{"id":"https://openalex.org/W7163229146","doi":"https://doi.org/10.3837/tiis.2026.05.008","title":"Modelling of Farmland Fertility Optimization with Deep Learning Enabled Intrusion Detection System for Smart Agriculture","display_name":"Modelling of Farmland Fertility Optimization with Deep Learning Enabled Intrusion Detection System for Smart Agriculture","publication_year":2026,"publication_date":"2026-05-31","ids":{"openalex":"https://openalex.org/W7163229146","doi":"https://doi.org/10.3837/tiis.2026.05.008"},"language":null,"primary_location":{"id":"doi:10.3837/tiis.2026.05.008","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.05.008","pdf_url":"https://itiis.org/digital-library/manuscript/file/107362/TIIS Vol 20, No 5-8.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://itiis.org/digital-library/manuscript/file/107362/TIIS Vol 20, No 5-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5137633212","display_name":"Ashwag Albakri","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ashwag Albakri","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038890408","display_name":"Saahira Banu Ahamed","orcid":"https://orcid.org/0000-0002-7019-3085"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Saahira Banu Ahamed","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137710137","display_name":"K. Jarina Begum","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K. Jarina Begum","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5047186269","display_name":"Anne Anoop","orcid":"https://orcid.org/0000-0002-6211-5757"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Anne Anoop","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.6780584,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"20","issue":"5","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.31769999861717224,"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":0.31769999861717224,"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/T13038","display_name":"Internet of Things and AI","score":0.07530000060796738,"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"}},{"id":"https://openalex.org/T13693","display_name":"Smart Systems and Machine Learning","score":0.04830000177025795,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.6672999858856201},{"id":"https://openalex.org/keywords/agriculture","display_name":"Agriculture","score":0.5828999876976013},{"id":"https://openalex.org/keywords/fertility","display_name":"Fertility","score":0.47530001401901245},{"id":"https://openalex.org/keywords/intrusion","display_name":"Intrusion","score":0.436599999666214},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.3718999922275543},{"id":"https://openalex.org/keywords/precision-agriculture","display_name":"Precision agriculture","score":0.3224000036716461}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8339999914169312},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6672999858856201},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.5828999876976013},{"id":"https://openalex.org/C518429986","wikidata":"https://www.wikidata.org/wiki/Q964401","display_name":"Fertility","level":3,"score":0.47530001401901245},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46560001373291016},{"id":"https://openalex.org/C158251709","wikidata":"https://www.wikidata.org/wiki/Q354025","display_name":"Intrusion","level":2,"score":0.436599999666214},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.3718999922275543},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3240000009536743},{"id":"https://openalex.org/C120217122","wikidata":"https://www.wikidata.org/wiki/Q740083","display_name":"Precision agriculture","level":3,"score":0.3224000036716461},{"id":"https://openalex.org/C88463610","wikidata":"https://www.wikidata.org/wiki/Q194118","display_name":"Agricultural engineering","level":1,"score":0.31470000743865967},{"id":"https://openalex.org/C2777103469","wikidata":"https://www.wikidata.org/wiki/Q1231558","display_name":"Smart city","level":3,"score":0.2827000021934509},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.2825999855995178},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.26429998874664307}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3837/tiis.2026.05.008","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.05.008","pdf_url":"https://itiis.org/digital-library/manuscript/file/107362/TIIS Vol 20, No 5-8.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3837/tiis.2026.05.008","is_oa":true,"landing_page_url":"https://doi.org/10.3837/tiis.2026.05.008","pdf_url":"https://itiis.org/digital-library/manuscript/file/107362/TIIS Vol 20, No 5-8.pdf","source":{"id":"https://openalex.org/S204131793","display_name":"KSII Transactions on Internet and Information Systems","issn_l":"1976-7277","issn":["1976-7277","2288-1468"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4323966148","host_organization_name":"Korea Society of Internet Information","host_organization_lineage":["https://openalex.org/P4323966148"],"host_organization_lineage_names":["Korea Society of Internet Information"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"KSII Transactions on Internet and Information Systems","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Zero hunger","score":0.8282570242881775,"id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7163229146.pdf","grobid_xml":"https://content.openalex.org/works/W7163229146.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"The":[0],"application":[1],"of":[2,5,17,53,67,107,190,226,242,258,279],"the":[3,15,40,51,59,87,90,97,105,151,187,191,213,233,237,240,243,248,255,259,276],"Internet":[4],"Things":[6],"(IoT)":[7],"has":[8],"been":[9],"implemented":[10],"for":[11,142,157,161,177],"Agriculture":[12,41,144],"4.0":[13,42],"via":[14],"use":[16],"wireless":[18,121],"sensor":[19],"networks":[20],"(WSN),":[21],"including":[22],"smart":[23,30,33,109,118],"monitoring,":[24],"supply":[25],"chain":[26],"management,":[27],"agrochemical":[28],"applications,":[29],"water,":[31],"and":[32,82,120,164,204,224],"harvesting.An":[34],"attacker":[35],"trying":[36],"to":[37,49,206],"get":[38],"into":[39],"network":[43,98],"may":[44],"employ":[45],"a":[46,147,165,262],"diverse":[47],"approach":[48,149,154,196,216],"disrupt":[50],"operation":[52],"equipment":[54],"that":[55,150],"is":[56,146,186,245,265],"grounded":[57],"on":[58,96],"IoT,":[60],"such":[61],"as":[62],"scanning":[63],"attacks,":[64,70],"distributed":[65],"denial":[66],"service":[68],"(DDoS)":[69],"along":[71],"with":[72,138,174],"false":[73],"data":[74,184],"injection":[75],"attacks.To":[76],"identify":[77],"unusual":[78],"or":[79],"suspicious":[80],"behaviour":[81],"implement":[83],"preventative":[84],"steps":[85],"regarding":[86],"intrusion":[88,125,179],"risk,":[89],"IDS":[91,141],"system":[92],"keeps":[93],"an":[94,218],"eye":[95],"traffic.To":[99],"better":[100],"protect":[101],"against":[102],"cyber-physical":[103],"systems,":[104,115],"internet":[106],"cars,":[108],"grids,":[110,119],"cloud":[111],"computing,":[112],"industrial":[113],"SCADA":[114],"big":[116],"data,":[117],"networks,":[122],"some":[123],"proposed":[124,192,195,267],"detection":[126,223],"systems":[127],"have":[128],"recently":[129],"used":[130],"deep":[131],"learning":[132],"(DL)":[133],"approaches.Farmland":[134],"Fertility":[135],"Optimisation":[136],"(FFO)":[137],"DL":[139,235,238],"Enabled":[140],"Smart":[143],"(FFODL-IDSSA)":[145],"novel":[148],"research":[152],"proposes.This":[153],"uses":[155,197,217],"FFO":[156],"feature":[158,201,211,220],"selection,":[159,202],"GEO":[160],"hyperparameter":[162],"tuning,":[163],"Hybrid":[166],"Deep":[167],"Learning":[168],"(HDL)":[169],"model,":[170],"which":[171],"integrates":[172],"BiLSTM":[173],"multi-head":[175],"attention":[176],"accurate":[178],"detection.Recognising":[180],"intrusions":[181],"in":[182,282],"agricultural":[183,283],"accurately":[185],"foremost":[188],"focus":[189],"FFODL-IDSSA":[193,215],"approach.The":[194],"numerous":[198],"subprocesses,":[199],"comprising":[200],"classification,":[203],"preprocessing,":[205],"accomplish":[207],"this.To":[208],"pick":[209],"optimal":[210],"subsets,":[212],"described":[214],"FFObased":[219],"selection":[221],"strategy.The":[222],"classification":[225],"cyberattacks":[227],"are":[228],"then":[229],"carried":[230],"out":[231],"using":[232,247],"hybrid":[234],"algorithm.In":[236],"models":[239],"tuning":[241],"parameters":[244],"completed":[246],"Golden":[249],"Eagle":[250],"Optimiser":[251],"(GEO)":[252],"method.To":[253],"determine":[254],"enhanced":[256],"performance":[257,271],"offered":[260],"technology,":[261],"comprehensive":[263],"simulation":[264],"run.The":[266],"framework":[268],"offers":[269],"superior":[270],"over":[272],"traditional":[273],"models,":[274],"addressing":[275],"unique":[277],"challenges":[278],"IoT":[280],"security":[281],"environments.":[284]},"counts_by_year":[],"updated_date":"2026-06-04T06:14:18.571774","created_date":"2026-06-03T00:00:00"}
