://openalex.org/W4224223423","https://openalex.org/W4313557882","https://openalex.org/W4286629047"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
