{"id":"https://openalex.org/W2091720886","doi":"https://doi.org/10.3390/rs70504973","title":"A Bayesian Approach to Combine Landsat and ALOS PALSAR Time Series for Near Real-Time Deforestation Detection","display_name":"A Bayesian Approach to Combine Landsat and ALOS PALSAR Time Series for Near Real-Time Deforestation Detection","publication_year":2015,"publication_date":"2015-04-23","ids":{"openalex":"https://openalex.org/W2091720886","doi":"https://doi.org/10.3390/rs70504973","mag":"2091720886"},"language":"en","primary_location":{"id":"doi:10.3390/rs70504973","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs70504973","pdf_url":"https://www.mdpi.com/2072-4292/7/5/4973/pdf?version=1429775712","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/7/5/4973/pdf?version=1429775712","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004918175","display_name":"Johannes Reiche","orcid":"https://orcid.org/0000-0002-4327-4349"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Johannes Reiche","raw_affiliation_strings":["Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010984691","display_name":"Sytze de Bruin","orcid":"https://orcid.org/0000-0002-6884-2832"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Sytze De Bruin","raw_affiliation_strings":["Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081567590","display_name":"D.H. Hoekman","orcid":null},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Dirk Hoekman","raw_affiliation_strings":["Earth System Science Group, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Earth System Science Group, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030604665","display_name":"Jan Verbesselt","orcid":"https://orcid.org/0000-0001-7923-4309"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jan Verbesselt","raw_affiliation_strings":["Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051124265","display_name":"Martin Herold","orcid":"https://orcid.org/0000-0003-0246-6886"},"institutions":[{"id":"https://openalex.org/I913481162","display_name":"Wageningen University & Research","ror":"https://ror.org/04qw24q55","country_code":"NL","type":"education","lineage":["https://openalex.org/I913481162"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Martin Herold","raw_affiliation_strings":["Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands"],"affiliations":[{"raw_affiliation_string":"Laboratory of Geo-Information Science and Remote Sensing, Wageningen University, Droevendaalsesteeg 3, 6708 PB Wageningen, The Netherlands","institution_ids":["https://openalex.org/I913481162"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004918175"],"corresponding_institution_ids":["https://openalex.org/I913481162"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":5.5828,"has_fulltext":true,"cited_by_count":82,"citation_normalized_percentile":{"value":0.95601142,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"7","issue":"5","first_page":"4973","last_page":"4996"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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":0.9995999932289124,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.7166285514831543},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.5535081028938293},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5326812863349915},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.4499474763870239},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.445144385099411},{"id":"https://openalex.org/keywords/deforestation","display_name":"Deforestation (computer science)","score":0.4438191056251526},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.35631805658340454},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2838915288448334},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18739581108093262},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1146797239780426}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.7166285514831543},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.5535081028938293},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5326812863349915},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4499474763870239},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.445144385099411},{"id":"https://openalex.org/C2777399953","wikidata":"https://www.wikidata.org/wiki/Q2155658","display_name":"Deforestation (computer science)","level":2,"score":0.4438191056251526},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.35631805658340454},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2838915288448334},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18739581108093262},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1146797239780426},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/rs70504973","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs70504973","pdf_url":"https://www.mdpi.com/2072-4292/7/5/4973/pdf?version=1429775712","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:library.wur.nl:wurpubs/488385","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/a-bayesian-approach-to-combine-landsat-and-alos-palsar-time-serie","pdf_url":null,"source":{"id":"https://openalex.org/S4210201231","display_name":"Socio-Environmental Systems Modeling","issn_l":"2663-3027","issn":["2663-3027"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"ISSN: 2072-4292","raw_type":"Article/Letter to editor"},{"id":"pmh:oai:doaj.org/article:bbf0c892e6a0498fb7d5b10943cbbcbb","is_oa":true,"landing_page_url":"https://doaj.org/article/bbf0c892e6a0498fb7d5b10943cbbcbb","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 7, Iss 5, Pp 4973-4996 (2015)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/7/5/4973/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs70504973","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 7; Issue 5; Pages: 4973-4996","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs70504973","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs70504973","pdf_url":"https://www.mdpi.com/2072-4292/7/5/4973/pdf?version=1429775712","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.699999988079071,"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320334952","display_name":"Wageningen University and Research","ror":"https://ror.org/04qw24q55"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2091720886.pdf","grobid_xml":"https://content.openalex.org/works/W2091720886.grobid-xml"},"referenced_works_count":84,"referenced_works":["https://openalex.org/W103650626","https://openalex.org/W1513618424","https://openalex.org/W1531497558","https://openalex.org/W1534925303","https://openalex.org/W1547568324","https://openalex.org/W1964556122","https://openalex.org/W1969834758","https://openalex.org/W1974329551","https://openalex.org/W1976044762","https://openalex.org/W1979532661","https://openalex.org/W1981213426","https://openalex.org/W1984670836","https://openalex.org/W1991837234","https://openalex.org/W1992529875","https://openalex.org/W1993237320","https://openalex.org/W1993565231","https://openalex.org/W1995089104","https://openalex.org/W1998351672","https://openalex.org/W2004759643","https://openalex.org/W2009823861","https://openalex.org/W2011500029","https://openalex.org/W2011659320","https://openalex.org/W2013318551","https://openalex.org/W2014187500","https://openalex.org/W2014933892","https://openalex.org/W2024872310","https://openalex.org/W2028240797","https://openalex.org/W2029526623","https://openalex.org/W2029614317","https://openalex.org/W2030864384","https://openalex.org/W2032001887","https://openalex.org/W2040667072","https://openalex.org/W2041149928","https://openalex.org/W2046604611","https://openalex.org/W2054393167","https://openalex.org/W2055628899","https://openalex.org/W2055718260","https://openalex.org/W2057964176","https://openalex.org/W2061692811","https://openalex.org/W2063826781","https://openalex.org/W2064286400","https://openalex.org/W2065040528","https://openalex.org/W2078118711","https://openalex.org/W2083905585","https://openalex.org/W2084502283","https://openalex.org/W2085282193","https://openalex.org/W2089402914","https://openalex.org/W2092141993","https://openalex.org/W2092481972","https://openalex.org/W2094738700","https://openalex.org/W2095472131","https://openalex.org/W2102094072","https://openalex.org/W2103775154","https://openalex.org/W2104206240","https://openalex.org/W2105090634","https://openalex.org/W2112206513","https://openalex.org/W2114828048","https://openalex.org/W2122673356","https://openalex.org/W2127038040","https://openalex.org/W2130037317","https://openalex.org/W2131237392","https://openalex.org/W2131327625","https://openalex.org/W2132685580","https://openalex.org/W2134099776","https://openalex.org/W2134795379","https://openalex.org/W2136363079","https://openalex.org/W2140908571","https://openalex.org/W2141607694","https://openalex.org/W2146243542","https://openalex.org/W2151456308","https://openalex.org/W2157026765","https://openalex.org/W2158274880","https://openalex.org/W2158895918","https://openalex.org/W2162543713","https://openalex.org/W2162921856","https://openalex.org/W2165571665","https://openalex.org/W2166946385","https://openalex.org/W2167350866","https://openalex.org/W3205423163","https://openalex.org/W6649740184","https://openalex.org/W6673582631","https://openalex.org/W6674623137","https://openalex.org/W6679624038","https://openalex.org/W6679917029"],"related_works":["https://openalex.org/W107872912","https://openalex.org/W2496502083","https://openalex.org/W2287102141","https://openalex.org/W2406956956","https://openalex.org/W4381955013","https://openalex.org/W3009447856","https://openalex.org/W2016491772","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W1990205660"],"abstract_inverted_index":{"To":[0],"address":[1],"the":[2,39,45,66,111,120,129,152,166],"need":[3],"for":[4,27,128,161],"timely":[5],"information":[6],"on":[7],"newly":[8],"deforested":[9],"areas":[10],"at":[11,96],"medium":[12],"resolution":[13],"scale,":[14],"we":[15],"introduce":[16],"a":[17,33,105],"Bayesian":[18,53],"approach":[19],"to":[20,64,73],"combine":[21],"SAR":[22],"and":[23,55,90,109,125,154],"optical":[24],"time":[25,41,93,138,168],"series":[26,42,94],"near":[28,106],"real-time":[29,107],"deforestation":[30,49,56,70,79,112,142],"detection.":[31],"Once":[32],"new":[34],"image":[35],"of":[36,38,48,69,83,140,151],"either":[37],"input":[40],"is":[43,50],"available,":[44],"conditional":[46,67],"probability":[47,68],"computed":[51],"using":[52,87,115],"updating,":[54],"events":[57],"are":[58,62],"indicated.":[59],"Future":[60],"observations":[61],"used":[63],"update":[65],"and,":[71],"thus,":[72],"confirm":[74],"or":[75],"reject":[76],"an":[77,97],"indicated":[78],"event.":[80],"A":[81],"proof":[82],"concept":[84],"was":[85],"demonstrated":[86],"Landsat":[88,167],"NDVI":[89],"ALOS":[91],"PALSAR":[92],"acquired":[95],"evergreen":[98],"forest":[99],"plantation":[100],"in":[101,165],"Fiji.":[102],"We":[103],"emulated":[104],"scenario":[108],"assessed":[110],"detection":[113],"accuracies":[114,127],"three-monthly":[116],"reference":[117],"data":[118,164],"covering":[119],"entire":[121],"study":[122],"site.":[123],"Spatial":[124],"temporal":[126],"fused":[130],"Landsat-PALSAR":[131],"case":[132],"(overall":[133],"accuracy":[134],"=":[135,143],"87.4%;":[136],"mean":[137],"lag":[139],"detected":[141],"1.3":[144],"months)":[145],"were":[146],"consistently":[147],"higher":[148],"than":[149],"those":[150],"Landsat-":[153],"PALSAR-only":[155],"cases.":[156],"The":[157],"improvement":[158],"maintained":[159],"even":[160],"increasing":[162],"missing":[163],"series.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":9},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":11},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":8},{"year":2017,"cited_by_count":6},{"year":2016,"cited_by_count":9},{"year":2015,"cited_by_count":1}],"updated_date":"2026-03-10T16:38:18.471706","created_date":"2016-06-24T00:00:00"}