{"id":"https://openalex.org/W4410977352","doi":"https://doi.org/10.1007/s43926-025-00157-x","title":"A novel end-to-end privacy preserving deep Aquila feed forward networks on healthcare 4.0 environment","display_name":"A novel end-to-end privacy preserving deep Aquila feed forward networks on healthcare 4.0 environment","publication_year":2025,"publication_date":"2025-06-03","ids":{"openalex":"https://openalex.org/W4410977352","doi":"https://doi.org/10.1007/s43926-025-00157-x"},"language":"en","primary_location":{"id":"doi:10.1007/s43926-025-00157-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00157-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00157-x.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00157-x.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Ponugoti Kalpana","orcid":null},"institutions":[{"id":"https://openalex.org/I65181880","display_name":"Indian Institute of Technology Hyderabad","ror":"https://ror.org/01j4v3x97","country_code":"IN","type":"education","lineage":["https://openalex.org/I65181880"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Ponugoti Kalpana","raw_affiliation_strings":["Department of Computer Science and Engineering, AVN Institute of Engineering and Technology, Hyderabad, Telangana, 501510, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, AVN Institute of Engineering and Technology, Hyderabad, Telangana, 501510, India","institution_ids":["https://openalex.org/I65181880"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026555159","display_name":"Sunitha Tappari","orcid":null},"institutions":[{"id":"https://openalex.org/I64189192","display_name":"International Institute of Information Technology, Hyderabad","ror":"https://ror.org/05f11g639","country_code":"IN","type":"education","lineage":["https://openalex.org/I64189192"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sunitha Tappari","raw_affiliation_strings":["Department of Electronics and Telematics Engineering, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Telematics Engineering, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India","institution_ids":["https://openalex.org/I64189192"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100046421","display_name":"L. Smitha","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"L. Smitha","raw_affiliation_strings":["Department of Information Technology, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India"],"affiliations":[{"raw_affiliation_string":"Department of Information Technology, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010918251","display_name":"Dasari Madhavi","orcid":"https://orcid.org/0000-0003-1083-8096"},"institutions":[{"id":"https://openalex.org/I2802287669","display_name":"University College for Women","ror":"https://ror.org/02ny12416","country_code":"IN","type":"education","lineage":["https://openalex.org/I2802287669"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Dasari Madhavi","raw_affiliation_strings":["Department of Computer Science and Engineering (AIML), Sridevi Women\u2019s Engineering College, Hyderabad, Telangana, India","Department of Computer Science and Engineering (AIML), Sridevi Women's Engineering College, Hyderabad, Telangana, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering (AIML), Sridevi Women\u2019s Engineering College, Hyderabad, Telangana, India","institution_ids":["https://openalex.org/I2802287669"]},{"raw_affiliation_string":"Department of Computer Science and Engineering (AIML), Sridevi Women's Engineering College, Hyderabad, Telangana, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108110757","display_name":"K. Naresh","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"K. Naresh","raw_affiliation_strings":["Department of Computer Science and Engineering, TKR College of Engineering & Technology, Hyderabad, Telangana, 500097, India"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, TKR College of Engineering & Technology, Hyderabad, Telangana, 500097, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101946094","display_name":"M. Vijayalakshmi","orcid":null},"institutions":[{"id":"https://openalex.org/I64189192","display_name":"International Institute of Information Technology, Hyderabad","ror":"https://ror.org/05f11g639","country_code":"IN","type":"education","lineage":["https://openalex.org/I64189192"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Maddala Vijayalakshmi","raw_affiliation_strings":["Department of Electronics and Telematics Engineering, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India"],"affiliations":[{"raw_affiliation_string":"Department of Electronics and Telematics Engineering, G Narayanamma Institute of Technology and Science, Hyderabad, Telangana, India","institution_ids":["https://openalex.org/I64189192"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I65181880"],"apc_list":{"value":990,"currency":"EUR","value_usd":1067},"apc_paid":{"value":990,"currency":"EUR","value_usd":1067},"fwci":22.163,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.99425735,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"5","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.993399977684021,"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"}},"topics":[{"id":"https://openalex.org/T10273","display_name":"IoT and Edge/Fog Computing","score":0.993399977684021,"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"}},{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9782999753952026,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.972000002861023,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/end-to-end-principle","display_name":"End-to-end principle","score":0.8344238996505737},{"id":"https://openalex.org/keywords/end-user","display_name":"End user","score":0.5155222415924072},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5042368173599243},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.4692174196243286},{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.4580804705619812},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.4293312430381775},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.3822740912437439},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.37911638617515564},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10911476612091064},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.09788453578948975},{"id":"https://openalex.org/keywords/law","display_name":"Law","score":0.07367745041847229}],"concepts":[{"id":"https://openalex.org/C74296488","wikidata":"https://www.wikidata.org/wiki/Q2527392","display_name":"End-to-end principle","level":2,"score":0.8344238996505737},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.5155222415924072},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5042368173599243},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4692174196243286},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.4580804705619812},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.4293312430381775},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.3822740912437439},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.37911638617515564},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10911476612091064},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.09788453578948975},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.07367745041847229}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s43926-025-00157-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00157-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00157-x.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:93050858f5874492ad3ee8b1c548ebc9","is_oa":true,"landing_page_url":"https://doaj.org/article/93050858f5874492ad3ee8b1c548ebc9","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":"Discover Internet of Things, Vol 5, Iss 1, Pp 1-20 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s43926-025-00157-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s43926-025-00157-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s43926-025-00157-x.pdf","source":{"id":"https://openalex.org/S4210230675","display_name":"Discover Internet of Things","issn_l":"2730-7239","issn":["2730-7239"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Discover Internet of Things","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410977352.pdf","grobid_xml":"https://content.openalex.org/works/W4410977352.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W70051344","https://openalex.org/W2161349318","https://openalex.org/W2568772110","https://openalex.org/W2702116941","https://openalex.org/W2775292876","https://openalex.org/W2780223857","https://openalex.org/W2788948370","https://openalex.org/W2886899600","https://openalex.org/W2903872466","https://openalex.org/W2905820594","https://openalex.org/W2912642946","https://openalex.org/W2942094488","https://openalex.org/W2969075152","https://openalex.org/W3030742901","https://openalex.org/W3045745030","https://openalex.org/W3108027302","https://openalex.org/W3148433189","https://openalex.org/W3206752413","https://openalex.org/W4206046766","https://openalex.org/W4283268195","https://openalex.org/W4286587182","https://openalex.org/W4293812065","https://openalex.org/W4293812139","https://openalex.org/W4309550073","https://openalex.org/W4321606989","https://openalex.org/W4386960783","https://openalex.org/W4399634584","https://openalex.org/W4400398072","https://openalex.org/W4405999528"],"related_works":["https://openalex.org/W4299590256","https://openalex.org/W2151749779","https://openalex.org/W3163634122","https://openalex.org/W2110442089","https://openalex.org/W2166381389","https://openalex.org/W4315785295","https://openalex.org/W4393280045","https://openalex.org/W2054736184","https://openalex.org/W3159728998","https://openalex.org/W2677083173"],"abstract_inverted_index":{"Healthcare":[0],"4.0":[1],"is":[2,108,144,161,229],"considered":[3],"to":[4,34,74,94,135,178,214,225,231],"be":[5],"the":[6,11,119,140,147,156,164,196,216,222,227,233,241],"most":[7],"resilient":[8],"technology":[9],"with":[10,110,181,261],"integration":[12],"of":[13,15,159,166,218],"Internet":[14],"Things":[16],"(IoT),":[17],"Artificial":[18],"Intelligence":[19],"(AI),":[20],"and":[21,31,41,62,78,101,113,150,199,204,258],"5G":[22],"wireless":[23],"communication.":[24],"These":[25],"Internet-enabled":[26],"devices":[27,46],"compile":[28],"human":[29],"data":[30,63,76],"deliver":[32],"it":[33],"remote":[35],"clinical":[36],"centers":[37],"for":[38,70,117,163],"efficient":[39],"diagnosis":[40],"treatment":[42],"processes.":[43],"Though":[44],"sensor-driven":[45],"have":[47,55],"largely":[48],"eased":[49],"everyday":[50],"lives,":[51],"these":[52],"healthcare":[53],"systems":[54,73],"been":[56],"suffering":[57],"from":[58],"various":[59,209],"security":[60],"breaches":[61,77],"privacy":[64,79],"problems.":[65,80],"This":[66,81],"evokes":[67],"a":[68,84],"need":[69],"designing":[71],"intelligent":[72],"eradicate":[75],"research":[82],"presents":[83],"groundbreaking":[85],"framework":[86,107],"that":[87,240],"uniquely":[88],"combines":[89],"privacy-preserving":[90,219],"optimized":[91],"deep":[92,211],"learning":[93,116,212],"effectively":[95],"diagnose":[96],"cardiac":[97],"troubles":[98],"utilizing":[99,174],"edge":[100],"fog":[102,153,182],"computing":[103],"devices.":[104],"The":[105,169,206,237],"recommended":[106,234,242],"tested":[109],"real-time":[111],"datasets":[112],"employs":[114],"federated":[115,157],"training":[118],"network.":[120],"To":[121],"ensure":[122],"high":[123],"prediction":[124,165],"performance,":[125],"Gated":[126],"Aquila":[127],"Optimized":[128],"Deep":[129],"Feedforward":[130],"Networks":[131],"(GAODP)":[132],"are":[133,172,192,202],"used":[134],"predict":[136],"heart":[137,167],"diseases.":[138,168],"In":[139],"primary":[141],"instance,":[142],"information":[143],"acquired":[145],"by":[146],"IoT":[148,175],"sensors":[149],"stored":[151],"in":[152],"gateways.":[154],"Subsequently,":[155],"mode":[158],"GAODP":[160],"adopted":[162],"ablation":[170],"tests":[171],"conducted":[173],"nodes":[176],"connected":[177],"medical":[179],"sensors,":[180],"gateways":[183],"implemented":[184],"using":[185,195],"Embedded":[186],"Jetson":[187],"Nano":[188],"gadgets.":[189],"Extensive":[190],"evaluations":[191],"carried":[193],"out":[194],"gathered":[197],"datasets,":[198],"performance":[200,217],"metrics":[201],"examined":[203],"analyzed.":[205],"experimentation":[207],"involves":[208],"traditional":[210],"frameworks":[213],"prove":[215],"models.":[220],"Moreover,":[221],"duration":[223],"required":[224],"construct":[226],"model":[228,243],"calculated":[230],"confirm":[232],"model's":[235],"intricacy.":[236],"outcome":[238],"indicate":[239],"has":[244],"attained":[245],"notable":[246],"predictive":[247],"accuracy,":[248],"including":[249],"precision":[250],"(0.98),":[251,255],"recall":[252],"(0.975),":[253],"specificity":[254],"F1-score":[256],"(0.99)":[257,260],"accuracy":[259],"less":[262],"computational":[263],"overhead.":[264]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":13}],"updated_date":"2026-04-17T18:11:37.981687","created_date":"2025-10-10T00:00:00"}