{"id":"https://openalex.org/W4289828999","doi":"https://doi.org/10.1109/med54222.2022.9837291","title":"Decentralized Federated Learning for Nonintrusive Load Monitoring in Smart Energy Communities","display_name":"Decentralized Federated Learning for Nonintrusive Load Monitoring in Smart Energy Communities","publication_year":2022,"publication_date":"2022-06-28","ids":{"openalex":"https://openalex.org/W4289828999","doi":"https://doi.org/10.1109/med54222.2022.9837291"},"language":"en","primary_location":{"id":"doi:10.1109/med54222.2022.9837291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med54222.2022.9837291","pdf_url":null,"source":{"id":"https://openalex.org/S4363608151","display_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11573/1654506","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009770666","display_name":"Alessandro Giuseppi","orcid":"https://orcid.org/0000-0001-5503-8506"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alessandro Giuseppi","raw_affiliation_strings":["University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy"],"affiliations":[{"raw_affiliation_string":"University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025248865","display_name":"Sabato Manfredi","orcid":"https://orcid.org/0000-0002-9136-4269"},"institutions":[{"id":"https://openalex.org/I71267560","display_name":"University of Naples Federico II","ror":"https://ror.org/05290cv24","country_code":"IT","type":"education","lineage":["https://openalex.org/I71267560"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Sabato Manfredi","raw_affiliation_strings":["University of Naples \"Federico II\",Dept. of Electrical Engineering and Information Technology,Naples,Italy","Dept. of Electrical Engineering and Information Technology, University of Naples \"Federico II\", Naples, Italy"],"affiliations":[{"raw_affiliation_string":"University of Naples \"Federico II\",Dept. of Electrical Engineering and Information Technology,Naples,Italy","institution_ids":["https://openalex.org/I71267560"]},{"raw_affiliation_string":"Dept. of Electrical Engineering and Information Technology, University of Naples \"Federico II\", Naples, Italy","institution_ids":["https://openalex.org/I71267560"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018146563","display_name":"Danilo Menegatti","orcid":"https://orcid.org/0000-0001-9090-0050"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Danilo Menegatti","raw_affiliation_strings":["University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy"],"affiliations":[{"raw_affiliation_string":"University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088978718","display_name":"Antonio Pietrabissa","orcid":"https://orcid.org/0000-0003-0188-3346"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonio Pietrabissa","raw_affiliation_strings":["University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy"],"affiliations":[{"raw_affiliation_string":"University of Rome \"La Sapienza\",Dept. of Computer, Control, and Management Engineering (DIAG),Rome,Italy","institution_ids":["https://openalex.org/I861853513"]},{"raw_affiliation_string":"Dept. of Computer, Control, and Management Engineering (DIAG), University of Rome \"La Sapienza\", Rome, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045103447","display_name":"Cecilia Poli","orcid":null},"institutions":[{"id":"https://openalex.org/I27897274","display_name":"Istituto Superiore di Sanit\u00e0","ror":"https://ror.org/02hssy432","country_code":"IT","type":"government","lineage":["https://openalex.org/I27897274"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Cecilia Poli","raw_affiliation_strings":["Istituto Superiore di Sanità,National Centre for Innovative Technologies in Public Health (TISP),Rome,Italy"],"affiliations":[{"raw_affiliation_string":"Istituto Superiore di Sanità,National Centre for Innovative Technologies in Public Health (TISP),Rome,Italy","institution_ids":["https://openalex.org/I27897274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5009770666"],"corresponding_institution_ids":["https://openalex.org/I861853513"],"apc_list":null,"apc_paid":null,"fwci":1.5582,"has_fulltext":false,"cited_by_count":15,"citation_normalized_percentile":{"value":0.85078647,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"312","last_page":"317"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":1.0,"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":1.0,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9966999888420105,"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/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/federated-learning","display_name":"Federated learning","score":0.869537353515625},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7820445895195007},{"id":"https://openalex.org/keywords/decentralization","display_name":"Decentralization","score":0.7108213901519775},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.5305177569389343},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.48358601331710815},{"id":"https://openalex.org/keywords/server","display_name":"Server","score":0.4229009747505188},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2506638765335083},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1219712495803833}],"concepts":[{"id":"https://openalex.org/C2992525071","wikidata":"https://www.wikidata.org/wiki/Q50818671","display_name":"Federated learning","level":2,"score":0.869537353515625},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7820445895195007},{"id":"https://openalex.org/C136810230","wikidata":"https://www.wikidata.org/wiki/Q188961","display_name":"Decentralization","level":2,"score":0.7108213901519775},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.5305177569389343},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.48358601331710815},{"id":"https://openalex.org/C93996380","wikidata":"https://www.wikidata.org/wiki/Q44127","display_name":"Server","level":2,"score":0.4229009747505188},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2506638765335083},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1219712495803833},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/med54222.2022.9837291","is_oa":false,"landing_page_url":"https://doi.org/10.1109/med54222.2022.9837291","pdf_url":null,"source":{"id":"https://openalex.org/S4363608151","display_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 30th Mediterranean Conference on Control and Automation (MED)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1654506","is_oa":true,"landing_page_url":"https://hdl.handle.net/11573/1654506","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:iris.uniroma1.it:11573/1654506","is_oa":true,"landing_page_url":"https://hdl.handle.net/11573/1654506","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.8199999928474426,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":50,"referenced_works":["https://openalex.org/W1479651931","https://openalex.org/W1522301498","https://openalex.org/W2057865262","https://openalex.org/W2123910460","https://openalex.org/W2255051834","https://openalex.org/W2283463896","https://openalex.org/W2340432652","https://openalex.org/W2535838896","https://openalex.org/W2559280146","https://openalex.org/W2566212894","https://openalex.org/W2767079719","https://openalex.org/W2783522756","https://openalex.org/W2897230576","https://openalex.org/W2964162474","https://openalex.org/W2969231791","https://openalex.org/W2970606380","https://openalex.org/W2971067036","https://openalex.org/W2977797911","https://openalex.org/W2989289980","https://openalex.org/W3015636663","https://openalex.org/W3025098563","https://openalex.org/W3038022836","https://openalex.org/W3046653923","https://openalex.org/W3088798601","https://openalex.org/W3093739212","https://openalex.org/W3099873379","https://openalex.org/W3101073882","https://openalex.org/W3135974632","https://openalex.org/W3144457125","https://openalex.org/W3168104141","https://openalex.org/W3209696639","https://openalex.org/W4226484282","https://openalex.org/W4297687186","https://openalex.org/W4298221930","https://openalex.org/W4318619660","https://openalex.org/W6606938059","https://openalex.org/W6627345084","https://openalex.org/W6631190155","https://openalex.org/W6695838908","https://openalex.org/W6728757088","https://openalex.org/W6731843568","https://openalex.org/W6746720608","https://openalex.org/W6749029207","https://openalex.org/W6755616390","https://openalex.org/W6759238902","https://openalex.org/W6759375589","https://openalex.org/W6767074001","https://openalex.org/W6786939860","https://openalex.org/W6791427347","https://openalex.org/W6792412509"],"related_works":["https://openalex.org/W2186336397","https://openalex.org/W2481378325","https://openalex.org/W2330351317","https://openalex.org/W3140943723","https://openalex.org/W4401911036","https://openalex.org/W3125369811","https://openalex.org/W2010376978","https://openalex.org/W1701640499","https://openalex.org/W1512425042","https://openalex.org/W2347300234"],"abstract_inverted_index":{"Federated":[0,74,101],"Learning":[1,75],"is":[2,32],"a":[3,20,36,88],"distributed":[4],"learning":[5,9,99],"solution":[6],"for":[7],"machine":[8],"problems":[10],"without":[11],"the":[12,16,26,42,46,55,58,72,85,96,105],"need":[13],"of":[14,45,57,87],"collecting":[15],"available":[17],"data":[18,23,51],"in":[19],"single":[21],"centralized":[22,37,59],"centre.":[24],"With":[25],"standard":[27],"FL":[28],"approaches,":[29],"model":[30],"training":[31],"performed":[33],"locally":[34],"and":[35,40,64,91],"server":[38,60],"collects":[39],"elaborates":[41],"trainable":[43],"parameters":[44],"local":[47],"models:":[48],"even":[49],"if":[50],"are":[52],"not":[53],"shared,":[54],"presence":[56],"still":[61],"rises":[62],"trust":[63],"security":[65],"issues.":[66],"In":[67],"this":[68],"work,":[69],"we":[70],"introduce":[71],"Decentralized":[73],"(DECFEDAVG)":[76],"algorithm,":[77],"which":[78],"aims":[79],"at":[80],"achieving":[81],"complete":[82],"decentralization":[83],"by":[84],"lack":[86],"coordination":[89],"server,":[90],"compare":[92],"its":[93],"performance":[94],"against":[95],"original":[97],"federated":[98],"algorithm":[100],"Averaging":[102],"(FEDAVG)":[103],"over":[104],"Nonintrusive":[106],"Load":[107],"Monitoring":[108],"problem.":[109]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-08-05T00:00:00"}