{"id":"https://openalex.org/W4399801556","doi":"https://doi.org/10.1109/ichms59971.2024.10555711","title":"Federated Learning Based Sparse Coding for Non-Intrusive Load Monitoring","display_name":"Federated Learning Based Sparse Coding for Non-Intrusive Load Monitoring","publication_year":2024,"publication_date":"2024-05-15","ids":{"openalex":"https://openalex.org/W4399801556","doi":"https://doi.org/10.1109/ichms59971.2024.10555711"},"language":"en","primary_location":{"id":"doi:10.1109/ichms59971.2024.10555711","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ichms59971.2024.10555711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 4th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5099269054","display_name":"Skander Chouchene","orcid":"https://orcid.org/0009-0007-1367-7669"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Skander Chouchene","raw_affiliation_strings":["Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008962576","display_name":"Manar Amayri","orcid":"https://orcid.org/0000-0002-5610-8833"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Manar Amayri","raw_affiliation_strings":["Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090600716","display_name":"Nizar Bouguila","orcid":"https://orcid.org/0000-0001-7224-7940"},"institutions":[{"id":"https://openalex.org/I60158472","display_name":"Concordia University","ror":"https://ror.org/0420zvk78","country_code":"CA","type":"education","lineage":["https://openalex.org/I60158472"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Nizar Bouguila","raw_affiliation_strings":["Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Concordia University,Concordia Institute for Information Systems Engineering,Montreal,QC,Canada","institution_ids":["https://openalex.org/I60158472"]},{"raw_affiliation_string":"Concordia Institute for Information Systems Engineering, Concordia University, Montreal, QC, Canada","institution_ids":["https://openalex.org/I60158472"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I60158472"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.09802077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"52","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10917","display_name":"Smart Grid Security and Resilience","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"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":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7744922637939453},{"id":"https://openalex.org/keywords/neural-coding","display_name":"Neural coding","score":0.4832221269607544},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4778692126274109},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38072502613067627},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.363165944814682}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7744922637939453},{"id":"https://openalex.org/C77637269","wikidata":"https://www.wikidata.org/wiki/Q7002051","display_name":"Neural coding","level":2,"score":0.4832221269607544},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4778692126274109},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38072502613067627},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.363165944814682},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ichms59971.2024.10555711","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ichms59971.2024.10555711","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 4th International Conference on Human-Machine Systems (ICHMS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2008652694","https://openalex.org/W2043279449","https://openalex.org/W2050834445","https://openalex.org/W2097826433","https://openalex.org/W2116216716","https://openalex.org/W2586240443","https://openalex.org/W2604738573","https://openalex.org/W2749218967","https://openalex.org/W2767079719","https://openalex.org/W2987896769","https://openalex.org/W3194748595","https://openalex.org/W3214082518","https://openalex.org/W4212774754","https://openalex.org/W4285114834","https://openalex.org/W4286267529","https://openalex.org/W4393699216","https://openalex.org/W6684888087","https://openalex.org/W6728757088","https://openalex.org/W6799943766"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W3107602296","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W4283697347"],"abstract_inverted_index":{"Non-Intrusive":[0],"Load":[1],"Monitoring":[2],"(NILM),":[3],"also":[4],"referred":[5],"to":[6,35,48,75,84,167,171,190],"as":[7,44],"Energy":[8],"Disaggregation,":[9],"is":[10,40,46,165],"a":[11,22,60,116,137,177,187],"family":[12],"of":[13,21,31,52,90,99,140,180,186],"methods":[14,33],"that":[15,66,162],"predict":[16],"the":[17,32,37,69,76,91,97,100,184],"appliance":[18,70,88],"consumption":[19,53],"signals":[20,71,89],"building":[23],"using":[24],"only":[25,175],"its":[26],"main":[27],"aggregate":[28,77,86],"signal.":[29,78],"One":[30],"proposed":[34],"solve":[36],"NILM":[38,58],"problem":[39],"Sparse":[41,124],"Coding":[42,125],"(SC),":[43],"it":[45],"able":[47,166],"find":[49],"hidden":[50],"representations":[51],"signals.":[54],"Combining":[55],"SC":[56],"with":[57],"provides":[59],"model":[61,135,152],"which":[62,93,182],"produces":[63],"feature":[64],"encodings":[65],"best":[67],"represent":[68],"in":[72],"their":[73,104],"relation":[74],"However,":[79],"this":[80],"method":[81],"requires":[82],"access":[83],"both":[85],"and":[87,131,158,174],"house,":[92],"can":[94,106],"potentially":[95],"risk":[96],"safety":[98],"users\u2019":[101],"privacy":[102],"since":[103],"activity":[105],"be":[107],"predicted":[108],"by":[109],"an":[110],"ill-intentioned":[111],"model.":[112],"This":[113,134],"paper":[114],"proposes":[115],"new":[117],"framework":[118,164],"called":[119],"Federated":[120],"Learning":[121],"Discriminative":[122],"Disaggregation":[123],"(FL-DDSC)":[126],"based":[127],"on":[128,153],"federated":[129],"learning":[130],"sparse":[132,141,191],"coding.":[133],"maintains":[136],"good":[138],"level":[139],"code-based":[142],"disaggregation":[143],"performance":[144],"while":[145],"maintaining":[146],"user":[147],"privacy.":[148],"We":[149,160],"test":[150],"our":[151,163],"two":[154],"public":[155],"datasets:":[156],"REFIT":[157],"REDD.":[159],"show":[161],"provide":[168],"similar":[169],"performances":[170],"regular":[172],"DDSC":[173],"loses":[176],"small":[178],"amount":[179],"information,":[181],"confirms":[183],"validity":[185],"distributed":[188],"approach":[189],"coding-based":[192],"disaggregation.":[193]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}