{"id":"https://openalex.org/W7126174843","doi":"https://doi.org/10.1109/access.2026.3659709","title":"CocoSyn: A Deployment-Ready Federated Framework for Coconut Disease Detection Validated by the SAFE Protocol","display_name":"CocoSyn: A Deployment-Ready Federated Framework for Coconut Disease Detection Validated by the SAFE Protocol","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7126174843","doi":"https://doi.org/10.1109/access.2026.3659709"},"language":"en","primary_location":{"id":"doi:10.1109/access.2026.3659709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3659709","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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.2026.3659709","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5119589235","display_name":"Kundanika Reddy Bommineni","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kundanika Reddy Bommineni","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0009-0007-4911-9474","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124410825","display_name":"Miit Daga","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Miit Daga","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0009-0005-4629-458X","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119589237","display_name":"Saransh Naole","orcid":null},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saransh Naole","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0009-0005-4260-5539","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100636184","display_name":"Swarna Priya Ramu","orcid":"https://orcid.org/0000-0002-8287-9690"},"institutions":[{"id":"https://openalex.org/I876193797","display_name":"Vellore Institute of Technology University","ror":"https://ror.org/00qzypv28","country_code":"IN","type":"education","lineage":["https://openalex.org/I876193797"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Swarna Priya Ramu","raw_affiliation_strings":["School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India"],"raw_orcid":"https://orcid.org/0000-0002-8287-9690","affiliations":[{"raw_affiliation_string":"School of Computer Science Engineering and Information Systems, Vellore Institute of Technology, Vellore, Tamil Nadu, India","institution_ids":["https://openalex.org/I876193797"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10166521,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"14","issue":null,"first_page":"17243","last_page":"17263"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13361","display_name":"Coconut Research and Applications","score":0.5202999711036682,"subfield":{"id":"https://openalex.org/subfields/1604","display_name":"Inorganic Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13361","display_name":"Coconut Research and Applications","score":0.5202999711036682,"subfield":{"id":"https://openalex.org/subfields/1604","display_name":"Inorganic 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/T10616","display_name":"Smart Agriculture and AI","score":0.06809999793767929,"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/T12703","display_name":"Oil Palm Production and Sustainability","score":0.04969999939203262,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.593500018119812},{"id":"https://openalex.org/keywords/protocol","display_name":"Protocol (science)","score":0.5910000205039978},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.5230000019073486},{"id":"https://openalex.org/keywords/testbed","display_name":"Testbed","score":0.44519999623298645},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.39959999918937683},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.38760000467300415},{"id":"https://openalex.org/keywords/benchmark","display_name":"Benchmark (surveying)","score":0.3734000027179718},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.367000013589859}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7616000175476074},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.593500018119812},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.5910000205039978},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.5230000019073486},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.460999995470047},{"id":"https://openalex.org/C31395832","wikidata":"https://www.wikidata.org/wiki/Q1318674","display_name":"Testbed","level":2,"score":0.44519999623298645},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.39959999918937683},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.38760000467300415},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37470000982284546},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.3734000027179718},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.367000013589859},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.3343999981880188},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3280999958515167},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.328000009059906},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.3264999985694885},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.326200008392334},{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.322299987077713},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.3028999865055084},{"id":"https://openalex.org/C549605437","wikidata":"https://www.wikidata.org/wiki/Q1229911","display_name":"Food security","level":3,"score":0.30230000615119934},{"id":"https://openalex.org/C206688291","wikidata":"https://www.wikidata.org/wiki/Q7617819","display_name":"Stochastic gradient descent","level":3,"score":0.2897999882698059},{"id":"https://openalex.org/C2777548347","wikidata":"https://www.wikidata.org/wiki/Q5456937","display_name":"Flagging","level":2,"score":0.2881999909877777},{"id":"https://openalex.org/C3987366","wikidata":"https://www.wikidata.org/wiki/Q6658164","display_name":"Livelihood","level":3,"score":0.28049999475479126},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.258899986743927}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2026.3659709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3659709","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:79e10b45254745b0acc75ae30fceadb2","is_oa":true,"landing_page_url":"https://doaj.org/article/79e10b45254745b0acc75ae30fceadb2","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,"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":"IEEE Access, Vol 14, Pp 17243-17263 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2026.3659709","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2026.3659709","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.7328556776046753,"display_name":"Zero hunger"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322838","display_name":"VIT University","ror":"https://ror.org/00qzypv28"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W114517082","https://openalex.org/W2767079719","https://openalex.org/W3020759722","https://openalex.org/W3126031428","https://openalex.org/W3129000609","https://openalex.org/W4213021125","https://openalex.org/W4366979040","https://openalex.org/W4386426991","https://openalex.org/W4387653036","https://openalex.org/W4390591007","https://openalex.org/W4399486394","https://openalex.org/W4399575745","https://openalex.org/W4400079661","https://openalex.org/W4403863432","https://openalex.org/W4405632553","https://openalex.org/W4405974967","https://openalex.org/W4408866020","https://openalex.org/W4409812826","https://openalex.org/W4409916990","https://openalex.org/W4410536368","https://openalex.org/W4412747776","https://openalex.org/W4413344124"],"related_works":[],"abstract_inverted_index":{"Coconut":[0],"palm":[1],"diseases":[2],"pose":[3],"a":[4,55,73,112,144,176],"significant":[5],"threat":[6],"to":[7,53,141],"tropical":[8],"economies":[9],"and":[10,37,102,122,167],"the":[11,44,49,84,107,117,159,170],"livelihoods":[12],"of":[13,116],"smallholder":[14],"farmers.":[15],"While":[16],"centralized":[17],"deep":[18],"learning":[19],"models":[20],"have":[21],"achieved":[22],"high":[23,136],"diagnostic":[24,57],"accuracy,":[25,137],"their":[26],"deployment":[27,71],"in":[28,77],"real-world":[29,195],"agricultural":[30,78],"settings":[31],"is":[32,139,155],"hindered":[33],"by":[34,158],"logistical":[35],"challenges":[36],"data":[38],"privacy":[39],"concerns.":[40],"This":[41,94,173],"paper":[42],"proposes":[43],"CocoSyn":[45,153],"framework,":[46],"which":[47],"leverages":[48],"high-performance":[50],"DeepSeqCoco":[51],"model":[52],"establish":[54],"robust":[56],"baseline":[58],"for":[59,89,181,194],"stable":[60],"coconut":[61],"disease":[62],"diagnosis":[63],"using":[64],"Federated":[65,90],"Learning":[66],"(FL).":[67],"To":[68],"ensure":[69],"true":[70],"readiness,":[72],"factor":[74],"often":[75],"overlooked":[76],"Artificial":[79],"Intelligence":[80],"(AI),":[81],"we":[82,110],"introduce":[83],"<italic":[85],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[86],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">Stability":[87],"Assurance":[88],"Edge</i>":[91],"(SAFE)":[92],"Protocol.":[93],"rigorous":[95,179],"multi-seed":[96],"evaluation":[97],"standard":[98,180],"verifies":[99],"training":[100],"stability":[101,166],"exposes":[103],"outlier":[104],"risks.":[105],"Applying":[106],"SAFE":[108,160],"protocol,":[109,161],"conduct":[111],"critical":[113],"comparative":[114],"analysis":[115],"Adaptive":[118],"Moment":[119],"Estimation":[120],"(Adam)":[121],"Stochastic":[123],"Gradient":[124],"Descent":[125],"(SGD)":[126],"optimizers.":[127],"Our":[128],"findings":[129],"reveal":[130],"that":[131],"while":[132],"both":[133],"can":[134],"achieve":[135],"SGD":[138],"prone":[140],"catastrophic":[142],"failure,":[143],"risk":[145],"only":[146,189],"detectable":[147],"through":[148],"our":[149],"stability-focused":[150],"protocol.":[151],"The":[152],"framework":[154],"successfully":[156],"validated":[157],"demonstrating":[162],"its":[163],"superior":[164],"algorithmic":[165],"resilience":[168],"with":[169],"Adam":[171],"optimizer.":[172],"work":[174],"establishes":[175],"new,":[177],"more":[178],"vetting":[182],"FL":[183],"systems,":[184],"ensuring":[185],"they":[186],"are":[187],"not":[188],"accurate":[190],"but":[191],"demonstrably":[192],"reliable":[193],"deployment.":[196]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2026-02-01T00:00:00"}
