{"id":"https://openalex.org/W4398208060","doi":"https://doi.org/10.3390/rs16111842","title":"Spatio-Temporal Transferability of Drone-Based Models to Predict Forage Supply in Drier Rangelands","display_name":"Spatio-Temporal Transferability of Drone-Based Models to Predict Forage Supply in Drier Rangelands","publication_year":2024,"publication_date":"2024-05-22","ids":{"openalex":"https://openalex.org/W4398208060","doi":"https://doi.org/10.3390/rs16111842"},"language":"en","primary_location":{"id":"doi:10.3390/rs16111842","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16111842","pdf_url":"https://www.mdpi.com/2072-4292/16/11/1842/pdf?version=1716370164","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/2072-4292/16/11/1842/pdf?version=1716370164","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5008547747","display_name":"Vistorina Amputu","orcid":"https://orcid.org/0000-0001-8166-5714"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Vistorina Amputu","raw_affiliation_strings":["Institute of Evolution and Ecology, University of T\u00fcbingen, Auf der Morgenstelle 5, 72076 T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Evolution and Ecology, University of T\u00fcbingen, Auf der Morgenstelle 5, 72076 T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076343199","display_name":"F. A. M\u00e4nner","orcid":"https://orcid.org/0000-0001-6659-7610"},"institutions":[{"id":"https://openalex.org/I176453806","display_name":"University of Potsdam","ror":"https://ror.org/03bnmw459","country_code":"DE","type":"education","lineage":["https://openalex.org/I176453806"]},{"id":"https://openalex.org/I3019423309","display_name":"Fraunhofer Institute for Computer Graphics Research","ror":"https://ror.org/04gmsar03","country_code":"DE","type":"facility","lineage":["https://openalex.org/I3019423309","https://openalex.org/I4923324"]},{"id":"https://openalex.org/I135140700","display_name":"University of Bonn","ror":"https://ror.org/041nas322","country_code":"DE","type":"education","lineage":["https://openalex.org/I135140700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Florian M\u00e4nner","raw_affiliation_strings":["Biodiversity Research/Systematic Botany, University of Potsdam, Maulbeerallee 1, 14469 Potsdam, Germany","Competence Center Smart Farming, Fraunhofer Institute for Computer Graphics Research IGD, Joachim-Jungius-Str. 11, 18059 Rostock, Germany","Institute for Crop Science and Resource Conservation (INRES), University of Bonn, Karlrobert-Kreiten-Str. 13, 53115 Bonn, Germany"],"affiliations":[{"raw_affiliation_string":"Biodiversity Research/Systematic Botany, University of Potsdam, Maulbeerallee 1, 14469 Potsdam, Germany","institution_ids":["https://openalex.org/I176453806"]},{"raw_affiliation_string":"Competence Center Smart Farming, Fraunhofer Institute for Computer Graphics Research IGD, Joachim-Jungius-Str. 11, 18059 Rostock, Germany","institution_ids":["https://openalex.org/I3019423309"]},{"raw_affiliation_string":"Institute for Crop Science and Resource Conservation (INRES), University of Bonn, Karlrobert-Kreiten-Str. 13, 53115 Bonn, Germany","institution_ids":["https://openalex.org/I135140700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088149158","display_name":"Katja Tielb\u00f6rger","orcid":null},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Katja Tielb\u00f6rger","raw_affiliation_strings":["Institute of Evolution and Ecology, University of T\u00fcbingen, Auf der Morgenstelle 5, 72076 T\u00fcbingen, Germany"],"affiliations":[{"raw_affiliation_string":"Institute of Evolution and Ecology, University of T\u00fcbingen, Auf der Morgenstelle 5, 72076 T\u00fcbingen, Germany","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007380194","display_name":"Nichola M. Knox","orcid":"https://orcid.org/0000-0002-4637-0811"},"institutions":[{"id":"https://openalex.org/I55732556","display_name":"Arizona State University","ror":"https://ror.org/03efmqc40","country_code":"US","type":"education","lineage":["https://openalex.org/I55732556"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nichola Knox","raw_affiliation_strings":["Downforce Technologies, Oxford OX1 1QT, UK","School of Earth and Space Exploration, Arizona State University, Tempe, AZ 85287, USA"],"affiliations":[{"raw_affiliation_string":"Downforce Technologies, Oxford OX1 1QT, UK","institution_ids":[]},{"raw_affiliation_string":"School of Earth and Space Exploration, Arizona State University, Tempe, AZ 85287, USA","institution_ids":["https://openalex.org/I55732556"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5008547747"],"corresponding_institution_ids":["https://openalex.org/I8087733"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.9288,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.90170798,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"16","issue":"11","first_page":"1842","last_page":"1842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12467","display_name":"Rangeland Management and Livestock Ecology","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T12467","display_name":"Rangeland Management and Livestock Ecology","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/T10199","display_name":"Wildlife Ecology and Conservation","score":0.9919000267982483,"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/T10555","display_name":"Fire effects on ecosystems","score":0.9832000136375427,"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/rangeland","display_name":"Rangeland","score":0.8742658495903015},{"id":"https://openalex.org/keywords/transferability","display_name":"Transferability","score":0.8527642488479614},{"id":"https://openalex.org/keywords/drone","display_name":"Drone","score":0.7114696502685547},{"id":"https://openalex.org/keywords/forage","display_name":"Forage","score":0.6658427119255066},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4959298074245453},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.3710923492908478},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.35862743854522705},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.26875564455986023},{"id":"https://openalex.org/keywords/agroforestry","display_name":"Agroforestry","score":0.1920294165611267},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.11383756995201111},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.08618241548538208},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0542980432510376}],"concepts":[{"id":"https://openalex.org/C130989795","wikidata":"https://www.wikidata.org/wiki/Q3364870","display_name":"Rangeland","level":2,"score":0.8742658495903015},{"id":"https://openalex.org/C61272859","wikidata":"https://www.wikidata.org/wiki/Q7834031","display_name":"Transferability","level":3,"score":0.8527642488479614},{"id":"https://openalex.org/C59519942","wikidata":"https://www.wikidata.org/wiki/Q650665","display_name":"Drone","level":2,"score":0.7114696502685547},{"id":"https://openalex.org/C2779370140","wikidata":"https://www.wikidata.org/wiki/Q13377214","display_name":"Forage","level":2,"score":0.6658427119255066},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4959298074245453},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3710923492908478},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.35862743854522705},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.26875564455986023},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.1920294165611267},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.11383756995201111},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.08618241548538208},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0542980432510376},{"id":"https://openalex.org/C140331021","wikidata":"https://www.wikidata.org/wiki/Q1868104","display_name":"Logit","level":2,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs16111842","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16111842","pdf_url":"https://www.mdpi.com/2072-4292/16/11/1842/pdf?version=1716370164","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:71c19d0e9019458e987b9204f9c9831c","is_oa":true,"landing_page_url":"https://doaj.org/article/71c19d0e9019458e987b9204f9c9831c","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 16, Iss 11, p 1842 (2024)","raw_type":"article"},{"id":"pmh:oai:publica.fraunhofer.de:publica/472061","is_oa":true,"landing_page_url":"https://publica.fraunhofer.de/handle/publica/472061","pdf_url":null,"source":{"id":"https://openalex.org/S4306400318","display_name":"Fraunhofer-Publica (Fraunhofer-Gesellschaft)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4923324","host_organization_name":"Fraunhofer-Gesellschaft","host_organization_lineage":["https://openalex.org/I4923324"],"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":null,"raw_type":"journal article"}],"best_oa_location":{"id":"doi:10.3390/rs16111842","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs16111842","pdf_url":"https://www.mdpi.com/2072-4292/16/11/1842/pdf?version=1716370164","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":0.5},{"id":"https://metadata.un.org/sdg/12","display_name":"Responsible consumption and production","score":0.4000000059604645}],"awards":[{"id":"https://openalex.org/G2313366111","display_name":null,"funder_award_id":"FKZ 01LC1821B","funder_id":"https://openalex.org/F4320321114","funder_display_name":"Bundesministerium f\u00fcr Bildung und Forschung"}],"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":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4398208060.pdf"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W791945773","https://openalex.org/W1965321975","https://openalex.org/W1980763001","https://openalex.org/W2055186043","https://openalex.org/W2123935991","https://openalex.org/W2129940092","https://openalex.org/W2130857584","https://openalex.org/W2156182980","https://openalex.org/W2160743115","https://openalex.org/W2341431451","https://openalex.org/W2603798200","https://openalex.org/W2613669896","https://openalex.org/W2646675373","https://openalex.org/W2739305509","https://openalex.org/W2799540953","https://openalex.org/W2803704160","https://openalex.org/W2843415492","https://openalex.org/W2887291686","https://openalex.org/W2889489537","https://openalex.org/W2907844274","https://openalex.org/W2950604226","https://openalex.org/W2980990633","https://openalex.org/W3011781936","https://openalex.org/W3015075142","https://openalex.org/W3040221110","https://openalex.org/W3045772967","https://openalex.org/W3107927148","https://openalex.org/W3124597376","https://openalex.org/W3195767834","https://openalex.org/W3197443785","https://openalex.org/W3215401907","https://openalex.org/W4224271030","https://openalex.org/W4310251770","https://openalex.org/W4313334890","https://openalex.org/W4317935829","https://openalex.org/W4389483824","https://openalex.org/W4391283905","https://openalex.org/W6645286917","https://openalex.org/W6800705453"],"related_works":["https://openalex.org/W4229448053","https://openalex.org/W4247925126","https://openalex.org/W4327774218","https://openalex.org/W2059768187","https://openalex.org/W4312858960","https://openalex.org/W4386036939","https://openalex.org/W4379143281","https://openalex.org/W2605096541","https://openalex.org/W3200286695","https://openalex.org/W2148721146"],"abstract_inverted_index":{"Unmanned":[0],"aerial":[1],"systems":[2,72,165],"offer":[3],"a":[4,89],"cost-effective":[5],"and":[6,46,73,88,128,169],"reproducible":[7],"method":[8],"for":[9,179],"monitoring":[10,181],"natural":[11],"resources":[12,40],"in":[13,36,44,61,81,112,152,162],"expansive":[14],"areas.":[15],"But":[16],"the":[17,56,78,93,96,102,108,113,121,138,143,147,174],"transferability":[18,161],"of":[19,58,65,77,145,150,176,182],"developed":[20],"models,":[21],"which":[22,48],"are":[23,41],"often":[24],"based":[25],"on":[26],"single":[27],"snapshots,":[28],"is":[29,33],"rarely":[30],"tested.":[31],"This":[32,141,155],"particularly":[34],"relevant":[35],"rangelands":[37],"where":[38],"forage":[39,66],"inherently":[42],"patchy":[43],"space":[45],"time,":[47],"may":[49],"limit":[50],"model":[51,98,118,160],"transfer.":[52],"Here,":[53],"we":[54],"investigated":[55],"accuracy":[57,136],"drone-based":[59],"models":[60,87,104],"estimating":[62],"key":[63],"proxies":[64],"provision":[67],"across":[68],"two":[69,75],"land":[70,130],"tenure":[71],"between":[74],"periods":[76],"growing":[79],"season":[80],"semi-arid":[82],"rangelands.":[83],"We":[84],"tested":[85],"case-specific":[86,103,139],"landscape":[90,97,117],"model,":[91],"with":[92,132],"expectation":[94],"that":[95],"performs":[99],"better":[100,133],"than":[101],"as":[105],"it":[106],"captures":[107],"highest":[109],"variability":[110],"expected":[111],"rangeland":[114,164,191],"system.":[115],"The":[116],"did":[119],"achieve":[120],"lowest":[122],"error":[123],"when":[124],"predicting":[125],"herbaceous":[126],"biomass":[127],"predicted":[129],"cover":[131],"or":[134],"similar":[135],"to":[137,158,189],"models.":[140,154],"reinforces":[142],"importance":[144],"incorporating":[146],"widest":[148],"variation":[149],"conditions":[151],"predictive":[153],"study":[156],"contributes":[157,188],"understanding":[159],"drier":[163],"characterized":[166],"by":[167],"spatial":[168],"temporal":[170],"heterogeneity.":[171],"By":[172],"advancing":[173],"integration":[175],"drone":[177],"technology":[178],"accurate":[180],"such":[183],"dynamic":[184],"ecosystems,":[185],"this":[186],"research":[187],"sustainable":[190],"management":[192],"practices.":[193]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}