{"id":"https://openalex.org/W2766295554","doi":"https://doi.org/10.3390/s17112488","title":"Artificial Neural Network to Predict Vine Water Status Spatial Variability Using Multispectral Information Obtained from an Unmanned Aerial Vehicle (UAV)","display_name":"Artificial Neural Network to Predict Vine Water Status Spatial Variability Using Multispectral Information Obtained from an Unmanned Aerial Vehicle (UAV)","publication_year":2017,"publication_date":"2017-10-30","ids":{"openalex":"https://openalex.org/W2766295554","doi":"https://doi.org/10.3390/s17112488","mag":"2766295554","pmid":"https://pubmed.ncbi.nlm.nih.gov/29084169"},"language":"en","primary_location":{"id":"doi:10.3390/s17112488","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s17112488","pdf_url":"https://www.mdpi.com/1424-8220/17/11/2488/pdf?version=1509362160","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/17/11/2488/pdf?version=1509362160","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057480937","display_name":"T. Poblete","orcid":"https://orcid.org/0000-0003-1944-6494"},"institutions":[{"id":"https://openalex.org/I134695357","display_name":"University of Talca","ror":"https://ror.org/01s4gpq44","country_code":"CL","type":"education","lineage":["https://openalex.org/I134695357"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Tomas Poblete","raw_affiliation_strings":["Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile","Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile. totopoblete@gmail.com"],"raw_orcid":"https://orcid.org/0000-0003-1944-6494","affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile. totopoblete@gmail.com","institution_ids":["https://openalex.org/I134695357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058036055","display_name":"Samuel Ortega-Far\u00edas","orcid":"https://orcid.org/0000-0001-7850-5410"},"institutions":[{"id":"https://openalex.org/I134695357","display_name":"University of Talca","ror":"https://ror.org/01s4gpq44","country_code":"CL","type":"education","lineage":["https://openalex.org/I134695357"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Samuel Ortega-Far\u00edas","raw_affiliation_strings":["Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile","Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile","Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile. sortega@utalca.cl","Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile. sortega@utalca.cl"],"raw_orcid":"https://orcid.org/0000-0001-7850-5410","affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile. sortega@utalca.cl","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Centro de Investigaci\u00f3n y Transferencia en Riego y Agroclimatolog\u00eda (CITRA), Universidad de Talca, Casilla 747, Talca 3460000, Chile. sortega@utalca.cl","institution_ids":["https://openalex.org/I134695357"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100393595","display_name":"M. Moreno","orcid":"https://orcid.org/0000-0002-5940-6123"},"institutions":[{"id":"https://openalex.org/I79189158","display_name":"University of Castilla-La Mancha","ror":"https://ror.org/05r78ng12","country_code":"ES","type":"education","lineage":["https://openalex.org/I79189158"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Miguel Moreno","raw_affiliation_strings":["Regional Centre of Water Research, University of Castilla-La Mancha, Campus Universitario s/n, 02071 Albacete, Spain","Regional Centre of Water Research, University of Castilla-La Mancha, Campus Universitario s/n, 02071 Albacete, Spain. miguelangel.moreno@uclm.es"],"raw_orcid":"https://orcid.org/0000-0002-5940-6123","affiliations":[{"raw_affiliation_string":"Regional Centre of Water Research, University of Castilla-La Mancha, Campus Universitario s/n, 02071 Albacete, Spain","institution_ids":["https://openalex.org/I79189158"]},{"raw_affiliation_string":"Regional Centre of Water Research, University of Castilla-La Mancha, Campus Universitario s/n, 02071 Albacete, Spain. miguelangel.moreno@uclm.es","institution_ids":["https://openalex.org/I79189158"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073465170","display_name":"Matthew Bardeen","orcid":null},"institutions":[{"id":"https://openalex.org/I134695357","display_name":"University of Talca","ror":"https://ror.org/01s4gpq44","country_code":"CL","type":"education","lineage":["https://openalex.org/I134695357"]}],"countries":["CL"],"is_corresponding":false,"raw_author_name":"Matthew Bardeen","raw_affiliation_strings":["Facultad de Ingenier\u00eda, Universidad de Talca, Curic\u00f3 3340000, Chile","Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile","Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile. mbardeen@utalca.cl","Facultad de Ingenier\u00eda, Universidad de Talca, Curic\u00f3 3340000, Chile. mbardeen@utalca.cl"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad de Talca, Curic\u00f3 3340000, Chile","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Research program on Adaptation of Agriculture to Climate Change (A2C2), Universidad de Talca, Casilla 747, Talca 3460000, Chile. mbardeen@utalca.cl","institution_ids":["https://openalex.org/I134695357"]},{"raw_affiliation_string":"Facultad de Ingenier\u00eda, Universidad de Talca, Curic\u00f3 3340000, Chile. mbardeen@utalca.cl","institution_ids":["https://openalex.org/I134695357"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":5.8049,"has_fulltext":false,"cited_by_count":129,"citation_normalized_percentile":{"value":0.96188609,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"17","issue":"11","first_page":"2488","last_page":"2488"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9991999864578247,"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":0.9991999864578247,"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":0.9894000291824341,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9882000088691711,"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/multispectral-image","display_name":"Multispectral image","score":0.8907309770584106},{"id":"https://openalex.org/keywords/vine","display_name":"Vine","score":0.7807023525238037},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5570218563079834},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.5176277756690979},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4548538029193878},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43832048773765564},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.37522321939468384},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36623039841651917},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.24158740043640137},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09602928161621094}],"concepts":[{"id":"https://openalex.org/C173163844","wikidata":"https://www.wikidata.org/wiki/Q1761440","display_name":"Multispectral image","level":2,"score":0.8907309770584106},{"id":"https://openalex.org/C2781214258","wikidata":"https://www.wikidata.org/wiki/Q917284","display_name":"Vine","level":2,"score":0.7807023525238037},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5570218563079834},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.5176277756690979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4548538029193878},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43832048773765564},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.37522321939468384},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36623039841651917},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.24158740043640137},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09602928161621094},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/s17112488","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s17112488","pdf_url":"https://www.mdpi.com/1424-8220/17/11/2488/pdf?version=1509362160","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},{"id":"pmid:29084169","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/29084169","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:jupiter.its.unimelb.edu.au:11343/245986","is_oa":true,"landing_page_url":"http://hdl.handle.net/11343/245986","pdf_url":"http://hdl.handle.net/11343/245986","source":{"id":"https://openalex.org/S4377196259","display_name":"Minerva Access (University of Melbourne)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I165779595","host_organization_name":"The University of Melbourne","host_organization_lineage":["https://openalex.org/I165779595"],"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":"Journal Article"},{"id":"pmh:oai:doaj.org/article:312da91adc27410bb1c2860539539203","is_oa":true,"landing_page_url":"https://doaj.org/article/312da91adc27410bb1c2860539539203","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":"Sensors, Vol 17, Iss 11, p 2488 (2017)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:4633904","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/5713508","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"Text"},{"id":"pmh:oai:mdpi.com:/1424-8220/17/11/2488/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s17112488","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":"Sensors; Volume 17; Issue 11; Pages: 2488","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s17112488","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s17112488","pdf_url":"https://www.mdpi.com/1424-8220/17/11/2488/pdf?version=1509362160","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"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":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/6","display_name":"Clean water and sanitation","score":0.8700000047683716}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2766295554.pdf"},"referenced_works_count":94,"referenced_works":["https://openalex.org/W1132038451","https://openalex.org/W1516502116","https://openalex.org/W1529920312","https://openalex.org/W1586335931","https://openalex.org/W1824582958","https://openalex.org/W1871264645","https://openalex.org/W1889206511","https://openalex.org/W1963541652","https://openalex.org/W1967395374","https://openalex.org/W1968896562","https://openalex.org/W1972793421","https://openalex.org/W1975442588","https://openalex.org/W1976759119","https://openalex.org/W1980298608","https://openalex.org/W1986786848","https://openalex.org/W1987557628","https://openalex.org/W1993417862","https://openalex.org/W1998842586","https://openalex.org/W1998943389","https://openalex.org/W2002190523","https://openalex.org/W2002320280","https://openalex.org/W2005125125","https://openalex.org/W2006259528","https://openalex.org/W2007146840","https://openalex.org/W2011833757","https://openalex.org/W2017717118","https://openalex.org/W2018334443","https://openalex.org/W2019088823","https://openalex.org/W2021765748","https://openalex.org/W2025757188","https://openalex.org/W2030233869","https://openalex.org/W2031292142","https://openalex.org/W2032188979","https://openalex.org/W2033245860","https://openalex.org/W2037856292","https://openalex.org/W2042551070","https://openalex.org/W2044252996","https://openalex.org/W2049957303","https://openalex.org/W2051112824","https://openalex.org/W2051680981","https://openalex.org/W2052700773","https://openalex.org/W2055963101","https://openalex.org/W2062982970","https://openalex.org/W2064417027","https://openalex.org/W2067539594","https://openalex.org/W2076515759","https://openalex.org/W2079541639","https://openalex.org/W2084678032","https://openalex.org/W2085940928","https://openalex.org/W2088699921","https://openalex.org/W2091517267","https://openalex.org/W2097695383","https://openalex.org/W2097989534","https://openalex.org/W2107918911","https://openalex.org/W2110511975","https://openalex.org/W2112740731","https://openalex.org/W2121394390","https://openalex.org/W2130766301","https://openalex.org/W2133125644","https://openalex.org/W2139034598","https://openalex.org/W2139294397","https://openalex.org/W2140553384","https://openalex.org/W2143392008","https://openalex.org/W2150853404","https://openalex.org/W2152208835","https://openalex.org/W2155622525","https://openalex.org/W2158695073","https://openalex.org/W2163004831","https://openalex.org/W2163410149","https://openalex.org/W2175132760","https://openalex.org/W2176673053","https://openalex.org/W2183783679","https://openalex.org/W2191811136","https://openalex.org/W2207324899","https://openalex.org/W2221225501","https://openalex.org/W2237946102","https://openalex.org/W2303532544","https://openalex.org/W2314684259","https://openalex.org/W2505248794","https://openalex.org/W2515492367","https://openalex.org/W2528379650","https://openalex.org/W2558987250","https://openalex.org/W2560006913","https://openalex.org/W2560482956","https://openalex.org/W2590141488","https://openalex.org/W2615412239","https://openalex.org/W2735868225","https://openalex.org/W2738775621","https://openalex.org/W2744957585","https://openalex.org/W2766390436","https://openalex.org/W4388297464","https://openalex.org/W4388474877","https://openalex.org/W6639258275","https://openalex.org/W6674842964"],"related_works":["https://openalex.org/W621131920","https://openalex.org/W2364991505","https://openalex.org/W2370449540","https://openalex.org/W2372885251","https://openalex.org/W4318664220","https://openalex.org/W2363458964","https://openalex.org/W2351981332","https://openalex.org/W1480946468","https://openalex.org/W2771047279","https://openalex.org/W4388409104"],"abstract_inverted_index":{"Water":[0],"stress,":[1],"which":[2],"affects":[3],"yield":[4],"and":[5,28,139,163,193,208,217],"wine":[6],"quality,":[7],"is":[8,21,52],"often":[9],"evaluated":[10],"using":[11],"the":[12,33,56,116,148,153,157,170,200,203,205],"midday":[13],"stem":[14],"water":[15,37,60,87,95],"potential":[16],"(\u03a8stem).":[17],"However,":[18],"this":[19,100],"measurement":[20],"acquired":[22],"on":[23,47],"a":[24,63,121,177],"per":[25],"plant":[26,86],"basis":[27],"does":[29],"not":[30,83,92],"account":[31],"for":[32,152],"assessment":[34],"of":[35,43,58,99,120,132,142,182,190,197,202],"vine":[36,59],"status":[38,88],"spatial":[39,118],"variability.":[40],"The":[41,97,130],"use":[42,77],"multispectral":[44,73,112],"cameras":[45],"mounted":[46],"unmanned":[48],"aerial":[49],"vehicle":[50],"(UAV)":[51],"capable":[53],"to":[54,94,103,114],"capture":[55],"variability":[57,119],"stress":[61],"in":[62,125],"whole":[64],"field":[65],"scenario.":[66],"It":[67],"has":[68],"been":[69],"reported":[70],"that":[71,76,155,169],"conventional":[72],"indices":[74],"(CMI)":[75],"information":[78],"between":[79,136,145,212],"500\u2013800":[80],"nm,":[81],"do":[82],"accurately":[84],"predict":[85,115],"since":[89],"they":[90],"are":[91],"sensitive":[93],"content.":[96],"objective":[98],"study":[101],"was":[102],"develop":[104],"artificial":[105],"neural":[106],"network":[107],"(ANN)":[108],"models":[109],"derived":[110],"from":[111],"images":[113],"\u03a8stem":[117,143,175],"drip-irrigated":[122],"Carm\u00e9n\u00e8re":[123],"vineyard":[124],"Talca,":[126],"Maule":[127],"Region,":[128],"Chile.":[129],"coefficient":[131],"determination":[133],"(R2)":[134],"obtained":[135],"ANN":[137,171],"outputs":[138],"ground-truth":[140],"measurements":[141],"were":[144,211],"0.56\u20130.87,":[146],"with":[147,176],"best":[149],"performance":[150],"observed":[151],"model":[154,172],"included":[156],"bands":[158],"550,":[159],"570,":[160],"670,":[161],"700":[162],"800":[164],"nm.":[165],"Validation":[166],"analysis":[167],"indicated":[168],"could":[173],"estimate":[174],"mean":[178,186],"absolute":[179],"error":[180,188,195],"(MAE)":[181],"0.1":[183],"MPa,":[184,192,214],"root":[185],"square":[187],"(RMSE)":[189],"0.12":[191],"relative":[194],"(RE)":[196],"\u22129.1%.":[198],"For":[199],"validation":[201],"CMI,":[204],"MAE,":[206],"RMSE":[207],"RE":[209],"values":[210],"0.26\u20130.27":[213],"0.32\u20130.34":[215],"MPa":[216],"\u221224.2\u201325.6%,":[218],"respectively.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":19},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":42},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":11},{"year":2019,"cited_by_count":9},{"year":2018,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
