{"id":10463,"date":"2024-03-03T13:13:38","date_gmt":"2024-03-03T13:13:38","guid":{"rendered":"https:\/\/dailyai.com\/?p=10463"},"modified":"2024-03-04T11:18:19","modified_gmt":"2024-03-04T11:18:19","slug":"researchers-use-machine-learning-to-copy-and-replicate-fragrances","status":"publish","type":"post","link":"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","title":{"rendered":"Forskare anv\u00e4nder maskininl\u00e4rning f\u00f6r att kopiera och \u00e5terskapa dofter"},"content":{"rendered":"

AI f\u00f6r\u00e4ndrar hur vi t\u00e4nker kring att bevara dofter och kan potentiellt r\u00e4dda s\u00e4llsynta dofter som \u00e4r p\u00e5 v\u00e4g att f\u00f6rsvinna.\u00a0<\/b><\/p>\n

Idelfonso Nogueira och hans team vid Norges teknisk-naturvetenskapliga universitet visade att AI kan skapa formler f\u00f6r att \u00e5terskapa parfymer.<\/span><\/p>\n

Den studie<\/a> inneb\u00e4r att man profilerar dofter efter deras \"doftfamilj\" - beskrivande termer som \"kryddig\" eller \"mysk\" - och deras \"luktv\u00e4rde\", som m\u00e4ter doftens intensitet.\u00a0<\/span><\/p>\n

De fann till exempel en doft med ett h\u00f6gt luktv\u00e4rde f\u00f6r \"kumarin\" (p\u00e5minner om vanilj) och en annan som var s\u00e4rskilt \"alkoholhaltig\".\u00a0<\/span><\/p>\n

Forskarna avser att anv\u00e4nda denna process f\u00f6r att bevara obskyra och s\u00e4llsynta lukter - som de som erh\u00e5lls fr\u00e5n f\u00f6r\u00e4nderliga naturliga milj\u00f6er eller v\u00e4xter p\u00e5 gr\u00e4nsen till utrotning - genom att replikera dem fr\u00e5n ett enda prov.<\/span><\/p>\n

Det skulle ocks\u00e5 kunna m\u00f6jligg\u00f6ra en effektiv, replikerbar process f\u00f6r att skapa parfymer, en uppgift som vanligtvis kr\u00e4ver mycket f\u00f6rs\u00f6k och misstag.\u00a0<\/span><\/p>\n

Uppdelning av metodik<\/h2>\n

Det f\u00f6rsta steget \u00e4r att analysera dofterna i m\u00e5lgruppen f\u00f6r att f\u00f6rst\u00e5 deras doftprofiler, inklusive deras doftfamiljer (som \"kryddig\" eller \"mysk\") och deras intensitet.\u00a0<\/span><\/p>\n

Med hj\u00e4lp av ett GGNN (Gated Graph Neural Network) som tr\u00e4nats p\u00e5 en stor databas med molekyler genererar teamet sedan nya molekyler som potentiellt kan replikera m\u00e5ldoften.\u00a0<\/span><\/p>\n

\"AI-doft\"
Studiens metodik. K\u00e4llor: Via ArXiv<\/a><\/figcaption><\/figure>\n

Processen omfattar tv\u00e5 faser: tr\u00e4ning av GGNN med k\u00e4nda molekyler f\u00f6r att l\u00e4ra sig f\u00f6rh\u00e5llandet mellan molekylstrukturer och deras dofter och sedan generering av nya molekyler som matchar den \u00f6nskade doftprofilen genom \u00f6verf\u00f6ringsinl\u00e4rning.<\/span><\/p>\n

Nogueira f\u00f6rklarar att luktuppfattningen f\u00f6r\u00e4ndras p\u00e5 grund av de fysiska och kemiska interaktioner som molekylerna genomg\u00e5r med luft eller hud.\u00a0<\/span>F\u00f6r att kunna \u00e5terskapa originaldofterna exakt valde de AI-genererade molekyler som avdunstade p\u00e5 samma s\u00e4tt som molekylerna i originaldofterna, vilket var en utmaning n\u00e4r det g\u00e4llde att f\u00e5nga \"toppnoternas\" flyktiga natur och \"basnoternas\" l\u00e5nga livsl\u00e4ngd.<\/span><\/p>\n

Efter att ha genererat en rad olika molekyler v\u00e4ljer teamet ut de som b\u00e4st matchar doftprofilen f\u00f6r m\u00e5ldoften baserat p\u00e5 deras \u00e5ngtryck och doftnoter.\u00a0<\/span><\/p>\n

Det sista steget inneb\u00e4r att optimera parfymformuleringen s\u00e5 att den matchar den ursprungliga doften. Denna process tar h\u00e4nsyn till intensiteten hos olika doftfamiljer i doften och justerar doftens molekyl\u00e4ra sammans\u00e4ttning i enlighet med detta.<\/span><\/p>\n

En av dofterna som framst\u00e4lldes med denna metod var en n\u00e4ra kopia av originalet, med mindre avvikelser i dess \"kumariniska\" och \"skarpa\" noter. Den andra var n\u00e4stan en exakt matchning.\u00a0<\/span><\/p>\n

F\u00f6rfattarna f\u00f6resl\u00e5r att en ut\u00f6kning av databasen till att omfatta mer komplexa molekyler skulle kunna f\u00f6rb\u00e4ttra precisionen i dessa AI-genererade dofter och erbjuda en billigare och mer h\u00e5llbar l\u00f6sning f\u00f6r parfymindustrin, som f\u00f6r n\u00e4rvarande st\u00e5r inf\u00f6r h\u00f6ga kostnader och l\u00e5nga utvecklingstider.<\/span><\/p>\n

Nogueira \u00e4r redo att testa tekniken ytterligare genom att sj\u00e4lv uppleva n\u00e5gra av de AI-genererade dofterna i en kollegas labb i Ljubljana i Slovenien. <\/span>\"Jag \u00e4r mycket glad \u00f6ver att f\u00e5 k\u00e4nna lukten av dem\", s\u00e4ger han.<\/span><\/p>\n

AI har m\u00e5nga nya anv\u00e4ndningsomr\u00e5den i mindre misst\u00e4nkta applikationer, till exempel n\u00e4r forskare anv\u00e4nde neurala n\u00e4tverk f\u00f6r att geo-lokalisera vinets unika smakprofiler<\/a> f\u00f6r att belysa den kemiska grunden f\u00f6r terroir.<\/p>","protected":false},"excerpt":{"rendered":"

AI f\u00f6r\u00e4ndrar hur vi t\u00e4nker kring att bevara dofter och kan potentiellt r\u00e4dda s\u00e4llsynta dofter som \u00e4r p\u00e5 v\u00e4g att f\u00f6rsvinna. Idelfonso Nogueira och hans team vid Norges teknisk-naturvetenskapliga universitet har visat att AI kan skapa formler f\u00f6r att \u00e5terskapa parfymer. Studien omfattar profilering av dofter utifr\u00e5n deras \"doftfamilj\" - beskrivande termer som \"kryddig\" eller \"mysk\" - och deras \"luktv\u00e4rde\", som m\u00e4ter en dofts intensitet. De fann till exempel en doft med ett h\u00f6gt luktv\u00e4rde f\u00f6r \"kumarin\" (p\u00e5minner om vanilj) och en annan som var s\u00e4rskilt \"alkoholhaltig\". Forskarna avser att anv\u00e4nda denna process f\u00f6r att bevara<\/p>","protected":false},"author":2,"featured_media":10465,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[88],"tags":[105],"class_list":["post-10463","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ethics","tag-machine-learning"],"yoast_head":"\nResearchers use machine learning to copy and replicate fragrances | DailyAI<\/title>\n<meta name=\"description\" content=\"AI is changing how we think about preserving scents, potentially rescuing rare fragrances that are on the brink of disappearing.\u00a0\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/dailyai.com\/sv\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/\" \/>\n<meta property=\"og:locale\" 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