{"id":"https://openalex.org/W6944231399","doi":"https://doi.org/10.18420/informatik2021-021","title":"Modellierung eines Photovoltaik-Fehlererkennungsansatzes unter Berucksichtigung von maschinellem Lernen","display_name":"Modellierung eines Photovoltaik-Fehlererkennungsansatzes unter Berucksichtigung von maschinellem Lernen","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W6944231399","doi":"https://doi.org/10.18420/informatik2021-021"},"language":"de","primary_location":{"id":"doi:10.18420/informatik2021-021","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-021","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/informatik2021-021","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Akharath, Philipp","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Akharath, Philipp","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Altkr\u00fcger, Jaqueline","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Altkr\u00fcger, Jaqueline","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Sahota, Harkiran","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sahota, Harkiran","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":null,"display_name":"Herbort, Volker","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Herbort, Volker","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":null,"display_name":"te Heesen, Henrik","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"te Heesen, Henrik","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23068276,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.44609999656677246,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10468","display_name":"Photovoltaic System Optimization Techniques","score":0.44609999656677246,"subfield":{"id":"https://openalex.org/subfields/2105","display_name":"Renewable Energy, Sustainability and the Environment"},"field":{"id":"https://openalex.org/fields/21","display_name":"Energy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13183","display_name":"Islanding Detection in Power Systems","score":0.14190000295639038,"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/T11941","display_name":"Power System Reliability and Maintenance","score":0.04190000146627426,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"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/isolation","display_name":"Isolation (microbiology)","score":0.2540000081062317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.41749998927116394},{"id":"https://openalex.org/C29456083","wikidata":"https://www.wikidata.org/wiki/Q1221899","display_name":"Gynecology","level":1,"score":0.3598000109195709},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.31040000915527344},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2653999924659729},{"id":"https://openalex.org/C2775941552","wikidata":"https://www.wikidata.org/wiki/Q25212305","display_name":"Isolation (microbiology)","level":2,"score":0.2540000081062317},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.20819999277591705},{"id":"https://openalex.org/C15708023","wikidata":"https://www.wikidata.org/wiki/Q80083","display_name":"Humanities","level":1,"score":0.2062000036239624},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.1761000007390976},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.164900004863739},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.163100004196167}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18420/informatik2021-021","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-021","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/informatik2021-021","is_oa":true,"landing_page_url":"https://doi.org/10.18420/informatik2021-021","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6022775173187256,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Die":[0,141],"Photovoltaik":[1],"spielt":[2],"eine":[3,44,83],"zentrale":[4],"Rolle":[5],"bei":[6],"der":[7,47,109,127,143],"Transformation":[8],"des":[9,63,103],"globalen":[10],"Energiesystems":[11],"zu":[12,28,60],"einer":[13,25,61],"emissionsfreien":[14],"Energieversorgung.":[15],"In":[16],"Deutschland":[17],"tragen":[18],"rund":[19],"1,8":[20],"Millionen":[21],"installierte":[22],"Photovoltaikdachanlagen":[23],"mit":[24,96],"Nennleistung":[26],"bis":[27],"30":[29],"kWp":[30],"zur":[31,73],"elektrischen":[32],"Energieerzeugung":[33],"bei.":[34],"Dennoch":[35],"zeigt":[36],"sich":[37],"insbesondere":[38],"in":[39,129],"dieser":[40,65],"Anlagenklasse,":[41],"dass":[42,146],"durch":[43,149],"fehlende":[45],"Fernu\u0308berwachung":[46],"Stromproduktion":[48],"und":[49,57,85],"ein":[50],"fehlendes":[51],"Qualit\u00e4tssicherungskonzept":[52],"technische":[53],"St\u00f6rungen":[54],"auftreten":[55],"k\u00f6nnen":[56,82],"es":[58],"damit":[59],"Minderung":[62],"Ertrags":[64],"Photovoltaikanlagen":[66,137,154],"kommt":[67],"[HHR18;":[68],"HHR19;":[69],"SH21].":[70],"Bislang":[71],"wurden":[72],"Erkennung":[74],"von":[75,99,115,136,153],"solchen":[76],"Anomalien":[77],"manuelle":[78],"Verfahren":[79,144],"verwendet;":[80],"Machine-Learning-Konzepte":[81],"automatisierte":[84],"adaptive":[86],"Alternative":[87],"darstellen.":[88],"Hierfu\u0308r":[89],"wird":[90],"die":[91,147],"Implementierung":[92],"eines":[93],"Isolation":[94,150],"Forests":[95,151],"dem":[97],"Ansatz":[98],"Leloux":[100],"[Le20]":[101],"hinsichtlich":[102],"methodischen":[104],"Aufbaus":[105],"verglichen.":[106],"Zur":[107],"Bewertung":[108],"verschiedenen":[110],"Ergebnisse":[111],"werden":[112],"exemplarische":[113],"Ertragsdaten":[114],"einzelnen":[116],"Anlagen":[117,128],"analysiert.":[118],"Der":[119],"vorliegende":[120],"Datensatz":[121],"besteht":[122],"aus":[123],"den":[124,133],"jeweiligen":[125],"Ertr\u00e4gen":[126],"fu\u0308nfminu\u0308tigen":[130],"Intervallen":[131],"sowie":[132],"n\u00f6tigen":[134],"Stammdaten":[135],"im":[138],"Su\u0308dwesten":[139],"Deutschlands.":[140],"Gegenu\u0308berstellung":[142],"zeigt,":[145],"Anomalieerkennung":[148],"Betriebsst\u00f6rungen":[152],"automatisch":[155],"identifizieren":[156],"kann.":[157]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}