{"id":"https://openalex.org/W3118868694","doi":"https://doi.org/10.1109/tetc.2020.3048671","title":"A Service-based Joint Model Used for Distributed Learning: Application for Smart Agriculture","display_name":"A Service-based Joint Model Used for Distributed Learning: Application for Smart Agriculture","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3118868694","doi":"https://doi.org/10.1109/tetc.2020.3048671","mag":"3118868694"},"language":"en","primary_location":{"id":"doi:10.1109/tetc.2020.3048671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2020.3048671","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Emerging Topics in Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5080487765","display_name":"Dixon Vimalajeewa","orcid":"https://orcid.org/0000-0001-6794-4776"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I7478328","display_name":"Waterford Institute of Technology","ror":"https://ror.org/03ypxwh20","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I7478328"]},{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Dixon Vimalajeewa","raw_affiliation_strings":["Telecommunications Software and Systems Group, Waterford Institute of Technology, 8807 Waterford, Co. Waterford, Ireland, (e-mail: dvimalajeewa@tssg.org)","Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","University College Dublin, Ireland,","Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,"],"affiliations":[{"raw_affiliation_string":"Telecommunications Software and Systems Group, Waterford Institute of Technology, 8807 Waterford, Co. Waterford, Ireland, (e-mail: dvimalajeewa@tssg.org)","institution_ids":["https://openalex.org/I7478328"]},{"raw_affiliation_string":"Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","institution_ids":["https://openalex.org/I141766778"]},{"raw_affiliation_string":"University College Dublin, Ireland,","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,","institution_ids":["https://openalex.org/I7478328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027453188","display_name":"Chamil Kulatunga","orcid":"https://orcid.org/0000-0002-7863-0008"},"institutions":[{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]},{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I7478328","display_name":"Waterford Institute of Technology","ror":"https://ror.org/03ypxwh20","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I7478328"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Chamil Kulatunga","raw_affiliation_strings":["Science, University College Dublin, 8797 Dublin, Dublin4, Ireland, (e-mail: chamilkul@gmail.com)","Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,","University College Dublin, Ireland,"],"affiliations":[{"raw_affiliation_string":"Science, University College Dublin, 8797 Dublin, Dublin4, Ireland, (e-mail: chamilkul@gmail.com)","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","institution_ids":["https://openalex.org/I141766778"]},{"raw_affiliation_string":"Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,","institution_ids":["https://openalex.org/I7478328"]},{"raw_affiliation_string":"University College Dublin, Ireland,","institution_ids":["https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049795579","display_name":"D.P. Berry","orcid":"https://orcid.org/0000-0003-4349-1447"},"institutions":[{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]},{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I7478328","display_name":"Waterford Institute of Technology","ror":"https://ror.org/03ypxwh20","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I7478328"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Donagh Berry","raw_affiliation_strings":["Animal & Grassland Research and Innova- tion Centre, Teagasc Food Research Centre Moorepark, 34344 Moorepark, Cork, Ireland, (e-mail: Donagh.Berry@teagasc.ie)","University College Dublin, Ireland,","Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,"],"affiliations":[{"raw_affiliation_string":"Animal & Grassland Research and Innova- tion Centre, Teagasc Food Research Centre Moorepark, 34344 Moorepark, Cork, Ireland, (e-mail: Donagh.Berry@teagasc.ie)","institution_ids":["https://openalex.org/I141766778"]},{"raw_affiliation_string":"University College Dublin, Ireland,","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","institution_ids":["https://openalex.org/I141766778"]},{"raw_affiliation_string":"Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,","institution_ids":["https://openalex.org/I7478328"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077005247","display_name":"Sasitharan Balasubramaniam","orcid":"https://orcid.org/0000-0003-4022-3615"},"institutions":[{"id":"https://openalex.org/I141766778","display_name":"Teagasc - The Irish Agriculture and Food Development Authority","ror":"https://ror.org/03sx84n71","country_code":"IE","type":"facility","lineage":["https://openalex.org/I141766778"]},{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I7478328","display_name":"Waterford Institute of Technology","ror":"https://ror.org/03ypxwh20","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I7478328"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Sasitharan Balasubramaniam","raw_affiliation_strings":["Telecommunications Software & Systems Group [TSSG], Waterford Institute of Technology [WIT], Carriganore Campus Carriganore, Co. Waterford Ireland, Waterford, Waterford, Ireland, (e-mail: sasib@tssg.org)","University College Dublin, Ireland,","Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,"],"affiliations":[{"raw_affiliation_string":"Telecommunications Software & Systems Group [TSSG], Waterford Institute of Technology [WIT], Carriganore Campus Carriganore, Co. Waterford Ireland, Waterford, Waterford, Ireland, (e-mail: sasib@tssg.org)","institution_ids":["https://openalex.org/I7478328"]},{"raw_affiliation_string":"University College Dublin, Ireland,","institution_ids":["https://openalex.org/I100930933"]},{"raw_affiliation_string":"Teagasc, Animal & Grassland Research and Innovation Centre, Moorepark, Fermoy, Co. Cork, Ireland,","institution_ids":["https://openalex.org/I141766778"]},{"raw_affiliation_string":"Telecommunications Software and Systems Group, Waterford Institute of Technology, Waterford, Ireland,","institution_ids":["https://openalex.org/I7478328"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5080487765"],"corresponding_institution_ids":["https://openalex.org/I100930933","https://openalex.org/I141766778","https://openalex.org/I7478328"],"apc_list":null,"apc_paid":null,"fwci":4.4869,"has_fulltext":false,"cited_by_count":42,"citation_normalized_percentile":{"value":0.95329221,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"1"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.9753000140190125,"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/computer-science","display_name":"Computer science","score":0.8511499166488647},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5144138932228088},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.4740797281265259},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4721798002719879},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46025335788726807},{"id":"https://openalex.org/keywords/data-analysis","display_name":"Data analysis","score":0.453821063041687},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.44680678844451904},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4111032485961914},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4083486497402191},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35172390937805176},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3051240146160126},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.17367121577262878},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.13747692108154297}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8511499166488647},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5144138932228088},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.4740797281265259},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4721798002719879},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46025335788726807},{"id":"https://openalex.org/C175801342","wikidata":"https://www.wikidata.org/wiki/Q1988917","display_name":"Data analysis","level":2,"score":0.453821063041687},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.44680678844451904},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4111032485961914},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4083486497402191},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35172390937805176},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3051240146160126},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.17367121577262878},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.13747692108154297},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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/tetc.2020.3048671","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tetc.2020.3048671","pdf_url":null,"source":{"id":"https://openalex.org/S2496326734","display_name":"IEEE Transactions on Emerging Topics in Computing","issn_l":"2168-6750","issn":["2168-6750","2376-4562"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Emerging Topics in Computing","raw_type":"journal-article"},{"id":"pmh:oai:repository.wit.ie:3481","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4377196138","display_name":"SETU Waterford Libraries - Open Access Repository","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":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7400000095367432}],"awards":[{"id":"https://openalex.org/G5487618474","display_name":null,"funder_award_id":"16/RC/3835","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"},{"id":"https://openalex.org/G7618009483","display_name":null,"funder_award_id":"13/1A/1977","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":55,"referenced_works":["https://openalex.org/W1616262590","https://openalex.org/W2004477678","https://openalex.org/W2016441635","https://openalex.org/W2043829247","https://openalex.org/W2083842231","https://openalex.org/W2093109772","https://openalex.org/W2110692792","https://openalex.org/W2140244749","https://openalex.org/W2152494486","https://openalex.org/W2173213060","https://openalex.org/W2194775991","https://openalex.org/W2292946783","https://openalex.org/W2335223849","https://openalex.org/W2406349003","https://openalex.org/W2413797286","https://openalex.org/W2524584798","https://openalex.org/W2530417694","https://openalex.org/W2548011556","https://openalex.org/W2564298646","https://openalex.org/W2577427573","https://openalex.org/W2587466508","https://openalex.org/W2593193389","https://openalex.org/W2608544185","https://openalex.org/W2609375764","https://openalex.org/W2619984247","https://openalex.org/W2750306308","https://openalex.org/W2767010294","https://openalex.org/W2771460447","https://openalex.org/W2771818529","https://openalex.org/W2783522756","https://openalex.org/W2793624705","https://openalex.org/W2799949160","https://openalex.org/W2804094127","https://openalex.org/W2804702239","https://openalex.org/W2888294818","https://openalex.org/W2890075093","https://openalex.org/W2891840948","https://openalex.org/W2900594532","https://openalex.org/W2912161124","https://openalex.org/W2953929453","https://openalex.org/W2958941798","https://openalex.org/W2963390885","https://openalex.org/W2963855576","https://openalex.org/W2964012674","https://openalex.org/W2984693664","https://openalex.org/W3102431071","https://openalex.org/W4246193833","https://openalex.org/W4248619905","https://openalex.org/W6633175866","https://openalex.org/W6728057340","https://openalex.org/W6728757088","https://openalex.org/W6729007826","https://openalex.org/W6732116920","https://openalex.org/W6736163905","https://openalex.org/W6754158280"],"related_works":["https://openalex.org/W2777139086","https://openalex.org/W2551093110","https://openalex.org/W2929289283","https://openalex.org/W2509056639","https://openalex.org/W2508885301","https://openalex.org/W4205647429","https://openalex.org/W2967707828","https://openalex.org/W2755577394","https://openalex.org/W3151672201","https://openalex.org/W2539018748"],"abstract_inverted_index":{"Advanced":[0],"distributed":[1],"analytics":[2],"facilitate":[3,64],"to":[4,23,45,91,99,176],"make":[5],"the":[6,49,54,115],"services":[7,25,40,94],"smarter":[8],"for":[9,32,160],"a":[10,77,127,154,167,189],"wider":[11],"range":[12],"of":[13,53,117],"data-driven":[14],"applications":[15],"in":[16,47,122,153],"many":[17],"domains,":[18],"including":[19],"agriculture.":[20],"The":[21,181],"key":[22],"producing":[24],"at":[26],"such":[27,70,93],"level":[28],"is":[29,76,145,166],"timely":[30,87],"analysis":[31,67],"deriving":[33],"insights":[34],"from":[35],"data.":[36],"Centralized":[37],"data":[38,57,66,107],"analytic":[39,174],"are":[41],"becoming":[42],"infeasible":[43],"due":[44],"limitations":[46,71],"both":[48],"ICT":[50],"infrastructure,":[51],"timeliness":[52],"information,":[55],"and":[56,68,131,149,158,185,192],"ownership.":[58],"Distributed":[59],"Machine":[60],"Learning":[61,74],"(DML)":[62],"platforms":[63,175],"efficient":[65],"overcome":[69],"effectively.":[72],"Federated":[73],"(FL)":[75],"DML":[78],"concept,":[79],"enables":[80],"optimizing":[81],"resource":[82],"consumption":[83],"while":[84],"performing":[85],"privacy-preserved":[86],"analytics.":[88],"In":[89],"order":[90],"create":[92],"through":[95],"FL,":[96],"there":[97],"need":[98],"be":[100],"innovative":[101],"machine":[102],"learning":[103],"(ML)":[104],"models":[105],"as":[106,109,111],"complexity":[108],"well":[110,187],"application":[112],"requirements":[113],"limit":[114],"applicability":[116],"existing":[118],"ML":[119],"models.":[120],"Therefore,":[121],"this":[123],"paper,":[124],"we":[125],"propose":[126],"Neural":[128],"Network":[129],"(NN)-":[130],"Partial":[132],"Least":[133],"Square":[134],"(PLS)":[135],"regression-based":[136],"joint":[137],"FL":[138,152],"model":[139],"(FL-NNPLS).":[140],"Then":[141],"its":[142],"predictive":[143],"performance":[144],"evaluated":[146],"under":[147],"sequential-":[148],"parallel-updating":[150],"based":[151],"smart":[155],"farming":[156,165,179],"context,":[157],"specifically":[159],"milk":[161],"quality":[162],"analysis.":[163],"Smart":[164],"fast-growing":[168],"industrial":[169],"sector":[170],"which":[171],"requires":[172],"effective":[173],"employ":[177],"sustainable":[178],"practices.":[180],"FL-NNPLS":[182],"approach":[183,191],"performs":[184],"compares":[186],"with":[188],"centralized":[190],"has":[193],"state-of-the-art":[194],"performance.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":11},{"year":2023,"cited_by_count":12},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
