{"id":"https://openalex.org/W7223845741","doi":"https://doi.org/10.51599/are.2026.12.03.07","title":"Artificial intelligence (AI) in precision agriculture and resource efficiency: a bibliometric and natural language processing analysis","display_name":"Artificial intelligence (AI) in precision agriculture and resource efficiency: a bibliometric and natural language processing analysis","publication_year":2026,"publication_date":"2026-09-20","ids":{"openalex":"https://openalex.org/W7223845741","doi":"https://doi.org/10.51599/are.2026.12.03.07"},"language":"en","primary_location":{"id":"doi:10.51599/are.2026.12.03.07","doi":"https://doi.org/10.51599/are.2026.12.03.07","is_oa":true,"landing_page_url":"https://doi.org/10.51599/are.2026.12.03.07","pdf_url":"https://are-journal.com/are/article/download/1057/556","source":{"id":"https://openalex.org/S4210216073","display_name":"Agricultural and Resource Economics International Scientific E-Journal","issn_l":"2414-584X","issn":["2414-584X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","poland-20","russia-white-list-2"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agricultural and Resource Economics: International Scientific E-Journal","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","datacite","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://are-journal.com/are/article/download/1057/556","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092281417","display_name":"\u0412\u0456\u0442\u0430\u043b\u0456\u0439 \u041e\u0440\u043b\u043e\u0432","orcid":"https://orcid.org/0000-0003-3521-8790","observed_orcids":["https://orcid.org/0000-0003-3521-8790"]},"institutions":[{"id":"https://openalex.org/I4210087072","display_name":"National Academy of Agrarian Sciences of Ukraine","ror":"https://ror.org/001040111","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210087072"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Vitalii Orlov","raw_affiliation_strings":["Yuriev Plant Production Institute of the National Academy of Agrarian Sciences of Ukraine"],"raw_orcid":"https://orcid.org/0000-0003-3521-8790","affiliations":[{"raw_affiliation_string":"Yuriev Plant Production Institute of the National Academy of Agrarian Sciences of Ukraine","institution_ids":["https://openalex.org/I4210087072"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062878134","display_name":"Anush Balian","orcid":"https://orcid.org/0000-0003-2190-2022","observed_orcids":["https://orcid.org/0000-0003-2190-2022"]},"institutions":[{"id":"https://openalex.org/I4405263102","display_name":"Institute of Animal Breeding and Genetics named after M. V. Zubets, National Academy of Agrarian Sciences of Ukraine","ror":"https://ror.org/02k6dnd05","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210087072","https://openalex.org/I4405263102"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Anush Balian","raw_affiliation_strings":["Institute of Animal Breeding and Genetics named after M. V. Zubets of the National Academy  of Agrarian Science of Ukraine"],"raw_orcid":"https://orcid.org/0000-0003-2190-2022","affiliations":[{"raw_affiliation_string":"Institute of Animal Breeding and Genetics named after M. V. Zubets of the National Academy  of Agrarian Science of Ukraine","institution_ids":["https://openalex.org/I4405263102"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076161313","display_name":"Wadim Strie\u0142kowski","orcid":"https://orcid.org/0000-0001-6113-3841","observed_orcids":["https://orcid.org/0000-0001-6113-3841"]},"institutions":[{"id":"https://openalex.org/I142208455","display_name":"VSB - Technical University of Ostrava","ror":"https://ror.org/05x8mcb75","country_code":"CZ","type":"education","lineage":["https://openalex.org/I142208455"]}],"countries":["CZ"],"is_corresponding":false,"raw_author_name":"Wadim Strielkowski","raw_affiliation_strings":["VSB \u2013 Technical University of Ostrava; Cambridge Institute for Advanced Studies"],"raw_orcid":"https://orcid.org/0000-0001-6113-3841","affiliations":[{"raw_affiliation_string":"VSB \u2013 Technical University of Ostrava; Cambridge Institute for Advanced Studies","institution_ids":["https://openalex.org/I142208455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037425724","display_name":"\u0412\u0430\u043b\u0435\u0440\u0456\u0439 \u0416\u0443\u043a","orcid":"https://orcid.org/0000-0003-1367-5333","observed_orcids":["https://orcid.org/0000-0003-1367-5333"]},"institutions":[{"id":"https://openalex.org/I4210087072","display_name":"National Academy of Agrarian Sciences of Ukraine","ror":"https://ror.org/001040111","country_code":"UA","type":"government","lineage":["https://openalex.org/I4210087072"]},{"id":"https://openalex.org/I4388446380","display_name":"National Scientific Centre \u201cInstitute of Agrarian Economics\u201d","ror":"https://ror.org/00v64w771","country_code":"UA","type":"government","lineage":["https://openalex.org/I4388446380"]},{"id":"https://openalex.org/I4405260530","display_name":"Institute of Accounting and Finance","ror":"https://ror.org/03wvvht30","country_code":"UA","type":"education","lineage":["https://openalex.org/I4210087072","https://openalex.org/I4405260530"]}],"countries":["UA"],"is_corresponding":false,"raw_author_name":"Valerii Zhuk","raw_affiliation_strings":["National Scientific Centre \u201cInstitute of Agrarian Economics\u201d; Institute of Accounting and Finance of the National Academy of Agrarian Sciences of Ukraine"],"raw_orcid":"https://orcid.org/0000-0003-1367-5333","affiliations":[{"raw_affiliation_string":"National Scientific Centre \u201cInstitute of Agrarian Economics\u201d; Institute of Accounting and Finance of the National Academy of Agrarian Sciences of Ukraine","institution_ids":["https://openalex.org/I4210087072","https://openalex.org/I4388446380","https://openalex.org/I4405260530"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":300,"currency":"EUR","value_usd":323},"apc_paid":{"value":300,"currency":"EUR","value_usd":323},"fwci":0.0,"has_fulltext":true,"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":"12","issue":"3","first_page":"159","last_page":"186"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9976000189781189,"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":0.9976000189781189,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.0010999999940395355,"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/T13038","display_name":"Internet of Things and AI","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/artificial-intelligence","display_name":"artificial intelligence","score":0.8840000033378601},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"precision agriculture","score":1.0},{"id":"https://openalex.org/keywords/resource-efficiency","display_name":"resource efficiency","score":0.968999981880188},{"id":"https://openalex.org/keywords/agricultural-resource-management","display_name":"agricultural resource management","score":0.5379999876022339},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.7549999952316284},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"remote sensing","score":0.9350000023841858},{"id":"https://openalex.org/keywords/unmanned-aerial-vehicles","display_name":"unmanned aerial vehicles","score":0.9150000214576721},{"id":"https://openalex.org/keywords/smart-irrigation","display_name":"smart irrigation","score":0.6290000081062317},{"id":"https://openalex.org/keywords/plant-disease-detection","display_name":"plant disease detection","score":0.7300000190734863},{"id":"https://openalex.org/keywords/decision-support-system","display_name":"decision support system","score":0.7820000052452087},{"id":"https://openalex.org/keywords/agricultural-robotics","display_name":"agricultural robotics","score":0.6589999794960022},{"id":"https://openalex.org/keywords/water-efficiency","display_name":"water efficiency","score":0.5329999923706055},{"id":"https://openalex.org/keywords/agri-food-systems","display_name":"agri-food systems","score":0.6349999904632568},{"id":"https://openalex.org/keywords/food-security","display_name":"food security","score":0.48899999260902405},{"id":"https://openalex.org/keywords/edge-computing","display_name":"edge computing","score":0.6359999775886536},{"id":"https://openalex.org/keywords/soil-moisture-sensing","display_name":"soil moisture sensing","score":0.7409999966621399},{"id":"https://openalex.org/keywords/digital-inclusion","display_name":"digital inclusion","score":0.40700000524520874},{"id":"https://openalex.org/keywords/citation-analysis","display_name":"citation analysis","score":0.4309999942779541}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7056999802589417},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.5934000015258789},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.5827999711036682},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.5630999803543091},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.4715999960899353},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.4415999948978424},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41100001335144043},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.3686000108718872},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36070001125335693},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.3569999933242798},{"id":"https://openalex.org/C75165309","wikidata":"https://www.wikidata.org/wiki/Q2258979","display_name":"Search engine indexing","level":2,"score":0.3549000024795532},{"id":"https://openalex.org/C29985473","wikidata":"https://www.wikidata.org/wiki/Q188460","display_name":"Natural resource","level":2,"score":0.35350000858306885},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.33329999446868896},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.3319999873638153},{"id":"https://openalex.org/C178315738","wikidata":"https://www.wikidata.org/wiki/Q603441","display_name":"Bibliometrics","level":2,"score":0.33079999685287476},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3305000066757202},{"id":"https://openalex.org/C54924851","wikidata":"https://www.wikidata.org/wiki/Q2751054","display_name":"Sustainable agriculture","level":3,"score":0.32429999113082886},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3174000084400177},{"id":"https://openalex.org/C41856607","wikidata":"https://www.wikidata.org/wiki/Q483130","display_name":"Geographic information system","level":2,"score":0.31119999289512634},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.29919999837875366},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.2946000099182129},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.2872999906539917},{"id":"https://openalex.org/C159620131","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Spatial analysis","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.2822999954223633},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.28189998865127563},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C2778805511","wikidata":"https://www.wikidata.org/wiki/Q1713","display_name":"Citation","level":2,"score":0.2709999978542328},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.2619999945163727},{"id":"https://openalex.org/C128383755","wikidata":"https://www.wikidata.org/wiki/Q3816336","display_name":"Agricultural productivity","level":3,"score":0.26019999384880066},{"id":"https://openalex.org/C2780609101","wikidata":"https://www.wikidata.org/wiki/Q17156588","display_name":"Resource management (computing)","level":2,"score":0.2549999952316284}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.51599/are.2026.12.03.07","doi":"https://doi.org/10.51599/are.2026.12.03.07","is_oa":true,"landing_page_url":"https://doi.org/10.51599/are.2026.12.03.07","pdf_url":"https://are-journal.com/are/article/download/1057/556","source":{"id":"https://openalex.org/S4210216073","display_name":"Agricultural and Resource Economics International Scientific E-Journal","issn_l":"2414-584X","issn":["2414-584X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","poland-20","russia-white-list-2"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agricultural and Resource Economics: International Scientific E-Journal","raw_type":"journal-article"},{"id":"pmh:oai:ageconsearch.umn.edu:415916","doi":null,"is_oa":false,"landing_page_url":"http://ageconsearch.umn.edu/record/415916","pdf_url":null,"source":{"id":"https://openalex.org/S4306401616","display_name":"AgEcon Search (University of Minnesota, USA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210120349","host_organization_name":"University of Minnesota Rochester","host_organization_lineage":["https://openalex.org/I4210120349"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://ageconsearch.umn.edu/record/415916","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:cc63fdab94024964bba37bf4b9f9661f","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/cc63fdab94024964bba37bf4b9f9661f","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Agricultural and Resource Economics, Vol 12, Iss 3, Pp 159-186 (2026)","raw_type":"article"},{"id":"doi:10.22004/ag.econ.415916","doi":"https://doi.org/10.22004/ag.econ.415916","is_oa":true,"landing_page_url":"https://doi.org/10.22004/ag.econ.415916","pdf_url":null,"source":{"id":"https://openalex.org/S4306401616","display_name":"AgEcon Search (University of Minnesota, USA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210120349","host_organization_name":"University of Minnesota Rochester","host_organization_lineage":["https://openalex.org/I4210120349"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.51599/are.2026.12.03.07","doi":"https://doi.org/10.51599/are.2026.12.03.07","is_oa":true,"landing_page_url":"https://doi.org/10.51599/are.2026.12.03.07","pdf_url":"https://are-journal.com/are/article/download/1057/556","source":{"id":"https://openalex.org/S4210216073","display_name":"Agricultural and Resource Economics International Scientific E-Journal","issn_l":"2414-584X","issn":["2414-584X"],"is_oa":true,"is_in_doaj":true,"is_core":false,"listed_in":["doaj","erih-plus","poland-20","russia-white-list-2"],"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":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Agricultural and Resource Economics: International Scientific E-Journal","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.9208999872207642,"id":"https://metadata.un.org/sdg/2"}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7223845741.pdf","grobid_xml":"https://content.openalex.org/works/W7223845741.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W2587466508","https://openalex.org/W2790979755","https://openalex.org/W2885770726","https://openalex.org/W2990162588","https://openalex.org/W3046653262","https://openalex.org/W3128972826","https://openalex.org/W3139269311","https://openalex.org/W3173271464","https://openalex.org/W3209915885","https://openalex.org/W3213590424","https://openalex.org/W3214965618","https://openalex.org/W4213119020","https://openalex.org/W4289524103","https://openalex.org/W4361222892","https://openalex.org/W4380628716","https://openalex.org/W4382797399","https://openalex.org/W4385759708","https://openalex.org/W4388870743","https://openalex.org/W4389237989","https://openalex.org/W4390614034","https://openalex.org/W4390881999","https://openalex.org/W4393146823","https://openalex.org/W4393930304","https://openalex.org/W4393950954","https://openalex.org/W4394806030","https://openalex.org/W4394897042","https://openalex.org/W4395010695","https://openalex.org/W4400414108","https://openalex.org/W4400652616","https://openalex.org/W4404138419","https://openalex.org/W4404864862","https://openalex.org/W4407082359","https://openalex.org/W4407406896","https://openalex.org/W4409972754","https://openalex.org/W4410378289","https://openalex.org/W4410580422","https://openalex.org/W4411091570","https://openalex.org/W4412892989","https://openalex.org/W4415233076","https://openalex.org/W4415614058","https://openalex.org/W4416756024","https://openalex.org/W7083427646","https://openalex.org/W7119485804","https://openalex.org/W7126018121"],"related_works":["https://openalex.org/W7171444550","https://openalex.org/W4400969905","https://openalex.org/W3161382854","https://openalex.org/W7117251203","https://openalex.org/W4391262231","https://openalex.org/W7117307446","https://openalex.org/W7220365444","https://openalex.org/W7220947191","https://openalex.org/W4407002931","https://openalex.org/W4410605607"],"abstract_inverted_index":{"Purpose.":[0],"The":[1,24,58,83,120,145,277,315],"purpose":[2],"of":[3,15,33,46,114,126,131,279],"the":[4,9,44,74,127,129,157,163,254,280,345],"study":[5,59,281],"is":[6,253],"to":[7,43,68,141,294],"map":[8],"intellectual":[10],"structure":[11],"and":[12,21,38,53,63,80,91,100,107,117,155,160,176,181,186,191,195,198,205,217,222,229,234,242,245,248,265,272,290,302,326,339,360,365],"resource-economic":[13],"implications":[14],"research":[16],"on":[17,27],"AI-enabled":[18,226,296],"precision":[19,184,297],"agriculture":[20,185,190,228,298],"resource":[22,249],"efficiency.":[23],"paper":[25],"focuses":[26],"how":[28],"AI,":[29,174,189],"machine":[30],"learning,":[31],"Internet":[32],"Things":[34],"(IoT),":[35],"remote":[36,199,232],"sensing":[37,233],"decision-support":[39,366],"systems":[40],"are":[41,268],"linked":[42],"optimisation":[45],"water,":[47,246],"land,":[48,262],"energy,":[49],"fertilisers,":[50],"pesticides,":[51],"labour":[52],"other":[54],"agricultural":[55],"resources.":[56],"Methodology.":[57],"applies":[60],"bibliometric":[61,285],"analysis":[62,84,169],"natural":[64],"language":[65],"processing":[66],"(NLP)":[67],"598":[69],"Scopus-indexed":[70],"documents":[71],"retrieved":[72],"with":[73,150],"keywords":[75],"\u201cprecision":[76],"agriculture\u201d,":[77],"\u201cartificial":[78],"intelligence\u201d":[79],"\u201cresource":[81],"efficiency\u201d.":[82],"combines":[85],"publication":[86,138],"dynamics,":[87],"citation":[88],"indicators,":[89],"source":[90],"country":[92],"patterns,":[93],"normalised":[94],"keyword":[95,98,168],"frequency,":[96],"VOSviewer":[97,167,288],"co-occurrence":[99],"text-data":[101],"maps,":[102],"term":[103],"frequency-inverse":[104],"document":[105],"frequency":[106],"non-negative":[108],"matrix":[109],"factorisation":[110],"for":[111,350],"topic":[112,210,292],"modelling":[113,211,293],"titles,":[115],"abstracts":[116],"keywords.":[118],"Results.":[119],"results":[121,346],"show":[122],"a":[123,151,300,310],"rapid":[124],"expansion":[125],"field:":[128],"number":[130],"relevant":[132],"Scopus":[133],"records":[134],"increased":[135],"from":[136],"1":[137],"in":[139,143,283],"2018":[140],"297":[142],"2025.":[144],"dataset":[146],"received":[147],"6251":[148],"citations,":[149],"highly":[152],"skewed":[153],"distribution,":[154],"India,":[156],"United":[158],"States":[159],"China":[161],"were":[162],"most":[164,255],"visible":[165],"contributors.":[166],"identifies":[170],"six":[171,213],"thematic":[172],"communities:":[173],"IoT":[175,216],"irrigation-control":[177],"systems;":[178,183],"sustainability,":[179],"analytics":[180],"agri-food":[182],"predictive":[187],"analytics;":[188],"robotics;":[192],"computer":[193],"vision":[194],"disease":[196,224,357],"detection;":[197,225],"sensing,":[200,356],"unmanned":[201],"aerial":[202],"vehicles":[203],"(UAVs)":[204],"wireless":[206],"sensor":[207],"networks.":[208],"NLP":[209],"confirms":[212],"corresponding":[214],"topics:":[215],"real-time":[218],"monitoring;":[219,237],"deep":[220],"learning":[221],"plant":[223],"sustainable":[227],"decision":[230],"support;":[231],"UAV-based":[235],"crop":[236],"food":[238],"security,":[239],"climate":[240],"change":[241],"digital":[243,340],"transformation;":[244],"irrigation":[247],"management.":[250],"Water":[251],"efficiency":[252],"explicit":[256],"resource-efficiency":[257],"pathway,":[258],"while":[259],"fertiliser,":[260],"pesticide,":[261],"labour,":[263],"energy":[264],"computational":[266],"efficiencies":[267],"distributed":[269],"across":[270],"technical":[271],"socio-economic":[273],"clusters.":[274],"Scientific":[275],"novelty.":[276],"novelty":[278],"lies":[282],"combining":[284],"network":[286],"analysis,":[287],"visualisation":[289],"NLP-based":[291],"interpret":[295],"as":[299,309],"resource-allocation":[301],"agri-environmental":[303],"management":[304],"system":[305],"rather":[306],"than":[307],"only":[308,324],"technological":[311],"domain.":[312],"Practical":[313],"implications.":[314],"findings":[316],"suggest":[317],"that":[318],"digital-agriculture":[319],"policies":[320],"should":[321],"address":[322],"not":[323],"hardware":[325],"algorithms,":[327],"but":[328],"also":[329],"data":[330],"infrastructure,":[331],"interoperability,":[332],"extension":[333],"services,":[334],"farmer":[335],"training,":[336],"financing,":[337],"privacy":[338],"inclusion.":[341],"For":[342],"farm":[343],"managers,":[344],"identify":[347],"priority":[348],"areas":[349],"investment,":[351],"including":[352],"smart":[353],"irrigation,":[354],"soil-moisture":[355],"detection,":[358],"UAV":[359],"satellite":[361],"monitoring,":[362],"edge":[363],"computing":[364],"systems.":[367]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-28T00:00:00"}
