{"id":"https://openalex.org/W4224955530","doi":"https://doi.org/10.3390/rs14030638","title":"A Review of the Challenges of Using Deep Learning Algorithms to Support Decision-Making in Agricultural Activities","display_name":"A Review of the Challenges of Using Deep Learning Algorithms to Support Decision-Making in Agricultural Activities","publication_year":2022,"publication_date":"2022-01-28","ids":{"openalex":"https://openalex.org/W4224955530","doi":"https://doi.org/10.3390/rs14030638"},"language":"en","primary_location":{"id":"doi:10.3390/rs14030638","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14030638","pdf_url":"https://www.mdpi.com/2072-4292/14/3/638/pdf?version=1644317191","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":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/14/3/638/pdf?version=1644317191","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5028642208","display_name":"Khadijeh Alibabaei","orcid":"https://orcid.org/0000-0002-2319-8211"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Khadijeh Alibabaei","raw_affiliation_strings":["C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal"],"affiliations":[{"raw_affiliation_string":"C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]},{"raw_affiliation_string":"Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087121439","display_name":"Pedro Dinis Gaspar","orcid":"https://orcid.org/0000-0003-1691-1709"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Pedro D. Gaspar","raw_affiliation_strings":["C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal"],"affiliations":[{"raw_affiliation_string":"C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]},{"raw_affiliation_string":"Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040045935","display_name":"T\u00e2nia M. Lima","orcid":"https://orcid.org/0000-0002-7540-3854"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"T\u00e2nia M. Lima","raw_affiliation_strings":["C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal"],"affiliations":[{"raw_affiliation_string":"C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]},{"raw_affiliation_string":"Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068581564","display_name":"Rebeca M. Campos","orcid":"https://orcid.org/0000-0003-0672-4408"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Rebeca M. Campos","raw_affiliation_strings":["Linking Landscape, Environment, Agriculture and Food (LEAF), Instituto Superior de Agronomia, Universidade de Lisboa, 1349-017 Lisboa, Portugal"],"affiliations":[{"raw_affiliation_string":"Linking Landscape, Environment, Agriculture and Food (LEAF), Instituto Superior de Agronomia, Universidade de Lisboa, 1349-017 Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081028299","display_name":"In\u00eas Gir\u00e3o","orcid":"https://orcid.org/0000-0001-7201-0548"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"In\u00eas Gir\u00e3o","raw_affiliation_strings":["Center of Geographical Studies, Institute of Geography and Spatial Planning, University of Lisbon, 1600-276 Lisboa, Portugal"],"affiliations":[{"raw_affiliation_string":"Center of Geographical Studies, Institute of Geography and Spatial Planning, University of Lisbon, 1600-276 Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020511604","display_name":"Jorge B. Monteiro","orcid":"https://orcid.org/0000-0003-0392-1246"},"institutions":[{"id":"https://openalex.org/I161321875","display_name":"University of Beira Interior","ror":"https://ror.org/03nf36p02","country_code":"PT","type":"education","lineage":["https://openalex.org/I161321875"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Jorge Monteiro","raw_affiliation_strings":["C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal","SpaceWay, R. Pedro Nunes, 3030-199 Coimbra, Portugal"],"affiliations":[{"raw_affiliation_string":"C-MAST Center for Mechanical and Aerospace Science and Technologies, University of Beira Interior, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]},{"raw_affiliation_string":"Department of Electromechanical Engineering, University of Beira Interior, Rua Marqu\u00eas d\u2019\u00c1vila e Bolama, 6201-001 Covilh\u00e3, Portugal","institution_ids":["https://openalex.org/I161321875"]},{"raw_affiliation_string":"SpaceWay, R. Pedro Nunes, 3030-199 Coimbra, Portugal","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045475752","display_name":"Carlos M. Lopes","orcid":"https://orcid.org/0000-0003-2456-1200"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":false,"raw_author_name":"Carlos M. Lopes","raw_affiliation_strings":["Linking Landscape, Environment, Agriculture and Food (LEAF), Instituto Superior de Agronomia, Universidade de Lisboa, 1349-017 Lisboa, Portugal"],"affiliations":[{"raw_affiliation_string":"Linking Landscape, Environment, Agriculture and Food (LEAF), Instituto Superior de Agronomia, Universidade de Lisboa, 1349-017 Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5087121439"],"corresponding_institution_ids":["https://openalex.org/I161321875"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":17.4755,"has_fulltext":true,"cited_by_count":86,"citation_normalized_percentile":{"value":0.99403908,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"14","issue":"3","first_page":"638","last_page":"638"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.965399980545044,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9628999829292297,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7825421094894409},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6859272718429565},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6745307445526123},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5995242595672607},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5800015330314636},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5544970631599426},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.47699859738349915},{"id":"https://openalex.org/keywords/incentive","display_name":"Incentive","score":0.4321495294570923},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.40563565492630005},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.09767282009124756}],"concepts":[{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7825421094894409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6859272718429565},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6745307445526123},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5995242595672607},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5800015330314636},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5544970631599426},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.47699859738349915},{"id":"https://openalex.org/C29122968","wikidata":"https://www.wikidata.org/wiki/Q1414816","display_name":"Incentive","level":2,"score":0.4321495294570923},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.40563565492630005},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09767282009124756},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3390/rs14030638","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14030638","pdf_url":"https://www.mdpi.com/2072-4292/14/3/638/pdf?version=1644317191","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:repositorio.ulisboa.pt:10400.5/23504","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.5/23504","pdf_url":null,"source":{"id":"https://openalex.org/S4306401074","display_name":"Reposit\u00f3rio da Universidade de Lisboa (University of Lisbon)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I141596103","host_organization_name":"University of Lisbon","host_organization_lineage":["https://openalex.org/I141596103"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:865cfa7a61ed490b8fe4dca53c2ab707","is_oa":true,"landing_page_url":"https://doaj.org/article/865cfa7a61ed490b8fe4dca53c2ab707","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 14, Iss 3, p 638 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/3/638/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14030638","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 14; Issue 3; Pages: 638","raw_type":"Text"},{"id":"pmh:oai:repositorio.ul.pt:10451/53239","is_oa":true,"landing_page_url":"http://hdl.handle.net/10451/53239","pdf_url":null,"source":{"id":"https://openalex.org/S4306402433","display_name":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"journal article"},{"id":"pmh:oai:ubibliorum.ubi.pt:10400.6/12116","is_oa":true,"landing_page_url":"http://hdl.handle.net/10400.6/12116","pdf_url":null,"source":{"id":"https://openalex.org/S4306400911","display_name":"UBibliorum repositorio digital da ubi (University of Beira Interior)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I161321875","host_organization_name":"University of Beira Interior","host_organization_lineage":["https://openalex.org/I161321875"],"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/rs14030638","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14030638","pdf_url":"https://www.mdpi.com/2072-4292/14/3/638/pdf?version=1644317191","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":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.5899999737739563}],"awards":[{"id":"https://openalex.org/G1330804717","display_name":null,"funder_award_id":"UIDB/00151/2020 (C-MAST)","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G168538887","display_name":null,"funder_award_id":"Portugal","funder_id":"https://openalex.org/F4320323642","funder_display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior"},{"id":"https://openalex.org/G1886981331","display_name":null,"funder_award_id":"project UID","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G2772043866","display_name":null,"funder_award_id":"UIDB/00151/2020","funder_id":"https://openalex.org/F4320334581","funder_display_name":"Centre for Mechanical and Aerospace Science and Technologies, University of Beira Interior"},{"id":"https://openalex.org/G3272457656","display_name":null,"funder_award_id":"UIDB/","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G5136112958","display_name":null,"funder_award_id":"UIDB/00151/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G769346256","display_name":null,"funder_award_id":"financial support","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"},{"id":"https://openalex.org/G943999617","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320310002","display_name":"Universidade da Beira Interior","ror":"https://ror.org/03nf36p02"},{"id":"https://openalex.org/F4320323642","display_name":"Minist\u00e9rio da Ci\u00eancia, Tecnologia e Ensino Superior","ror":"https://ror.org/045b9pr88"},{"id":"https://openalex.org/F4320334581","display_name":"Centre for Mechanical and Aerospace Science and Technologies, University of Beira Interior","ror":null},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4224955530.pdf","grobid_xml":"https://content.openalex.org/works/W4224955530.grobid-xml"},"referenced_works_count":108,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1485009520","https://openalex.org/W1536680647","https://openalex.org/W1903029394","https://openalex.org/W1985835389","https://openalex.org/W2057469618","https://openalex.org/W2064675550","https://openalex.org/W2097117768","https://openalex.org/W2102605133","https://openalex.org/W2104048398","https://openalex.org/W2165698076","https://openalex.org/W2193145675","https://openalex.org/W2194775991","https://openalex.org/W2371286447","https://openalex.org/W2480497405","https://openalex.org/W2543665758","https://openalex.org/W2565861920","https://openalex.org/W2570343428","https://openalex.org/W2579348194","https://openalex.org/W2586062600","https://openalex.org/W2611227133","https://openalex.org/W2614850301","https://openalex.org/W2616728375","https://openalex.org/W2618530766","https://openalex.org/W2620779710","https://openalex.org/W2735962203","https://openalex.org/W2739413041","https://openalex.org/W2765215743","https://openalex.org/W2767767563","https://openalex.org/W2776705292","https://openalex.org/W2786038065","https://openalex.org/W2787334870","https://openalex.org/W2789255992","https://openalex.org/W2802436364","https://openalex.org/W2805267014","https://openalex.org/W2805772477","https://openalex.org/W2807012830","https://openalex.org/W2807039230","https://openalex.org/W2884851420","https://openalex.org/W2885770726","https://openalex.org/W2887657789","https://openalex.org/W2887902433","https://openalex.org/W2894261222","https://openalex.org/W2895994027","https://openalex.org/W2898424076","https://openalex.org/W2901988499","https://openalex.org/W2902487926","https://openalex.org/W2903493363","https://openalex.org/W2909494862","https://openalex.org/W2910096450","https://openalex.org/W2914030303","https://openalex.org/W2920621226","https://openalex.org/W2921277556","https://openalex.org/W2922355292","https://openalex.org/W2923504698","https://openalex.org/W2943930927","https://openalex.org/W2944599236","https://openalex.org/W2946332037","https://openalex.org/W2947411064","https://openalex.org/W2962782553","https://openalex.org/W2962953743","https://openalex.org/W2963150697","https://openalex.org/W2963523428","https://openalex.org/W2963881378","https://openalex.org/W2969841436","https://openalex.org/W2971198903","https://openalex.org/W2982083293","https://openalex.org/W2987984071","https://openalex.org/W2989613844","https://openalex.org/W2990854163","https://openalex.org/W2995187556","https://openalex.org/W2998223435","https://openalex.org/W3004977026","https://openalex.org/W3008390225","https://openalex.org/W3011638763","https://openalex.org/W3022554249","https://openalex.org/W3026388681","https://openalex.org/W3031298434","https://openalex.org/W3035829231","https://openalex.org/W3042800119","https://openalex.org/W3047250172","https://openalex.org/W3086844398","https://openalex.org/W3088154325","https://openalex.org/W3088481470","https://openalex.org/W3095317640","https://openalex.org/W3100931193","https://openalex.org/W3102214643","https://openalex.org/W3103385532","https://openalex.org/W3104839310","https://openalex.org/W3106250896","https://openalex.org/W3110097292","https://openalex.org/W3119027282","https://openalex.org/W3127426233","https://openalex.org/W3135473476","https://openalex.org/W3164419424","https://openalex.org/W3165908689","https://openalex.org/W3172953314","https://openalex.org/W3174385379","https://openalex.org/W3195895695","https://openalex.org/W3200771760","https://openalex.org/W3202272562","https://openalex.org/W3202964170","https://openalex.org/W3209915885","https://openalex.org/W4205711541","https://openalex.org/W4206426121","https://openalex.org/W4236876623","https://openalex.org/W4240805545","https://openalex.org/W6644577497"],"related_works":["https://openalex.org/W2367468089","https://openalex.org/W2358591856","https://openalex.org/W2098133976","https://openalex.org/W2347416728","https://openalex.org/W2468219149","https://openalex.org/W2974100988","https://openalex.org/W2215702767","https://openalex.org/W4388137405","https://openalex.org/W1986097177","https://openalex.org/W4380075502"],"abstract_inverted_index":{"Deep":[0],"Learning":[1],"has":[2,20,57],"been":[3,21,160],"successfully":[4,133],"applied":[5,161],"to":[6,24,52,70,108,162],"image":[7],"recognition,":[8,10],"speech":[9],"and":[11,91,132,164,168,197,204],"natural":[12],"language":[13],"processing":[14],"in":[15,27,43,102,117,141,152,175,179,193,211,220],"recent":[16,149],"years.":[17],"Therefore,":[18],"there":[19,66],"an":[22],"incentive":[23],"apply":[25],"it":[26,56,106],"other":[28,92,143],"fields":[29,42],"as":[30,55,79,112],"well.":[31],"The":[32,94,177],"field":[33,154],"of":[34,38,47,97,155,195],"agriculture":[35],"is":[36,67],"one":[37],"the":[39,45,153,205],"most":[40,142],"important":[41],"which":[44,128],"application":[46],"deep":[48,73,110,156,172,189],"learning":[49,74,111,157,173],"still":[50],"needs":[51],"be":[53,77,202,208],"explored,":[54],"a":[58,68,80,113],"direct":[59],"impact":[60],"on":[61],"human":[62],"well-being.":[63],"In":[64,120],"particular,":[65],"need":[69],"explore":[71],"how":[72],"models":[75,206],"can":[76,201,207],"used":[78],"tool":[81],"for":[82,115,217],"optimal":[83],"planting,":[84],"land":[85],"use,":[86],"yield":[87],"improvement,":[88],"production/disease/pest":[89],"control,":[90],"activities.":[93],"vast":[95],"amount":[96],"data":[98],"received":[99],"from":[100,188],"sensors":[101],"smart":[103],"farms":[104],"makes":[105,129],"possible":[107],"use":[109],"model":[114],"decision-making":[116],"this":[118,180,221],"field.":[119],"agriculture,":[121,163],"no":[122],"two":[123],"environments":[124],"are":[125,223],"exactly":[126],"alike,":[127],"testing,":[130],"validating,":[131],"implementing":[134],"such":[135],"technologies":[136],"much":[137],"more":[138],"complex":[139],"than":[140],"industries.":[144],"This":[145],"paper":[146,181],"reviews":[147],"some":[148,166,215],"scientific":[150],"developments":[151],"that":[158,183],"have":[159],"highlights":[165],"challenges":[167],"potential":[169],"solutions":[170],"using":[171],"algorithms":[174],"agriculture.":[176],"results":[178],"indicate":[182],"by":[184],"employing":[185],"new":[186],"methods":[187],"learning,":[190],"higher":[191],"performance":[192],"terms":[194],"accuracy":[196],"lower":[198],"inference":[199],"time":[200],"achieved,":[203],"made":[209],"useful":[210],"real-world":[212],"applications.":[213],"Finally,":[214],"opportunities":[216],"future":[218],"research":[219],"area":[222],"suggested.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":31},{"year":2024,"cited_by_count":28},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":13}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}