{"id":47916,"date":"2026-03-03T16:35:38","date_gmt":"2026-03-03T15:35:38","guid":{"rendered":"https:\/\/spacewell.com\/okategoriserad\/ai-in-energy-management\/"},"modified":"2026-03-06T14:09:54","modified_gmt":"2026-03-06T13:09:54","slug":"ai-in-energy-management","status":"publish","type":"post","link":"https:\/\/spacewell.com\/sv\/resurser\/blogg\/ai-in-energy-management\/","title":{"rendered":"AI inom energihantering: Omvandla data till handling"},"content":{"rendered":"<div class=\"gb-container gb-container-2fca63ba gb-container-5731d80c\">\n\n<p>Under de senaste \u00e5ren har artificiell intelligens (AI) blivit ett modeord i n\u00e4stan alla branscher. Men bortom hypen h\u00e5ller AI i det tysta p\u00e5 att f\u00f6r\u00e4ndra hur vi \u00f6vervakar och styr v\u00e5ra byggnader. Inom energihantering handlar AI inte om att ers\u00e4tta m\u00e4nsklig expertis, utan om att f\u00f6rb\u00e4ttra den och omvandla komplexa data till tydliga insikter som hj\u00e4lper organisationer att spara energi, s\u00e4nka kostnaderna och minska utsl\u00e4ppen.  <\/p>\n\n\n\n<p>K\u00e4rnan i denna omvandling \u00e4r f\u00f6rst\u00e5elsen f\u00f6r att energihantering \u00e4r en kontinuerlig resa, inte ett enstaka projekt. I grunden f\u00f6ljer energihantering det v\u00e4lk\u00e4nda ramverket &#8221;Planera, g\u00f6ra, kontrollera, agera&#8221;: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Planera<\/strong> vad du vill genomf\u00f6ra i din byggnad<\/li>\n\n\n\n<li><strong>Utf\u00f6ra<\/strong> de \u00e5tg\u00e4rder som kr\u00e4vs f\u00f6r att f\u00f6rverkliga planerna<\/li>\n\n\n\n<li><strong>Kontrollera<\/strong> resultatet av dina \u00e5tg\u00e4rder genom dataanalys<\/li>\n\n\n\n<li><strong>Agera<\/strong> utifr\u00e5n vad du har l\u00e4rt dig och b\u00f6rja om p\u00e5 nytt<\/li>\n<\/ul>\n\n\n\n<p>Denna cykel tar egentligen aldrig slut utan upprepas i det o\u00e4ndliga, vilket driver fram st\u00e4ndiga f\u00f6rb\u00e4ttringar och l\u00e5ngsiktig h\u00e5llbarhet.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:33.33%\">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1919\" src=\"https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited.jpg\" alt=\"Julia Bayacas, produktchef f&#xF6;r artificiell intelligens (AI)\" class=\"wp-image-47194\" srcset=\"https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited.jpg 1920w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited-500x500.jpg 500w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited-1024x1024.jpg 1024w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited-250x250.jpg 250w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited-768x768.jpg 768w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Julia-3-edited-1536x1536.jpg 1536w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:66.66%\">\n<h2 class=\"gb-headline gb-headline-ba3154a8 gb-headline-text\">M\u00f6t f\u00f6rfattaren<\/h2>\n\n\n\n<h3 class=\"gb-headline gb-headline-70d98531 gb-headline-text\">J\u00falia Bayascas<\/h3>\n\n\n\n<p><strong>Produktchef f\u00f6r artificiell intelligens (AI)<\/strong><\/p>\n\n\n\n<p>AI Product Manager p\u00e5 Spacewell Energy med \u00f6ver 5 \u00e5rs erfarenhet av energianalys och AI-drivna l\u00f6sningar f\u00f6r energihantering.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p>F\u00f6r att hantera denna process p\u00e5 ett effektivt s\u00e4tt beh\u00f6ver organisationer en stark digital grund: en programvara f\u00f6r energihantering (EMS). EMS fungerar som ett centralt nav d\u00e4r all energirelaterad information samlas, vilket g\u00f6r det m\u00f6jligt f\u00f6r anv\u00e4ndare att sp\u00e5ra prestanda, validera besparingar och skala upp sina strategier \u00f6ver hela portf\u00f6ljer. Utan ett s\u00e5dant verktyg drunknar energiansvariga ofta i kalkylblad och \u00e4gnar mer tid \u00e5t att organisera data \u00e4n att agera utifr\u00e5n insikterna. Ett EMS g\u00f6r processen smartare, snabbare och o\u00e4ndligt mycket mer skalbar.   <\/p>\n\n\n\n<p>Det \u00e4r h\u00e4r Spacewell Energys plattform kommer in i bilden, med ett molnbaserat EMS som hj\u00e4lper organisationer att sp\u00e5ra, analysera och optimera energiprestandan i hela portf\u00f6ljer. Plattformen utvecklades ursprungligen som Dexma, en pionj\u00e4r inom molnbaserad energihantering, och \u00e4r nu en del av Spacewell inom Nemetschek Group, som kombinerar mogen energianalys med expertis inom byggnadsf\u00f6rvaltning i en enda l\u00f6sning. <\/p>\n\n\n\n<p>Idag erbjuder Spacewell Energy en omfattande upps\u00e4ttning verktyg som \u00e4r utformade f\u00f6r att hj\u00e4lpa organisationer att m\u00e4ta, f\u00f6rst\u00e5 och optimera sin energiprestanda. Genom att kombinera banbrytande analyser med intuitiv design g\u00f6r plattformen det m\u00f6jligt f\u00f6r f\u00f6retag att fatta v\u00e4lgrundade beslut som minskar kostnader och utsl\u00e4pp samtidigt som den operativa effektiviteten \u00f6kar. Det \u00e4r teknik med ett syfte som g\u00f6r det m\u00f6jligt f\u00f6r energichefer att fokusera p\u00e5 det de g\u00f6r b\u00e4st.  <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-the-role-of-ai-in-energy-management\">AI:s roll inom energihantering<\/h2>\n\n\n\n<p>S\u00e5 hur passar AI in i allt detta? Tv\u00e4rtemot vad m\u00e5nga tror <strong>\u00e4r AI inte h\u00e4r f\u00f6r att ers\u00e4tta m\u00e4nsklig expertis eller energihanterarnas roll.<\/strong> Ist\u00e4llet f\u00f6rb\u00e4ttrar den deras kapacitet. AI b\u00f6r ses som en allierad som integreras s\u00f6ml\u00f6st i varje steg av energihanteringsprocessen. Fr\u00e5n planering till handling <strong>st\u00f6der den beslutsfattandet och hj\u00e4lper organisationer att reagera dynamiskt p\u00e5 f\u00f6r\u00e4ndringar.<\/strong>    <\/p>\n\n\n\n<p>AI kan dock bara vara s\u00e5 starkt som den grund det st\u00e5r p\u00e5. F\u00f6r att kunna leverera meningsfulla resultat kr\u00e4vs tv\u00e5 viktiga element: gedigen kunskap om energi och h\u00f6gkvalitativa data. Utan dem kommer inte ens de mest avancerade modellerna att kunna leverera. AI \u00e4r kraftfullt, men det \u00e4r inte magiskt.   <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/spacewell.com\/wp-content\/uploads\/2019\/08\/closeup-of-hand-typing-in-office-with-hud-city-interface-1200x630-1-1024x538.png\" alt=\"N&#xE4;rbild av hand som skriver p&#xE5; tangentbord p&#xE5; kontor med hub city-gr&#xE4;nssnitt\" class=\"wp-image-889\" srcset=\"https:\/\/spacewell.com\/wp-content\/uploads\/2019\/08\/closeup-of-hand-typing-in-office-with-hud-city-interface-1200x630-1-1024x538.png 1024w, https:\/\/spacewell.com\/wp-content\/uploads\/2019\/08\/closeup-of-hand-typing-in-office-with-hud-city-interface-1200x630-1-500x263.png 500w, https:\/\/spacewell.com\/wp-content\/uploads\/2019\/08\/closeup-of-hand-typing-in-office-with-hud-city-interface-1200x630-1-768x403.png 768w, https:\/\/spacewell.com\/wp-content\/uploads\/2019\/08\/closeup-of-hand-typing-in-office-with-hud-city-interface-1200x630-1.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-09e3921a gb-headline-text\">Varf\u00f6r datakvalitet \u00e4r viktigare \u00e4n n\u00e5gonsin<\/h2>\n\n\n\n<p>Data \u00e4r ryggraden i alla strategier f\u00f6r energihantering och livsnerven i AI. Tyv\u00e4rr \u00e4r d\u00e5lig datakvalitet fortfarande ett av de st\u00f6rsta hindren f\u00f6r framg\u00e5ng. <strong>De vanligaste utmaningarna inom energihanteringsomr\u00e5det<\/strong> \u00e4r bland annat <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Felaktiga m\u00e4tare, vilket leder till datatoppar n\u00e4r enheterna startas om<\/li>\n\n\n\n<li>Uteblivna avl\u00e4sningar orsakade av anslutningsproblem<\/li>\n\n\n\n<li>Felaktiga data till f\u00f6ljd av kalibreringsfel<\/li>\n\n\n\n<li>Hinder f\u00f6r att f\u00e5 tillg\u00e5ng till relevanta data, vilket g\u00f6r att man inte kan f\u00f6rklara verkliga konsumtionsm\u00f6nster<\/li>\n<\/ul>\n\n\n\n<p>Innan AI implementeras m\u00e5ste organisationerna investera tid i datainsamling och datarensning. Utan bra data finns det ingen tillf\u00f6rlitlig analys, ingen meningsfull insikt och inga verkliga energibesparingar. <\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-e83977cb gb-headline-text\">Tre praktiska AI-anv\u00e4ndningsfall inom energihantering<\/h2>\n\n\n\n<p>Det finns otaliga s\u00e4tt som AI kan f\u00f6rb\u00e4ttra energihanteringsprocessen p\u00e5, men tre sticker ut som s\u00e4rskilt betydelsefulla: generering av baslinjer, energiprognoser och uppt\u00e4ckt av avvikelser.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Generering av baslinje: Bevisa besparingar<\/h3>\n\n\n\n<p>En baslinje representerar den f\u00f6rv\u00e4ntade energif\u00f6rbrukningen i en byggnad under normala driftsf\u00f6rh\u00e5llanden, utan att n\u00e5gon specifik energibesparande \u00e5tg\u00e4rd till\u00e4mpas. Den fungerar som referenspunkt f\u00f6r att ber\u00e4kna faktiska besparingar och \u00e4r s\u00e4rskilt viktig i efterlevnadssystem som Storbritanniens ESOS (Energy Savings Opportunity Scheme). <\/p>\n\n\n\n<p>Spacewell Energy hanterar detta med en automatisk baslinjekalkylator som utifr\u00e5n in- och utdatavariabler best\u00e4mmer den mest exakta baslinjen. Modellen med den h\u00f6gsta statistiska tillf\u00f6rlitligheten (justerad R\u00b2) v\u00e4ljs automatiskt och alla viktiga m\u00e4tv\u00e4rden delas transparent s\u00e5 att anv\u00e4ndarna kan bed\u00f6ma kvaliteten. <\/p>\n\n\n\n<p>F\u00f6r det h\u00e4r anv\u00e4ndningsfallet anv\u00e4nder Spacewell Energy avsiktligt en enkel regressionsmodell i st\u00e4llet f\u00f6r mer ogenomskinliga maskininl\u00e4rningsalgoritmer. Detta s\u00e4kerst\u00e4ller tydlighet eftersom bevis p\u00e5 energibesparingar ofta involverar revisorer, ingenj\u00f6rer och kunder. Transparenta, l\u00e4ttf\u00f6rst\u00e5eliga modeller effektiviserar validering och efterlevnad samtidigt som de uppr\u00e4tth\u00e5ller analytisk stringens.  <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Energiprognoser: Planera fram\u00e5t med tillf\u00f6rsikt<\/h3>\n\n\n\n<p>Prognoser spelar en avg\u00f6rande roll i planeringen av b\u00e5de energif\u00f6rbrukning och energiproduktion. Korrekta prognoser m\u00f6jligg\u00f6r proaktiva beslut som optimerar verksamheten p\u00e5 kort sikt och ger underlag f\u00f6r budgetar och strategier p\u00e5 l\u00e5ng sikt. <\/p>\n\n\n\n<p>Spacewell Energys prognosverktyg kombinerar historisk f\u00f6rbrukning, meteorologiska data och kalenderinformation f\u00f6r att f\u00f6ruts\u00e4ga de kommande tio dagarnas f\u00f6rbrukning eller produktion med h\u00f6g precision. Bakom kulisserna identifierar avancerade maskininl\u00e4rningsmodeller automatiskt den b\u00e4st l\u00e4mpade algoritmen baserat p\u00e5 tillg\u00e4ngliga data, vilket s\u00e4kerst\u00e4ller att kunderna f\u00e5r h\u00f6gsta m\u00f6jliga prognosnoggrannhet f\u00f6r att st\u00f6dja driftsoptimering. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Uppt\u00e4ckt av avvikelser: Undvikande av energisl\u00f6seri<\/h3>\n\n\n\n<p>Avvikelsedetektering \u00e4r ett av de mest v\u00e4rdefulla s\u00e4tten som AI kan bidra till energieffektivitet. Genom att tidigt identifiera oregelbunden f\u00f6rbrukning kan cheferna ta itu med problemen innan de eskalerar, vilket ofta leder till att on\u00f6diga kostnader undviks eller till och med att utrustningen g\u00e5r s\u00f6nder. <\/p>\n\n\n\n<p>Att bygga en tillf\u00f6rlitlig detektionsmodell \u00e4r dock ingen l\u00e4tt uppgift. Verkliga energidata \u00e4r s\u00e4llan rena och anomalier \u00e4r en del av sj\u00e4lva datasetet. Att utforma modeller som kan skilja mellan normal variation och verkliga fel \u00e4r b\u00e5de en konst och en vetenskap.  <\/p>\n\n\n\n<p><a href=\"https:\/\/spacewell.com\/sv\/energy-management-software\/ai-anomaly-detection\/\">Spacewell Energy erbjuder en funktion f\u00f6r anomalidetektering<\/a> som skannar data dygnet runt f\u00f6r att lyfta fram ovanliga m\u00f6nster i hela portf\u00f6ljer, vilket g\u00f6r att kunderna kan koncentrera sig p\u00e5 att l\u00f6sa problem i st\u00e4llet f\u00f6r att leta efter dem.<\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-9fb00a92 gb-headline-text\">En blick fram\u00e5t: M\u00e4nsklig expertis m\u00f6ter maskinell intelligens<\/h2>\n\n\n\n<p><strong>AI \u00e4r inte h\u00e4r f\u00f6r att omdefiniera energihanteringen, utan f\u00f6r att st\u00e4rka den.<\/strong> Framtiden tillh\u00f6r de organisationer som kombinerar m\u00e4nsklig expertis med intelligent teknik. Spacewell Energy forts\u00e4tter att investera i forskning och innovation f\u00f6r att s\u00e4kerst\u00e4lla att f\u00f6retagets anv\u00e4ndare ligger steget f\u00f6re den tekniska utvecklingen. Genom att integrera AI i varje steg av energihanteringsprocessen g\u00f6r f\u00f6retaget bra energihanterare \u00e4nnu b\u00e4ttre.   <\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-b841494e gb-headline-text\">Vill du veta mer om hur AI st\u00f6der energihantering?<\/h2>\n\n\n\n<p>\u00c4r du redo att se AI i aktion? J\u00falia Bayacas, AI Product Manager p\u00e5 Spacewell Energy och f\u00f6rfattare till den h\u00e4r artikeln, avsl\u00f6jar hur intelligenta insikter omvandlar energidata till m\u00e4tbara resultat. Titta p\u00e5 hennes webbseminarium p\u00e5 beg\u00e4ran och uppt\u00e4ck praktiska strategier f\u00f6r att s\u00e4nka kostnaderna, f\u00f6rb\u00e4ttra effektiviteten och driva h\u00e5llbar p\u00e5verkan.  <\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/get.spacewell.com\/en\/artificial-intelligence-in-energy-management-forecasting-webinar?hsCtaTracking=87d938df-6566-449a-9792-de9b1b973f13%7C5790a9b0-f60d-4c2f-b292-2d4b1025eedf\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"288\" src=\"https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2-1024x288.png\" alt=\"\" class=\"wp-image-47320\" style=\"aspect-ratio:3.5559216547684422;object-fit:cover;width:788px;height:auto\" srcset=\"https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2-1024x288.png 1024w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2-500x141.png 500w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2-768x216.png 768w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2-1536x432.png 1536w, https:\/\/spacewell.com\/wp-content\/uploads\/2026\/02\/Your-paragraph-text-2.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"gb-headline gb-headline-d77da475 gb-headline-text\">Uppt\u00e4ck vad Spacewell Energy kan g\u00f6ra f\u00f6r din organisation.<\/h2>\n\n\n\n<p>Fyll i formul\u00e4ret nedan f\u00f6r att beg\u00e4ra en personlig demo och uppt\u00e4ck hur Spacewell Energy kombinerar m\u00e4nsklig expertis med AI-drivna insikter f\u00f6r att hj\u00e4lpa organisationer att optimera energi, s\u00e4nka kostnader och minska utsl\u00e4pp, vilket g\u00f6r bra energihanterare \u00e4nnu b\u00e4ttre.<\/p>\n\n\n\n<script charset=\"utf-8\" type=\"text\/javascript\" src=\"\/\/js.hsforms.net\/forms\/embed\/v2.js\"><\/script><script>hbspt.forms.create({\n    portalId: \"437281\",\n    formId: \"24cbb6f7-bce4-4f96-823b-e04a3c41b509\",\n    region: \"na1\"\n  });\n<\/script>\n\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Under de senaste \u00e5ren har artificiell intelligens (AI) blivit ett modeord i n\u00e4stan alla branscher. Men bortom hypen h\u00e5ller AI i det tysta p\u00e5 att f\u00f6r\u00e4ndra hur vi \u00f6vervakar och styr v\u00e5ra byggnader. Inom energihantering handlar AI inte om att ers\u00e4tta m\u00e4nsklig expertis, utan om att f\u00f6rb\u00e4ttra den och omvandla komplexa data till tydliga insikter &#8230; <a title=\"AI inom energihantering: Omvandla data till handling\" class=\"read-more\" href=\"https:\/\/spacewell.com\/sv\/resurser\/blogg\/ai-in-energy-management\/\" aria-label=\"L\u00e4s mer om AI inom energihantering: Omvandla data till handling\">L\u00e4s mer<\/a><\/p>\n","protected":false},"author":46,"featured_media":35411,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[687,37,684,32],"tags":[],"class_list":["post-47916","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-anomaly-detection-5-sv","category-blogg","category-energy-6-sv","category-resurser","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-50","no-featured-image-padding"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI inom energihantering: Att omvandla data till handling | Spacewell<\/title>\n<meta name=\"description\" content=\"AI hj\u00e4lper energiledare att s\u00e4nka kostnaderna, spara energi och minska utsl\u00e4ppen med b\u00e4ttre baslinjer, prognoser 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