{"id":"https://openalex.org/W4403390459","doi":"https://doi.org/10.1109/access.2024.3480868","title":"Toward Precision Agriculture: Integrating Machine Learning Techniques for Smart Farming Systems","display_name":"Toward Precision Agriculture: Integrating Machine Learning Techniques for Smart Farming Systems","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403390459","doi":"https://doi.org/10.1109/access.2024.3480868"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3480868","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3480868","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2024.3480868","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5112836618","display_name":"Batool Anwar Omer","orcid":null},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Batool Anwar Omer","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034105272","display_name":"Mohamed Mabrouk Morsey","orcid":"https://orcid.org/0009-0005-6181-9057"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Mohamed Mabrouk Morsey","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018708322","display_name":"Islam Hegazy","orcid":"https://orcid.org/0000-0002-1572-463X"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Islam Hegazy","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110309543","display_name":"Zaki T. Fayed","orcid":null},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Zaki Taha Fayed","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Abbassia, Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Abbassia, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5022735981","display_name":"Taha Elarif","orcid":"https://orcid.org/0009-0006-0896-6063"},"institutions":[{"id":"https://openalex.org/I107720978","display_name":"Ain Shams University","ror":"https://ror.org/00cb9w016","country_code":"EG","type":"education","lineage":["https://openalex.org/I107720978"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Taha El-Arif","raw_affiliation_strings":["Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Faculty of Computer and Information Science, Ain Shams University, Cairo, Egypt","institution_ids":["https://openalex.org/I107720978"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5112836618"],"corresponding_institution_ids":["https://openalex.org/I107720978"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":8.3277,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.97450773,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"172910","last_page":"172922"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9514999985694885,"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":0.9514999985694885,"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/computer-science","display_name":"Computer science","score":0.6878820657730103},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.6825660467147827}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6878820657730103},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6825660467147827},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","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}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2024.3480868","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3480868","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:e7d9903994504c0b962eac1360471f6f","is_oa":true,"landing_page_url":"https://doaj.org/article/e7d9903994504c0b962eac1360471f6f","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":"IEEE Access, Vol 12, Pp 172910-172922 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3480868","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3480868","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.8399999737739563,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W4402327032"],"abstract_inverted_index":{"Smart":[0],"agriculture":[1,221],"holds":[2],"a":[3,73],"transformative":[4],"potential,":[5],"driven":[6],"by":[7,25,100],"cutting-edge":[8],"technologies,":[9],"in":[10,53,127,136,168,181,195,206,219],"revolutionizing":[11],"the":[12,27,102,113,128,137,143,159,182,196,207,220,226],"global":[13],"food":[14,19],"production":[15],"sector":[16],"and":[17,34,63,89,105,125,131,134,172,178,193,211,217],"enhancing":[18],"safety":[20],"measures.":[21],"This":[22],"is":[23,94,119,156],"achieved":[24,95],"leveraging":[26],"capabilities":[28],"of":[29,59,202,209,229],"smart":[30,78],"maps,":[31],"artificial":[32],"intelligence,":[33],"agricultural":[35,234],"data":[36,98],"analytics.":[37],"Hence,":[38],"farmers":[39],"can":[40],"benefit":[41],"from":[42],"it":[43,45],"as":[44,186,188],"allows":[46],"them":[47],"to":[48,56,86,151],"streamline":[49],"resource":[50],"utilization.":[51],"This,":[52],"turn,":[54],"leads":[55],"reduced":[57],"inputs":[58],"fertilizers,":[60],"labor,":[61],"seeds,":[62],"water,":[64],"while":[65],"simultaneously":[66],"amplifying":[67],"crops.":[68],"Therefore,":[69],"this":[70,203],"paper":[71],"introduces":[72],"comprehensive":[74],"system":[75],"for":[76,121,174,214,232],"advancing":[77],"map":[79],"agriculture,":[80],"comprising":[81],"five":[82],"pivotal":[83],"stages":[84],"designed":[85],"yield":[87],"accurate":[88],"meaningful":[90],"results.":[91],"Notable":[92],"progress":[93],"through":[96],"meticulous":[97],"acquisition":[99],"employing":[101],"rice":[103,124,153,183],"seedling":[104,184],"WeedNet":[106,197],"datasets,":[107],"coupled":[108],"with":[109],"feature":[110,215],"extraction":[111,216],"utilizing":[112],"MobileNet":[114,210],"architecture.":[115],"The":[116,199],"classification":[117,218],"stage":[118],"critical":[120],"distinguishing":[122],"between":[123,132],"land":[126],"first":[129],"dataset":[130],"crops":[133],"weeds":[135],"second":[138],"one.":[139],"It":[140,166,223],"further":[141],"enhances":[142],"system\u2019s":[144],"efficacy.":[145],"Additionally,":[146],"segmentation":[147],"using":[148],"K-means":[149,230],"clustering":[150,231],"detect":[152],"or":[154],"crop":[155],"employed.":[157],"Notably,":[158],"current":[160],"approach":[161],"exhibits":[162],"promising":[163],"performance":[164],"levels.":[165],"results":[167],"99.7%,":[169],"100%,":[170,192],"99.4%,":[171],"99.72%":[173],"accuracy,":[175],"precision,":[176],"recall,":[177],"F1_score,":[179],"respectively,":[180],"dataset,":[185],"well":[187],"achieving":[189],"98.72%,":[190],"97.3%,":[191],"98.63%":[194],"dataset.":[198],"primary":[200],"contribution":[201],"study":[204],"lies":[205],"integration":[208],"SVM":[212],"architectures":[213],"field.":[222],"also":[224],"presents":[225],"innovative":[227],"use":[228],"segmenting":[233],"fields.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":11}],"updated_date":"2026-04-02T15:55:50.835912","created_date":"2024-10-15T00:00:00"}
