{"id":9423,"date":"2020-11-11T14:05:39","date_gmt":"2020-11-11T14:05:39","guid":{"rendered":"https:\/\/unipower.se\/?p=9423"},"modified":"2022-11-08T15:41:55","modified_gmt":"2022-11-08T14:41:55","slug":"ebrahim-bryter-ny-mark-med-maskininlarningsmetoder-for-elkvalitetsanalys","status":"publish","type":"post","link":"https:\/\/unipower-se.tbwebsite.com\/sv\/nyheter\/ebrahim-bryter-ny-mark-med-maskininlarningsmetoder-for-elkvalitetsanalys\/","title":{"rendered":"Ebrahim bryter ny mark med maskininl\u00e4rningsmetoder f\u00f6r elkvalitetsanalys"},"content":{"rendered":"

Unipower erbjuder en ny produkt tillsammans med startupen Eneryield – en analysrapport som automatiserar processen f\u00f6r att hitta grundorsaker till elkvalitetsst\u00f6rningar. Den underliggande tekniken bygger p\u00e5 forskning av Ebrahim Balouji (Ph.D Elektroteknik) och Karl B\u00e4ckstr\u00f6m (Ph.D.c Datavetenskap) vid Chalmers Tekniska H\u00f6gskola. Ebrahim har \u00e5tta \u00e5rs erfarenhet av datahantering och elkvalitetsanalys, eln\u00e4tsmodellering och kompensering av elkvalitetsproblem. Han tror att det finns stora m\u00f6jligheter att modernisera eln\u00e4tet. <\/strong><\/p>\n

V\u00e4rlden blir allt mer digitaliserad och elsystemen f\u00f6ljer den trenden. N\u00e4r fler sensorer installeras p\u00e5 eln\u00e4ten \u00f6kar m\u00e4ngden data som samlas in. Det skapar stora m\u00f6jligheter att addera v\u00e4rde genom att analysera datan p\u00e5 mer sofistikerade s\u00e4tt, till exempel med nya maskininl\u00e4rningsmetoder. Det har blivit ett viktigt verktyg att analysera eln\u00e4tsdata p\u00e5 senare tid tack vare att tillg\u00e4ngligheten p\u00e5 ber\u00e4kningskraft, datalagring och kommunikation har f\u00f6rb\u00e4ttrats. De v\u00e4rden som skapas relaterar till energieffektivitet, leveranss\u00e4kerhet och prediktivt underh\u00e5ll.<\/p>\n

Ebrahim Balouji har utvecklat nya djupinl\u00e4rnings- och maskininl\u00e4rningsmetoder f\u00f6r att analysera signaler som relaterar till str\u00f6m och sp\u00e4nning. Just nu genomf\u00f6r han sin andra PhD inom signalprocessering vid avdelningen f\u00f6r Elektroteknik p\u00e5 Chalmers Tekniska H\u00f6gskola.<\/p>\n

– Maskininl\u00e4rning g\u00f6r det m\u00f6jligt att utnyttja stora m\u00e4ngder data fr\u00e5n eln\u00e4tet f\u00f6r att extrahera v\u00e4rdefulla insikter, vilket kan h\u00f6ja prestandan p\u00e5 eln\u00e4ten och g\u00f6ra de mer effektiva, s\u00e4ger Ebrahim.<\/p>\n

Genom att anv\u00e4nda djupinl\u00e4rningstekniker kan Ebrahims metoder klassificera elkvalitetsh\u00e4ndelser och jordfel f\u00f6r att identifiera deras grundorsak och riktning med en mycket h\u00f6g tr\u00e4ffs\u00e4kerhet. Denna process kr\u00e4ver annars manuellt arbete och kunskap i \u00e4mnet, men Ebrahims arbete visar att det kan automatiseras med f\u00f6rb\u00e4ttrad kvalitet. Det \u00e4r en viktig best\u00e5ndsdel i Eneryields arbete att leverera en trov\u00e4rdig modell av eln\u00e4tet vid alla platser och tidpunkter. Genom att lokalisera svagheter i elsystem \u00e4r det ocks\u00e5 m\u00f6jligt att st\u00e4rka dem f\u00f6r att f\u00f6rb\u00e4ttra leveranss\u00e4kerheten och energieffektiviteten. Ebrahim har ocks\u00e5 klassificerat och analyserat partiella urladdningar, eller glimningar, med imponerande resultat. Det kan anv\u00e4ndas f\u00f6r att uppskatta livsl\u00e4ngden p\u00e5 elektroniska enheter som motorer, f\u00f6r att f\u00f6rst\u00e5 n\u00e4r underh\u00e5ll beh\u00f6vs.<\/p>\n

M\u00f6jligheten att f\u00f6rutse elkvalitetsh\u00e4ndelser och -variationer, som \u00f6vertoner och flimmer, \u00e4r ytterligare en av Ebrahims uppt\u00e4ckter. Den forskningen har han genomf\u00f6rt tillsammans med sin kollega, Karl B\u00e4ckstr\u00f6m, som ocks\u00e5 doktorerar p\u00e5 Chalmers. F\u00f6r att f\u00f6rutsp\u00e5 elkvalitet kr\u00e4vs att signalen som m\u00e4ts behandlas med speciella f\u00f6r-processeringsmetoder. Dessa har resulterat i m\u00f6jligheten att f\u00f6rutse elkvalitetsh\u00e4ndelser och -variationer upp till \u00f6nskade horisonter. En intressant applikation \u00e4r i aktiva elkvalitetsfilter, som anv\u00e4nds f\u00f6r att kompensera elkvalitetsst\u00f6rningar, och anv\u00e4nda algoritmen f\u00f6r att minska deras nuvarande f\u00f6rdr\u00f6jningar. Det kan f\u00e5 dem att agera i realtid med en h\u00f6gre effektivitet och f\u00f6rb\u00e4ttrad elkvalitet i utsatta omr\u00e5den.<\/p>\n

Om du vill l\u00e4sa mer om Ebrahims forskning \u00e4r det m\u00f6jligt att hitta hans artiklar h\u00e4r: https:\/\/ieeexplore.ieee.org\/author\/37085455267<\/a><\/p>\n

Unipower och startupen Eneryield (www.eneryield.com<\/a>) erbjuder nu en ny analysrapport, baserad p\u00e5 Ebrahims forskning. De maskininl\u00e4rningsbaserade insikterna som levereras i rapporten g\u00f6r det m\u00f6jligt f\u00f6r elbolag att ta ett steg mot smartare eln\u00e4t och f\u00f6rb\u00e4ttra dess p\u00e5litlighet.<\/p>","protected":false},"excerpt":{"rendered":"

Unipower erbjuder en ny produkt tillsammans med startupen Eneryield – en analysrapport som automatiserar processen f\u00f6r att hitta grundorsaker till elkvalitetsst\u00f6rningar. Den underliggande tekniken bygger p\u00e5 forskning av Ebrahim Balouji (Ph.D Elektroteknik) och Karl B\u00e4ckstr\u00f6m (Ph.D.c Datavetenskap) vid Chalmers Tekniska H\u00f6gskola. Ebrahim har \u00e5tta \u00e5rs erfarenhet av datahantering och elkvalitetsanalys, eln\u00e4tsmodellering och kompensering av elkvalitetsproblem. […]<\/p>","protected":false},"author":1,"featured_media":9418,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-9423","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-nyheter"],"yoast_head":"\nEbrahim bryter ny mark med maskininl\u00e4rningsmetoder f\u00f6r elkvalitetsanalys - Unipower AB<\/title>\n<meta name=\"description\" content=\"Unipower erbjuder en ny produkt tillsammans med startupen Eneryield - en analysrapport som automatiserar processen f\u00f6r att hitta grundorsaker till elkvalitetsst\u00f6rningar.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/unipower-se.tbwebsite.com\/sv\/nyheter\/ebrahim-bryter-ny-mark-med-maskininlarningsmetoder-for-elkvalitetsanalys\/\" \/>\n<meta property=\"og:locale\" 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