{"id":"https://openalex.org/W2032701790","doi":"https://doi.org/10.3390/rs1040620","title":"On the Suitability of MODIS Time Series Metrics to Map Vegetation Types in Dry Savanna Ecosystems: A Case Study in the Kalahari of NE Namibia","display_name":"On the Suitability of MODIS Time Series Metrics to Map Vegetation Types in Dry Savanna Ecosystems: A Case Study in the Kalahari of NE Namibia","publication_year":2009,"publication_date":"2009-09-30","ids":{"openalex":"https://openalex.org/W2032701790","doi":"https://doi.org/10.3390/rs1040620","mag":"2032701790"},"language":"en","primary_location":{"id":"doi:10.3390/rs1040620","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs1040620","pdf_url":"https://www.mdpi.com/2072-4292/1/4/620/pdf?version=1403129137","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/2072-4292/1/4/620/pdf?version=1403129137","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034952341","display_name":"Christian H\u00fcttich","orcid":null},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Christian H\u00fcttich","raw_affiliation_strings":["Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035304253","display_name":"Ursula Ge\u00dfner","orcid":"https://orcid.org/0000-0002-8221-2554"},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ursula Gessner","raw_affiliation_strings":["Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","institution_ids":["https://openalex.org/I25974101"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051124265","display_name":"Martin Herold","orcid":"https://orcid.org/0000-0003-0246-6886"},"institutions":[{"id":"https://openalex.org/I76198965","display_name":"Friedrich Schiller University Jena","ror":"https://ror.org/05qpz1x62","country_code":"DE","type":"education","lineage":["https://openalex.org/I76198965"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Martin Herold","raw_affiliation_strings":["Friedrich-Schiller-University, ESA GOFC-GOLD Project Office, Jena, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Friedrich-Schiller-University, ESA GOFC-GOLD Project Office, Jena, Germany","institution_ids":["https://openalex.org/I76198965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009456042","display_name":"Ben J. Strohbach","orcid":"https://orcid.org/0000-0002-1542-1989"},"institutions":[{"id":"https://openalex.org/I4210163016","display_name":"Namibia Institute of Pathology","ror":"https://ror.org/05y2q9q81","country_code":"NA","type":"education","lineage":["https://openalex.org/I4210163016"]}],"countries":["NA"],"is_corresponding":false,"raw_author_name":"Ben  J. Strohbach","raw_affiliation_strings":["National Botanical Research Institute of Namibia, Windhoek, Namibia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Botanical Research Institute of Namibia, Windhoek, Namibia","institution_ids":["https://openalex.org/I4210163016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073173295","display_name":"Michael Schmidt","orcid":"https://orcid.org/0000-0001-5830-7935"},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]},{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Michael Schmidt","raw_affiliation_strings":["Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111562012","display_name":"Manfred Keil","orcid":null},"institutions":[{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Manfred Keil","raw_affiliation_strings":["German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany","institution_ids":["https://openalex.org/I2898391981"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033795271","display_name":"Stefan Dech","orcid":null},"institutions":[{"id":"https://openalex.org/I25974101","display_name":"University of W\u00fcrzburg","ror":"https://ror.org/00fbnyb24","country_code":"DE","type":"education","lineage":["https://openalex.org/I25974101"]},{"id":"https://openalex.org/I2898391981","display_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","ror":"https://ror.org/04bwf3e34","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I2898391981"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Dech","raw_affiliation_strings":["Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Remote Sensing, University of Wuerzburg, Wuerzburg, Germany","institution_ids":["https://openalex.org/I25974101"]},{"raw_affiliation_string":"German Remote Sensing Data Center, German Aerospace Center, Oberpfaffenhofen, Germany","institution_ids":["https://openalex.org/I2898391981"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5034952341"],"corresponding_institution_ids":["https://openalex.org/I25974101"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":6.1491,"has_fulltext":true,"cited_by_count":83,"citation_normalized_percentile":{"value":0.96202826,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"1","issue":"4","first_page":"620","last_page":"643"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998000264167786,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9998000264167786,"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/T11164","display_name":"Remote Sensing and LiDAR Applications","score":0.9954000115394592,"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9952999949455261,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/environmental-science","display_name":"Environmental science","score":0.5784783959388733},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.532729983329773},{"id":"https://openalex.org/keywords/tropical-and-subtropical-dry-broadleaf-forests","display_name":"Tropical and subtropical dry broadleaf forests","score":0.5140584707260132},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.5060412287712097},{"id":"https://openalex.org/keywords/phenology","display_name":"Phenology","score":0.48071935772895813},{"id":"https://openalex.org/keywords/land-cover","display_name":"Land cover","score":0.44368138909339905},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.38053053617477417},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.36047959327697754},{"id":"https://openalex.org/keywords/land-use","display_name":"Land use","score":0.3368706703186035},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.16433265805244446},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.1279246211051941}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5784783959388733},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.532729983329773},{"id":"https://openalex.org/C108216600","wikidata":"https://www.wikidata.org/wiki/Q511668","display_name":"Tropical and subtropical dry broadleaf forests","level":2,"score":0.5140584707260132},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.5060412287712097},{"id":"https://openalex.org/C51417038","wikidata":"https://www.wikidata.org/wiki/Q272737","display_name":"Phenology","level":2,"score":0.48071935772895813},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.44368138909339905},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.38053053617477417},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.36047959327697754},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.3368706703186035},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.16433265805244446},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.1279246211051941},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/rs1040620","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs1040620","pdf_url":"https://www.mdpi.com/2072-4292/1/4/620/pdf?version=1403129137","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:doaj.org/article:fbb091df7ae646f787dacd3b95de90c0","is_oa":true,"landing_page_url":"https://doaj.org/article/fbb091df7ae646f787dacd3b95de90c0","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"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 1, Iss 4, Pp 620-643 (2009)","raw_type":"article"},{"id":"pmh:oai:elib.dlr.de:64235","is_oa":true,"landing_page_url":"http://www.mdpi.com/2072-4292/1/4/620/","pdf_url":null,"source":{"id":"https://openalex.org/S4377196266","display_name":"elib (German Aerospace Center)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2898391981","host_organization_name":"Deutsches Zentrum f\u00fcr Luft- und Raumfahrt e. V. (DLR)","host_organization_lineage":["https://openalex.org/I2898391981"],"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":"","raw_type":"Zeitschriftenbeitrag"},{"id":"pmh:oai:mdpi.com:/2072-4292/1/4/620/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs1040620","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 1; Issue 4; Pages: 620-643","raw_type":"Text"},{"id":"pmh:wur:oai:library.wur.nl:wurpubs/402801","is_oa":true,"landing_page_url":"https://research.wur.nl/en/publications/on-the-suitability-of-modis-time-series-metrics-to-map-vegetation","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"Remote Sensing, 1, 620 - 643","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.3390/rs1040620","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs1040620","pdf_url":"https://www.mdpi.com/2072-4292/1/4/620/pdf?version=1403129137","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":[{"id":"https://metadata.un.org/sdg/15","display_name":"Life in Land","score":0.7400000095367432}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321114","display_name":"Bundesministerium f\u00fcr Bildung und Forschung","ror":"https://ror.org/04pz7b180"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2032701790.pdf","grobid_xml":"https://content.openalex.org/works/W2032701790.grobid-xml"},"referenced_works_count":57,"referenced_works":["https://openalex.org/W65556294","https://openalex.org/W86348816","https://openalex.org/W128584788","https://openalex.org/W176813232","https://openalex.org/W198651930","https://openalex.org/W273955616","https://openalex.org/W1482880779","https://openalex.org/W1506064382","https://openalex.org/W1657306314","https://openalex.org/W1928939845","https://openalex.org/W1964571746","https://openalex.org/W1976534191","https://openalex.org/W1990653740","https://openalex.org/W2012950829","https://openalex.org/W2019849444","https://openalex.org/W2024689500","https://openalex.org/W2035549557","https://openalex.org/W2046866337","https://openalex.org/W2049560361","https://openalex.org/W2056425951","https://openalex.org/W2059455952","https://openalex.org/W2060745228","https://openalex.org/W2067577121","https://openalex.org/W2075427665","https://openalex.org/W2076043738","https://openalex.org/W2087854757","https://openalex.org/W2089585018","https://openalex.org/W2100700099","https://openalex.org/W2104105219","https://openalex.org/W2112278810","https://openalex.org/W2113410727","https://openalex.org/W2124921899","https://openalex.org/W2130662843","https://openalex.org/W2138408852","https://openalex.org/W2138751033","https://openalex.org/W2140950054","https://openalex.org/W2145862305","https://openalex.org/W2152640741","https://openalex.org/W2155632266","https://openalex.org/W2158031389","https://openalex.org/W2166736950","https://openalex.org/W2169526039","https://openalex.org/W2198868647","https://openalex.org/W2223573624","https://openalex.org/W2334630193","https://openalex.org/W2482806481","https://openalex.org/W2751793438","https://openalex.org/W2787894218","https://openalex.org/W2911964244","https://openalex.org/W2944783620","https://openalex.org/W3085162807","https://openalex.org/W4239304042","https://openalex.org/W6602666639","https://openalex.org/W6610017368","https://openalex.org/W6637174813","https://openalex.org/W6679352226","https://openalex.org/W6762264912"],"related_works":["https://openalex.org/W2373524250","https://openalex.org/W3133615129","https://openalex.org/W2087854757","https://openalex.org/W2188959887","https://openalex.org/W2373152553","https://openalex.org/W2972049582","https://openalex.org/W4389201442","https://openalex.org/W2386169820","https://openalex.org/W604251607","https://openalex.org/W3170595163"],"abstract_inverted_index":{"The":[0,104,127,163],"characterization":[1],"and":[2,20,24,54,99,133,168,180,183],"evaluation":[3],"of":[4,8,92,106,174,199],"the":[5,90,112,142,175,181],"recent":[6],"status":[7],"biodiversity":[9],"in":[10,37,89,152],"Southern":[11],"Africa\u2019s":[12],"Savannas":[13],"is":[14,75],"a":[15,38,64],"major":[16],"prerequisite":[17],"for":[18,33,84,172,194],"suitable":[19],"sustainable":[21],"land":[22],"management":[23],"conservation":[25],"purposes.":[26],"This":[27],"paper":[28],"presents":[29],"an":[30,195],"integrated":[31],"concept":[32],"vegetation":[34,86,201],"type":[35,87],"mapping":[36,85],"dry":[39,160],"savanna":[40],"ecosystem":[41],"based":[42,95,122],"on":[43,96,123],"local":[44],"scale":[45],"in-situ":[46],"botanical":[47],"survey":[48],"data":[49,140],"with":[50,120,154],"high":[51,155],"resolution":[52,56],"(Landsat)":[53],"coarse":[55],"(MODIS)":[57],"satellite":[58],"time":[59,101],"series.":[60],"In":[61],"this":[62],"context,":[63],"semi-automated":[65],"training":[66],"database":[67],"generation":[68],"procedure":[69],"using":[70,139],"object-oriented":[71],"image":[72],"segmentation":[73],"techniques":[74],"introduced.":[76],"A":[77],"tree-based":[78],"Random":[79],"Forest":[80],"classifier":[81],"was":[82,137,166,191],"used":[83],"associations":[88],"Kalahari":[91,200],"NE":[93],"Namibia":[94],"inter-annual":[97,108],"intensity-":[98],"phenology-related":[100,215],"series":[102,204],"metrics.":[103,216],"utilization":[105],"long-term":[107],"temporal":[109],"metrics":[110],"delivered":[111],"best":[113],"classification":[114,131],"accuracies":[115,132],"(Kappa":[116],"=":[117],"0.93)":[118],"compared":[119,158,213],"classifications":[121],"seasonal":[124],"feature":[125],"sets.":[126],"relationship":[128],"between":[129],"annual":[130],"bi-annual":[134],"precipitation":[135],"sums":[136],"conducted":[138],"from":[141],"Tropical":[143],"Rainfall":[144],"Measuring":[145],"Mission":[146],"(TRMM).":[147],"Increased":[148],"error":[149],"rates":[150,157],"occurred":[151],"years":[153],"rainfall":[156],"to":[159,207,214],"rainy":[161],"seasons.":[162],"variable":[164],"importance":[165],"analyzed":[167],"showed":[169],"high-rank":[170],"positions":[171],"features":[173,205],"Enhanced":[176],"Vegetation":[177],"Index":[178],"(EVI)":[179],"blue":[182],"middle":[184],"infrared":[185],"bands,":[186],"indicating":[187],"that":[188],"soil":[189],"reflectance":[190,208],"crucial":[192],"information":[193],"accurate":[196],"spectral":[197],"discrimination":[198],"types.":[202],"Time":[203],"related":[206],"intensity":[209],"obtained":[210],"increased":[211],"rank-positions":[212]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":5},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":11},{"year":2015,"cited_by_count":8},{"year":2014,"cited_by_count":8},{"year":2013,"cited_by_count":6},{"year":2012,"cited_by_count":7}],"updated_date":"2026-05-30T09:04:40.226872","created_date":"2016-06-24T00:00:00"}