{"id":"https://openalex.org/W2974937641","doi":"https://doi.org/10.1186/s42162-019-0097-8","title":"Pool detection from smart metering data with convolutional neural networks","display_name":"Pool detection from smart metering data with convolutional neural networks","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2974937641","doi":"https://doi.org/10.1186/s42162-019-0097-8","mag":"2974937641"},"language":"en","primary_location":{"id":"doi:10.1186/s42162-019-0097-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-019-0097-8","pdf_url":"https://energyinformatics.springeropen.com/track/pdf/10.1186/s42162-019-0097-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://energyinformatics.springeropen.com/track/pdf/10.1186/s42162-019-0097-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000884319","display_name":"Cornelia Ferner","orcid":"https://orcid.org/0000-0003-1721-0453"},"institutions":[{"id":"https://openalex.org/I4210087982","display_name":"Fachhochschule Salzburg","ror":"https://ror.org/0072dxg89","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210087982"]}],"countries":["AT"],"is_corresponding":true,"raw_author_name":"Cornelia Ferner","raw_affiliation_strings":["Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","Salzburg University of Applied Sciences, Puch/Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","institution_ids":["https://openalex.org/I4210087982"]},{"raw_affiliation_string":"Salzburg University of Applied Sciences, Puch/Salzburg, Austria","institution_ids":["https://openalex.org/I4210087982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008679520","display_name":"G\u00fcnther Eibl","orcid":"https://orcid.org/0000-0001-9570-5246"},"institutions":[{"id":"https://openalex.org/I4210087982","display_name":"Fachhochschule Salzburg","ror":"https://ror.org/0072dxg89","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210087982"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"G\u00fcnther Eibl","raw_affiliation_strings":["Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","Salzburg University of Applied Sciences, Puch/Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","institution_ids":["https://openalex.org/I4210087982"]},{"raw_affiliation_string":"Salzburg University of Applied Sciences, Puch/Salzburg, Austria","institution_ids":["https://openalex.org/I4210087982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036277459","display_name":"Andreas Unterweger","orcid":"https://orcid.org/0000-0002-3374-1636"},"institutions":[{"id":"https://openalex.org/I4210087982","display_name":"Fachhochschule Salzburg","ror":"https://ror.org/0072dxg89","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210087982"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Andreas Unterweger","raw_affiliation_strings":["Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","Salzburg University of Applied Sciences, Puch/Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","institution_ids":["https://openalex.org/I4210087982"]},{"raw_affiliation_string":"Salzburg University of Applied Sciences, Puch/Salzburg, Austria","institution_ids":["https://openalex.org/I4210087982"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042106320","display_name":"Sebastian Burkhart","orcid":"https://orcid.org/0000-0003-3844-4208"},"institutions":[{"id":"https://openalex.org/I4210087982","display_name":"Fachhochschule Salzburg","ror":"https://ror.org/0072dxg89","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210087982"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Sebastian Burkhart","raw_affiliation_strings":["Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","Salzburg University of Applied Sciences, Puch/Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","institution_ids":["https://openalex.org/I4210087982"]},{"raw_affiliation_string":"Salzburg University of Applied Sciences, Puch/Salzburg, Austria","institution_ids":["https://openalex.org/I4210087982"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026447617","display_name":"Stefan Wegenkittl","orcid":"https://orcid.org/0000-0002-3297-7997"},"institutions":[{"id":"https://openalex.org/I4210087982","display_name":"Fachhochschule Salzburg","ror":"https://ror.org/0072dxg89","country_code":"AT","type":"education","lineage":["https://openalex.org/I4210087982"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Stefan Wegenkittl","raw_affiliation_strings":["Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","Salzburg University of Applied Sciences, Puch/Salzburg, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Salzburg University of Applied Sciences, Urstein Sued 1, Puch/Salzburg, 5412, Austria","institution_ids":["https://openalex.org/I4210087982"]},{"raw_affiliation_string":"Salzburg University of Applied Sciences, Puch/Salzburg, Austria","institution_ids":["https://openalex.org/I4210087982"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000884319"],"corresponding_institution_ids":["https://openalex.org/I4210087982"],"apc_list":{"value":790,"currency":"GBP","value_usd":969},"apc_paid":{"value":790,"currency":"GBP","value_usd":969},"fwci":0.2421,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.56075344,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"2","issue":"S1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9994999766349792,"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"}},"topics":[{"id":"https://openalex.org/T10603","display_name":"Smart Grid Energy Management","score":0.9994999766349792,"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/T13429","display_name":"Electricity Theft Detection Techniques","score":0.996399998664856,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9957000017166138,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7646588087081909},{"id":"https://openalex.org/keywords/amenity","display_name":"Amenity","score":0.7095487117767334},{"id":"https://openalex.org/keywords/metering-mode","display_name":"Metering mode","score":0.6913378238677979},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6529862284660339},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.5792242288589478},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5153350234031677},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4608030319213867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4442508816719055},{"id":"https://openalex.org/keywords/consumption","display_name":"Consumption (sociology)","score":0.4161338210105896},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4085334539413452},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3534356355667114},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.25132638216018677},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12837031483650208},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.08915731310844421}],"concepts":[{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7646588087081909},{"id":"https://openalex.org/C2778362435","wikidata":"https://www.wikidata.org/wiki/Q867393","display_name":"Amenity","level":2,"score":0.7095487117767334},{"id":"https://openalex.org/C30905978","wikidata":"https://www.wikidata.org/wiki/Q815598","display_name":"Metering mode","level":2,"score":0.6913378238677979},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6529862284660339},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.5792242288589478},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5153350234031677},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4608030319213867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4442508816719055},{"id":"https://openalex.org/C30772137","wikidata":"https://www.wikidata.org/wiki/Q5164762","display_name":"Consumption (sociology)","level":2,"score":0.4161338210105896},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4085334539413452},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3534356355667114},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.25132638216018677},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12837031483650208},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.08915731310844421},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"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/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s42162-019-0097-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-019-0097-8","pdf_url":"https://energyinformatics.springeropen.com/track/pdf/10.1186/s42162-019-0097-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:4df3ced20fd642448f621e0d91110182","is_oa":false,"landing_page_url":"https://doaj.org/article/4df3ced20fd642448f621e0d91110182","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Energy Informatics, Vol 2, Iss S1, Pp 1-9 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s42162-019-0097-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s42162-019-0097-8","pdf_url":"https://energyinformatics.springeropen.com/track/pdf/10.1186/s42162-019-0097-8","source":{"id":"https://openalex.org/S3035173479","display_name":"Energy Informatics","issn_l":"2520-8942","issn":["2520-8942"],"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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Energy Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323033","display_name":"Bundesministerium f\u00fcr Verkehr, Innovation und Technologie","ror":"https://ror.org/04marky29"},{"id":"https://openalex.org/F4320329768","display_name":"Salzburger Landesregierung","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2974937641.pdf","grobid_xml":"https://content.openalex.org/works/W2974937641.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1665214252","https://openalex.org/W2064759762","https://openalex.org/W2095705004","https://openalex.org/W2099471712","https://openalex.org/W2123910460","https://openalex.org/W2131353345","https://openalex.org/W2159065056","https://openalex.org/W2163605009","https://openalex.org/W2170300599","https://openalex.org/W2548854936","https://openalex.org/W2557283755","https://openalex.org/W2559655401","https://openalex.org/W2604272474","https://openalex.org/W2612690371","https://openalex.org/W2626778328","https://openalex.org/W2730936454","https://openalex.org/W2789933060","https://openalex.org/W2791785320","https://openalex.org/W2890611138","https://openalex.org/W2949117887","https://openalex.org/W3091905774","https://openalex.org/W4233557078","https://openalex.org/W4245729972","https://openalex.org/W4299828299"],"related_works":["https://openalex.org/W819484720","https://openalex.org/W2371527200","https://openalex.org/W2026868584","https://openalex.org/W838793907","https://openalex.org/W1562008401","https://openalex.org/W324798855","https://openalex.org/W2158318158","https://openalex.org/W3015482570","https://openalex.org/W343861260","https://openalex.org/W2076415291"],"abstract_inverted_index":{"Abstract":[0],"The":[1,98],"nationwide":[2],"rollout":[3],"of":[4,29,48],"smart":[5],"meters":[6],"in":[7,57],"private":[8],"households":[9,49],"raises":[10],"privacy":[11,86],"concerns:":[12],"Is":[13],"it":[14],"possible":[15],"to":[16],"extract":[17],"privacy-sensitive":[18],"information":[19,34],"from":[20,70],"a":[21,26,75,103,109],"household\u2019s":[22],"power":[23],"consumption?":[24],"For":[25],"small":[27,76],"sample":[28],"869":[30],"Upper":[31],"Austrian":[32],"households,":[33],"about":[35],"consumption-heavy":[36],"amenities":[37],"and":[38],"household":[39],"characteristics":[40],"are":[41],"available.":[42],"This":[43],"work":[44],"studies":[45],"the":[46,58,93],"detection":[47],"with":[50,113],"swimming":[51],"pools":[52],"(the":[53],"most":[54],"common":[55],"amenity":[56],"dataset)":[59],"using":[60,84],"Convolutional":[61],"Neural":[62],"Networks":[63],"(CNNs)":[64],"applied":[65],"on":[66,108],"load":[67,71],"heatmaps":[68],"constructed":[69],"profiles.":[72],"Although":[73],"only":[74],"dataset":[77],"is":[78],"available,":[79],"results":[80],"show":[81],"that":[82,106],"by":[83],"CNNs,":[85],"can":[87],"be":[88],"broken":[89],"automatically,":[90],"i.e.,":[91],"without":[92],"time-consuming,":[94],"manual":[95],"feature":[96],"generation.":[97],"method":[99],"even":[100],"slightly":[101],"outperforms":[102],"previous":[104],"approach":[105],"relies":[107],"nearest":[110],"neighbor":[111],"classifier":[112],"engineered":[114],"features.":[115]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
