{"id":"https://openalex.org/W3041992796","doi":"https://doi.org/10.1007/978-3-030-51935-3_10","title":"A Random Forest-Cellular Automata Modeling Approach to Predict Future Forest Cover Change in Middle Atlas Morocco, Under Anthropic, Biotic and Abiotic Parameters","display_name":"A Random Forest-Cellular Automata Modeling Approach to Predict Future Forest Cover Change in Middle Atlas Morocco, Under Anthropic, Biotic and Abiotic Parameters","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3041992796","doi":"https://doi.org/10.1007/978-3-030-51935-3_10","mag":"3041992796"},"language":"en","primary_location":{"id":"doi:10.1007/978-3-030-51935-3_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-51935-3_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7340914","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046090513","display_name":"Anass Legdou","orcid":"https://orcid.org/0009-0003-5614-3836"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":true,"raw_author_name":"Anass Legdou","raw_affiliation_strings":["LGS Laboratory, ENSA Kenitra, Ibn Tofail University, Kenitra, Morocco"],"affiliations":[{"raw_affiliation_string":"LGS Laboratory, ENSA Kenitra, Ibn Tofail University, Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060731655","display_name":"Hassan Chafik","orcid":"https://orcid.org/0000-0002-7538-4112"},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Hassan Chafik","raw_affiliation_strings":["Department of Mathematics Informatics, Humanities and Sociology, University of Moulay Ismail, Meknes, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics Informatics, Humanities and Sociology, University of Moulay Ismail, Meknes, Morocco","institution_ids":["https://openalex.org/I4210153608"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079804245","display_name":"Aouatif Amine","orcid":"https://orcid.org/0000-0002-6806-3513"},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Aouatif Amine","raw_affiliation_strings":["LGS Laboratory, ENSA Kenitra, Ibn Tofail University, Kenitra, Morocco"],"affiliations":[{"raw_affiliation_string":"LGS Laboratory, ENSA Kenitra, Ibn Tofail University, Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029723776","display_name":"Sa\u00efd Lahssini","orcid":"https://orcid.org/0000-0003-1986-8240"},"institutions":[{"id":"https://openalex.org/I4210112178","display_name":"\u00c9cole Nationale Foresti\u00e8re d'Ing\u00e9nieurs","ror":"https://ror.org/01z3b4937","country_code":"MA","type":"facility","lineage":["https://openalex.org/I4210112178"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Said Lahssini","raw_affiliation_strings":["National Forestry School of Engineers, Sale, Morocco"],"affiliations":[{"raw_affiliation_string":"National Forestry School of Engineers, Sale, Morocco","institution_ids":["https://openalex.org/I4210112178"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033987790","display_name":"Mohamed Berrada","orcid":"https://orcid.org/0000-0002-2543-4249"},"institutions":[{"id":"https://openalex.org/I4210153608","display_name":"Universit\u00e9 Moulay Ismail de Meknes","ror":"https://ror.org/04cnscd67","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210153608"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Mohamed Berrada","raw_affiliation_strings":["Department of Mathematics Informatics, Humanities and Sociology, University of Moulay Ismail, Meknes, Morocco"],"affiliations":[{"raw_affiliation_string":"Department of Mathematics Informatics, Humanities and Sociology, University of Moulay Ismail, Meknes, Morocco","institution_ids":["https://openalex.org/I4210153608"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5046090513"],"corresponding_institution_ids":["https://openalex.org/I3121676899"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":2.1487,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.86514847,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"91","last_page":"100"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.9990000128746033,"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":0.9990000128746033,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9847000241279602,"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/T12630","display_name":"African Botany and Ecology Studies","score":0.982200026512146,"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/atlas","display_name":"Atlas (anatomy)","score":0.7207911014556885},{"id":"https://openalex.org/keywords/juniper","display_name":"Juniper","score":0.6805071830749512},{"id":"https://openalex.org/keywords/abiotic-component","display_name":"Abiotic component","score":0.6390554904937744},{"id":"https://openalex.org/keywords/forest-inventory","display_name":"Forest inventory","score":0.4612841010093689},{"id":"https://openalex.org/keywords/forest-cover","display_name":"Forest cover","score":0.45055273175239563},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.44988706707954407},{"id":"https://openalex.org/keywords/forestry","display_name":"Forestry","score":0.44826990365982056},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.4416619539260864},{"id":"https://openalex.org/keywords/guild","display_name":"Guild","score":0.43471062183380127},{"id":"https://openalex.org/keywords/cellular-automaton","display_name":"Cellular automaton","score":0.43016090989112854},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.4044612646102905},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3485284447669983},{"id":"https://openalex.org/keywords/forest-management","display_name":"Forest management","score":0.3196010887622833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.1674601137638092},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.15773189067840576},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.12153595685958862},{"id":"https://openalex.org/keywords/habitat","display_name":"Habitat","score":0.11488360166549683}],"concepts":[{"id":"https://openalex.org/C2776673561","wikidata":"https://www.wikidata.org/wiki/Q655357","display_name":"Atlas (anatomy)","level":2,"score":0.7207911014556885},{"id":"https://openalex.org/C2780476401","wikidata":"https://www.wikidata.org/wiki/Q25662","display_name":"Juniper","level":2,"score":0.6805071830749512},{"id":"https://openalex.org/C132215390","wikidata":"https://www.wikidata.org/wiki/Q461335","display_name":"Abiotic component","level":2,"score":0.6390554904937744},{"id":"https://openalex.org/C147103442","wikidata":"https://www.wikidata.org/wiki/Q1423188","display_name":"Forest inventory","level":3,"score":0.4612841010093689},{"id":"https://openalex.org/C2986088632","wikidata":"https://www.wikidata.org/wiki/Q4259364","display_name":"Forest cover","level":2,"score":0.45055273175239563},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.44988706707954407},{"id":"https://openalex.org/C97137747","wikidata":"https://www.wikidata.org/wiki/Q38112","display_name":"Forestry","level":1,"score":0.44826990365982056},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.4416619539260864},{"id":"https://openalex.org/C61790302","wikidata":"https://www.wikidata.org/wiki/Q614424","display_name":"Guild","level":3,"score":0.43471062183380127},{"id":"https://openalex.org/C35527583","wikidata":"https://www.wikidata.org/wiki/Q189156","display_name":"Cellular automaton","level":2,"score":0.43016090989112854},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.4044612646102905},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3485284447669983},{"id":"https://openalex.org/C28631016","wikidata":"https://www.wikidata.org/wiki/Q372561","display_name":"Forest management","level":2,"score":0.3196010887622833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.1674601137638092},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.15773189067840576},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.12153595685958862},{"id":"https://openalex.org/C185933670","wikidata":"https://www.wikidata.org/wiki/Q52105","display_name":"Habitat","level":2,"score":0.11488360166549683},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/978-3-030-51935-3_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-3-030-51935-3_10","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},{"id":"pmh:oai:pubmedcentral.nih.gov:7340914","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7340914","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Image and Signal Processing","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:7340914","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7340914","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Image and Signal Processing","raw_type":"Text"},"sustainable_development_goals":[{"score":0.41999998688697815,"display_name":"Life in Land","id":"https://metadata.un.org/sdg/15"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W1594031697","https://openalex.org/W1605688901","https://openalex.org/W1968378717","https://openalex.org/W2032890571","https://openalex.org/W2057204588","https://openalex.org/W2134417682","https://openalex.org/W2149159805","https://openalex.org/W2330820318","https://openalex.org/W2477907264","https://openalex.org/W2766019840","https://openalex.org/W2766529052","https://openalex.org/W2775201192","https://openalex.org/W2789565606","https://openalex.org/W2792263672","https://openalex.org/W2799940163","https://openalex.org/W2883876373","https://openalex.org/W2905659887","https://openalex.org/W2912934387","https://openalex.org/W2944443733","https://openalex.org/W2969945043","https://openalex.org/W2971288592","https://openalex.org/W2983777454","https://openalex.org/W3012394060","https://openalex.org/W3110527161","https://openalex.org/W3157348242","https://openalex.org/W4212883601","https://openalex.org/W6602549900"],"related_works":["https://openalex.org/W4247297432","https://openalex.org/W2021045911","https://openalex.org/W2269507863","https://openalex.org/W2057855824","https://openalex.org/W1726101563","https://openalex.org/W2575875638","https://openalex.org/W1595454293","https://openalex.org/W4230248464","https://openalex.org/W240518582","https://openalex.org/W2406266768"],"abstract_inverted_index":null,"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
