{"id":"https://openalex.org/W7131075798","doi":"https://doi.org/10.1016/j.envsoft.2026.106917","title":"Improving spatial land-use and land-cover change simulations with machine learning: A Python adaptation of the CLUMondo model","display_name":"Improving spatial land-use and land-cover change simulations with machine learning: A Python adaptation of the CLUMondo model","publication_year":2026,"publication_date":"2026-02-24","ids":{"openalex":"https://openalex.org/W7131075798","doi":"https://doi.org/10.1016/j.envsoft.2026.106917"},"language":"en","primary_location":{"id":"doi:10.1016/j.envsoft.2026.106917","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2026.106917","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1016/j.envsoft.2026.106917","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005059416","display_name":"Simon Francis Thomsen","orcid":"https://orcid.org/0000-0003-1575-9629"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Simon Thomsen","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126592156","display_name":"Christian Levers","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christian Levers","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5088839752","display_name":"Melvin Lippe","orcid":"https://orcid.org/0000-0003-4323-8767"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Melvin Lippe","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5005059416"],"corresponding_institution_ids":[],"apc_list":{"value":3400,"currency":"USD","value_usd":3400},"apc_paid":{"value":3400,"currency":"USD","value_usd":3400},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34381905,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"200","issue":null,"first_page":"106917","last_page":"106917"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.27079999446868896,"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"}},"topics":[{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.27079999446868896,"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/T14509","display_name":"demographic modeling and climate adaptation","score":0.12880000472068787,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.07599999755620956,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.5967000126838684},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.3781999945640564},{"id":"https://openalex.org/keywords/graphical-display","display_name":"Graphical display","score":0.25949999690055847},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.24279999732971191}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6664999723434448},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.5967000126838684},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3781999945640564},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3377000093460083},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.26980000734329224},{"id":"https://openalex.org/C2984927552","wikidata":"https://www.wikidata.org/wiki/Q845734","display_name":"Graphical display","level":2,"score":0.25949999690055847},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.2572999894618988},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.24279999732971191},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.2395000010728836},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.23440000414848328}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.envsoft.2026.106917","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2026.106917","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling &amp; Software","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1016/j.envsoft.2026.106917","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.envsoft.2026.106917","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Environmental Modelling &amp; Software","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320331007","display_name":"Bundesministerium f\u00fcr Verbraucherschutz, Ern\u00e4hrung und Landwirtschaft","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":78,"referenced_works":["https://openalex.org/W1433483747","https://openalex.org/W1863572815","https://openalex.org/W1913167472","https://openalex.org/W1953424101","https://openalex.org/W1977177161","https://openalex.org/W1981872228","https://openalex.org/W2029945928","https://openalex.org/W2068927564","https://openalex.org/W2072738413","https://openalex.org/W2084744129","https://openalex.org/W2091316306","https://openalex.org/W2097054682","https://openalex.org/W2112315008","https://openalex.org/W2112776483","https://openalex.org/W2119821739","https://openalex.org/W2153820558","https://openalex.org/W2165294228","https://openalex.org/W2171730709","https://openalex.org/W2295598076","https://openalex.org/W2346035507","https://openalex.org/W2515003062","https://openalex.org/W2601452533","https://openalex.org/W2725897987","https://openalex.org/W2774378559","https://openalex.org/W2783065878","https://openalex.org/W2793215590","https://openalex.org/W2805020783","https://openalex.org/W2811349094","https://openalex.org/W2883041236","https://openalex.org/W2889667864","https://openalex.org/W2899534781","https://openalex.org/W2909895012","https://openalex.org/W2910096450","https://openalex.org/W2911964244","https://openalex.org/W2941132810","https://openalex.org/W2946906370","https://openalex.org/W2953483660","https://openalex.org/W2955437746","https://openalex.org/W2969592944","https://openalex.org/W3032070598","https://openalex.org/W3035965352","https://openalex.org/W3080319602","https://openalex.org/W3082926213","https://openalex.org/W3089919509","https://openalex.org/W3122785298","https://openalex.org/W3135028703","https://openalex.org/W3138649916","https://openalex.org/W3154672797","https://openalex.org/W3155684346","https://openalex.org/W3161145518","https://openalex.org/W3169722779","https://openalex.org/W3175740001","https://openalex.org/W3181156447","https://openalex.org/W3194125229","https://openalex.org/W3198204218","https://openalex.org/W3204568820","https://openalex.org/W3213946193","https://openalex.org/W4214484989","https://openalex.org/W4224244606","https://openalex.org/W4241560205","https://openalex.org/W4249031322","https://openalex.org/W4281643285","https://openalex.org/W4289527519","https://openalex.org/W4293067666","https://openalex.org/W4303520136","https://openalex.org/W4309457653","https://openalex.org/W4317039798","https://openalex.org/W4362609054","https://openalex.org/W4387619805","https://openalex.org/W4389195056","https://openalex.org/W4391468679","https://openalex.org/W4391483902","https://openalex.org/W4392349394","https://openalex.org/W4396213322","https://openalex.org/W4402969090","https://openalex.org/W4405186123","https://openalex.org/W4406121497","https://openalex.org/W4407194772"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2026-02-24T00:00:00"}
