{"id":"https://openalex.org/W4403318403","doi":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","title":"SOIL MOISTURE OF CORN CROPS IN A CONSERVATION AGRICULTURE SYSTEMS CAN BE ESTIMATED WITH RGB AND INFRARED IMAGES","display_name":"SOIL MOISTURE OF CORN CROPS IN A CONSERVATION AGRICULTURE SYSTEMS CAN BE ESTIMATED WITH RGB AND INFRARED IMAGES","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403318403","doi":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024"},"language":"en","primary_location":{"id":"doi:10.1590/1809-4430-eng.agric.v44e20240027/2024","doi":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","is_oa":true,"landing_page_url":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","pdf_url":null,"source":{"id":"https://openalex.org/S170413080","display_name":"Engenharia Agr\u00edcola","issn_l":"0100-6916","issn":["0100-6916","1808-4389","1809-4430"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","erih-plus","norway-1","oarl","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312541","host_organization_name":"Sociedade Brasileira de Engenharia Agr\u00edcola","host_organization_lineage":["https://openalex.org/P4310312541"],"host_organization_lineage_names":["Sociedade Brasileira de Engenharia Agr\u00edcola"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engenharia Agr\u00edcola","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083270062","display_name":"Francisco Marcelo Lara-Viveros","orcid":"https://orcid.org/0000-0001-5361-5445","observed_orcids":["https://orcid.org/0000-0001-5361-5445"]},"institutions":[{"id":"https://openalex.org/I4405269410","display_name":"Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada","ror":"https://ror.org/042tbpc82","country_code":"MX","type":"facility","lineage":["https://openalex.org/I4405269410"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Francisco-Marcelo Lara-Viveros","raw_affiliation_strings":["Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada,  M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada,  M\u00e9xico","institution_ids":["https://openalex.org/I4405269410"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026011022","display_name":"Nadia Landero-Valenzuela","orcid":"https://orcid.org/0000-0002-4793-755X","observed_orcids":["https://orcid.org/0000-0002-4793-755X"]},"institutions":[{"id":"https://openalex.org/I70546738","display_name":"Universidad Aut\u00f3noma Agraria Antonio Narro","ror":"https://ror.org/00ads0y69","country_code":"MX","type":"education","lineage":["https://openalex.org/I70546738"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Nadia Landero-Valenzuela","raw_affiliation_strings":["Universidad Aut\u00f3noma Agraria Antonio Narro,  M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Aut\u00f3noma Agraria Antonio Narro,  M\u00e9xico","institution_ids":["https://openalex.org/I70546738"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081622859","display_name":"Graciano Javier Aguado-Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-8454-064X","observed_orcids":["https://orcid.org/0000-0002-8454-064X"]},"institutions":[{"id":"https://openalex.org/I4210097172","display_name":"Colegio de Postgraduados","ror":"https://ror.org/00qfnf017","country_code":"MX","type":"education","lineage":["https://openalex.org/I4210097172"]},{"id":"https://openalex.org/I4210163111","display_name":"Secretar\u00eda de Ciencia, Humanidades, Tecnolog\u00eda e Innovaci\u00f3n","ror":"https://ror.org/059ex5q34","country_code":"MX","type":"government","lineage":["https://openalex.org/I4210163111"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Graciano-Javier Aguado-Rodr\u00edguez","raw_affiliation_strings":["Colegio de Postgraduados-CONAHCYT,  M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Colegio de Postgraduados-CONAHCYT,  M\u00e9xico","institution_ids":["https://openalex.org/I4210097172","https://openalex.org/I4210163111"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027500580","display_name":"Brenda Ponce Lira","orcid":"https://orcid.org/0000-0002-4326-6242","observed_orcids":["https://orcid.org/0000-0002-4326-6242"]},"institutions":[{"id":"https://openalex.org/I4403386729","display_name":"Universidad Polit\u00e9cnica de Francisco I. Madero","ror":"https://ror.org/05cjf4t29","country_code":"MX","type":"education","lineage":["https://openalex.org/I4403386729"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Brenda Ponce-Lira","raw_affiliation_strings":["Universidad Polit\u00e9cnica de Francisco I. Madero,  M\u00e9xico"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Universidad Polit\u00e9cnica de Francisco I. Madero,  M\u00e9xico","institution_ids":["https://openalex.org/I4403386729"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5028722001","display_name":"Audberto Reyes-Rosas","orcid":"https://orcid.org/0009-0003-4474-970X","observed_orcids":["https://orcid.org/0009-0003-4474-970X"]},"institutions":[{"id":"https://openalex.org/I4405269410","display_name":"Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada","ror":"https://ror.org/042tbpc82","country_code":"MX","type":"facility","lineage":["https://openalex.org/I4405269410"]}],"countries":["MX"],"is_corresponding":false,"raw_author_name":"Audberto Reyes-Rosas","raw_affiliation_strings":["Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada,  M\u00e9xico"],"raw_orcid":"https://orcid.org/0009-0003-4474-970X","affiliations":[{"raw_affiliation_string":"Centro de Investigaci\u00f3n en Qu\u00edmica Aplicada,  M\u00e9xico","institution_ids":["https://openalex.org/I4405269410"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":500,"currency":"BRL","value_usd":95},"apc_paid":{"value":500,"currency":"BRL","value_usd":95},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"44","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.7583000063896179,"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":0.7583000063896179,"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/T11312","display_name":"Soil Moisture and Remote Sensing","score":0.10360000282526016,"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/T10616","display_name":"Smart Agriculture and AI","score":0.055399999022483826,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"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/soil-moisture-retrieval","display_name":"soil moisture retrieval","score":0.9919999837875366},{"id":"https://openalex.org/keywords/maize","display_name":"maize","score":0.9620000123977661},{"id":"https://openalex.org/keywords/conservation-agriculture","display_name":"conservation agriculture","score":0.9800000190734863},{"id":"https://openalex.org/keywords/unmanned-aerial-vehicles","display_name":"unmanned aerial vehicles","score":0.6930000185966492},{"id":"https://openalex.org/keywords/uav-imagery","display_name":"UAV imagery","score":0.7599999904632568},{"id":"https://openalex.org/keywords/rgb-images","display_name":"RGB images","score":0.8230000138282776},{"id":"https://openalex.org/keywords/infrared-imagery","display_name":"infrared images","score":0.7289999723434448},{"id":"https://openalex.org/keywords/water-use-efficiency","display_name":"water use efficiency","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.5313599109649658},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5247461795806885},{"id":"https://openalex.org/C82990744","wikidata":"https://www.wikidata.org/wiki/Q166194","display_name":"RGB color model","level":2,"score":0.4997706413269043},{"id":"https://openalex.org/C176864760","wikidata":"https://www.wikidata.org/wiki/Q217651","display_name":"Moisture","level":2,"score":0.49032071232795715},{"id":"https://openalex.org/C158355884","wikidata":"https://www.wikidata.org/wiki/Q11388","display_name":"Infrared","level":2,"score":0.4826946258544922},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.46181073784828186},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.4433104395866394},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.44255509972572327},{"id":"https://openalex.org/C24939127","wikidata":"https://www.wikidata.org/wiki/Q373499","display_name":"Water content","level":2,"score":0.4343743622303009},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.40158742666244507},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.2342846691608429},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.20441514253616333},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13581562042236328},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.11556434631347656},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.10655948519706726},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.06414914131164551},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05858078598976135},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.052111029624938965},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1590/1809-4430-eng.agric.v44e20240027/2024","doi":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","is_oa":true,"landing_page_url":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","pdf_url":null,"source":{"id":"https://openalex.org/S170413080","display_name":"Engenharia Agr\u00edcola","issn_l":"0100-6916","issn":["0100-6916","1808-4389","1809-4430"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","erih-plus","norway-1","oarl","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312541","host_organization_name":"Sociedade Brasileira de Engenharia Agr\u00edcola","host_organization_lineage":["https://openalex.org/P4310312541"],"host_organization_lineage_names":["Sociedade Brasileira de Engenharia Agr\u00edcola"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engenharia Agr\u00edcola","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:b37890dd7cce4c6785241faccb8a89b8","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/b37890dd7cce4c6785241faccb8a89b8","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,"listed_in":[],"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":"Engenharia Agr\u00edcola, Vol 44 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1590/1809-4430-eng.agric.v44e20240027/2024","doi":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","is_oa":true,"landing_page_url":"https://doi.org/10.1590/1809-4430-eng.agric.v44e20240027/2024","pdf_url":null,"source":{"id":"https://openalex.org/S170413080","display_name":"Engenharia Agr\u00edcola","issn_l":"0100-6916","issn":["0100-6916","1808-4389","1809-4430"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","dongbi-c","erih-plus","norway-1","oarl","poland-40","russia-white-list-2","scielo"],"host_organization":"https://openalex.org/P4310312541","host_organization_name":"Sociedade Brasileira de Engenharia Agr\u00edcola","host_organization_lineage":["https://openalex.org/P4310312541"],"host_organization_lineage_names":["Sociedade Brasileira de Engenharia Agr\u00edcola"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Engenharia Agr\u00edcola","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2024422145","https://openalex.org/W2164765928","https://openalex.org/W2500442896","https://openalex.org/W2508161609","https://openalex.org/W2614563231","https://openalex.org/W2731518524","https://openalex.org/W2791209575","https://openalex.org/W2794727219","https://openalex.org/W2883113516","https://openalex.org/W2943970415","https://openalex.org/W3024179220","https://openalex.org/W3096488016","https://openalex.org/W3112929969","https://openalex.org/W3127745513","https://openalex.org/W3171669011","https://openalex.org/W3197188946","https://openalex.org/W4210531035","https://openalex.org/W4386090956","https://openalex.org/W4399438375","https://openalex.org/W4399573932"],"related_works":["https://openalex.org/W2902575191","https://openalex.org/W6940764131","https://openalex.org/W4405367364","https://openalex.org/W2024955878","https://openalex.org/W2562530017","https://openalex.org/W3131924091","https://openalex.org/W4406909143","https://openalex.org/W4321842949","https://openalex.org/W6904011289","https://openalex.org/W4400487353"],"abstract_inverted_index":{"ABSTRACT":[0],"Agriculture":[1],"consumes":[2],"the":[3,10,29,49,70,117,136,153],"largest":[4],"amount":[5],"of":[6,38,84,99,106,120,138],"water":[7],"resources":[8,22],"in":[9,51,61,128,132],"world;":[11],"for":[12,23,110],"this":[13,143],"reason,":[14],"developing":[15],"technologies":[16],"aimed":[17],"at":[18,152],"efficiently":[19],"using":[20],"these":[21],"food":[24],"production":[25],"is":[26],"necessary.":[27],"In":[28],"present":[30],"work,":[31],"red-green-blue":[32],"(RGB)":[33],"and":[34,81,96,108,112],"infrared":[35],"(IR)":[36],"images":[37,55,83],"plots":[39,71],"with":[40,94,149],"corn":[41,85],"(Zea":[42],"mays":[43],"L.)":[44],"were":[45,56],"used":[46,89],"to":[47,90,130,141],"estimate":[48,91,142],"changes":[50,131],"soil":[52,92,133],"moisture.":[53],"These":[54],"obtained":[57],"by":[58,125],"cameras":[59],"installed":[60],"an":[62],"unmanned":[63],"aerial":[64],"vehicle":[65],"(drone),":[66],"which":[67],"flew":[68],"over":[69],"on":[72],"different":[73,126],"dates.":[74],"The":[75],"results":[76],"showed":[77],"that":[78],"both":[79],"RGB":[80,111],"IR":[82,113],"plants":[86,121],"can":[87,122],"be":[88,123,147],"moisture":[93],"minimum":[95],"acceptable":[97],"levels":[98],"root":[100],"mean":[101],"square":[102],"error":[103],"(with":[104],"RMSEs":[105],"1.02":[107],"1.58":[109],"images,":[114],"respectively);":[115],"however,":[116],"optical":[118],"response":[119],"altered":[124],"factors":[127],"addition":[129],"moisture;":[134],"thus,":[135],"training":[137],"mathematical":[139],"models":[140],"variable":[144],"should":[145],"preferably":[146],"performed":[148],"validation":[150],"data":[151],"plot":[154],"level.":[155]},"counts_by_year":[],"updated_date":"2026-10-27T15:51:10.671819","created_date":"2024-10-11T00:00:00"}
