{"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\/pt\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/","title":{"rendered":"Os investigadores utilizam a aprendizagem autom\u00e1tica para copiar e replicar fragr\u00e2ncias"},"content":{"rendered":"

A IA est\u00e1 a mudar a forma como pensamos sobre a preserva\u00e7\u00e3o de aromas, potencialmente salvando fragr\u00e2ncias raras que est\u00e3o \u00e0 beira do desaparecimento.\u00a0<\/b><\/p>\n

Idelfonso Nogueira e a sua equipa da Universidade Norueguesa de Ci\u00eancia e Tecnologia demonstraram que a IA pode criar f\u00f3rmulas para recriar perfumes.<\/span><\/p>\n

O estudo<\/a> envolve a defini\u00e7\u00e3o do perfil das fragr\u00e2ncias pela sua \"fam\u00edlia olfactiva\" - termos descritivos como \"picante\" ou \"almiscarado\" - e pelo seu \"valor odor\u00edfero\", que mede a intensidade de um cheiro.\u00a0<\/span><\/p>\n

Por exemplo, eles encontraram uma fragr\u00e2ncia com um alto valor de odor para \"cumar\u00ednico\" (reminiscente de baunilha) e outra que era notavelmente \"alco\u00f3lica\".\u00a0<\/span><\/p>\n

Os investigadores tencionam utilizar este processo para preservar odores obscuros e raros - como os obtidos em ambientes naturais em mudan\u00e7a ou em plantas \u00e0 beira da extin\u00e7\u00e3o - replicando-os a partir de uma \u00fanica amostra.<\/span><\/p>\n

Poder\u00e1 tamb\u00e9m permitir um processo eficiente e replic\u00e1vel para a cria\u00e7\u00e3o de perfumes, uma tarefa que normalmente requer tentativas e erros consider\u00e1veis.\u00a0<\/span><\/p>\n

Reparti\u00e7\u00e3o da metodologia<\/h2>\n

O primeiro passo consiste em analisar as fragr\u00e2ncias alvo para compreender os seus perfis olfactivos, incluindo as suas fam\u00edlias olfactivas (como \"picante\" ou \"almiscarado\") e a sua intensidade.\u00a0<\/span><\/p>\n

Depois, utilizando uma GGNN (Gated Graph Neural Network) treinada numa vasta base de dados de mol\u00e9culas, a equipa gera novas mol\u00e9culas que podem potencialmente replicar a fragr\u00e2ncia alvo.\u00a0<\/span><\/p>\n

\"Aroma
A metodologia do estudo. Fonte: Via ArXiv<\/a><\/figcaption><\/figure>\n

Este processo envolve duas fases: treinar o GGNN com mol\u00e9culas conhecidas para aprender a rela\u00e7\u00e3o entre as estruturas moleculares e os seus aromas e, em seguida, gerar novas mol\u00e9culas que correspondam ao perfil de aroma desejado atrav\u00e9s da aprendizagem por transfer\u00eancia.<\/span><\/p>\n

Nogueira explica que a perce\u00e7\u00e3o do cheiro muda devido \u00e0s interac\u00e7\u00f5es f\u00edsicas e qu\u00edmicas que as mol\u00e9culas sofrem com o ar ou com a pele.\u00a0<\/span>Para reproduzir os aromas originais com precis\u00e3o, seleccionaram mol\u00e9culas geradas por IA que se evaporavam de forma semelhante \u00e0s das fragr\u00e2ncias originais, enfrentando o desafio de captar a natureza ef\u00e9mera das \"notas de topo\" e a longevidade das \"notas de base\".<\/span><\/p>\n

Depois de gerar uma gama de mol\u00e9culas, a equipa selecciona as que melhor correspondem ao perfil olfativo da fragr\u00e2ncia alvo com base na sua press\u00e3o de vapor e notas de fragr\u00e2ncia.\u00a0<\/span><\/p>\n

A fase final envolve a otimiza\u00e7\u00e3o da formula\u00e7\u00e3o do perfume para corresponder ao aroma original. Este processo considera a intensidade das diferentes fam\u00edlias de aromas na fragr\u00e2ncia e ajusta a composi\u00e7\u00e3o molecular da fragr\u00e2ncia em conformidade.<\/span><\/p>\n

Uma das fragr\u00e2ncias produzidas com este m\u00e9todo reproduzia fielmente o original, com pequenos desvios nas suas notas \"cumar\u00ednicas\" e \"agudas\". A outra era quase uma correspond\u00eancia exacta.\u00a0<\/span><\/p>\n

Os autores sugerem que a expans\u00e3o da base de dados para incluir mol\u00e9culas mais complexas poderia aumentar a precis\u00e3o destas fragr\u00e2ncias geradas por IA, oferecendo uma solu\u00e7\u00e3o mais barata e mais sustent\u00e1vel para a ind\u00fastria de perfumes, que atualmente enfrenta custos elevados e longos per\u00edodos de desenvolvimento.<\/span><\/p>\n

Nogueira est\u00e1 pronto para testar a tecnologia ainda mais, experimentando algumas das fragr\u00e2ncias geradas pela IA em primeira m\u00e3o no laborat\u00f3rio de um colega em Ljubljana, Eslov\u00e9nia. <\/span>\"Estou muito entusiasmado por os cheirar\", afirma.<\/span><\/p>\n

A IA tem in\u00fameras utiliza\u00e7\u00f5es inovadoras em aplica\u00e7\u00f5es menos suspeitas, como quando os investigadores utilizaram redes neuronais para localizar geograficamente perfis de sabor \u00fanicos do vinho<\/a> para iluminar a base qu\u00edmica do terroir.<\/p>","protected":false},"excerpt":{"rendered":"

A IA est\u00e1 a mudar a forma como pensamos sobre a preserva\u00e7\u00e3o de aromas, potencialmente salvando fragr\u00e2ncias raras que est\u00e3o \u00e0 beira do desaparecimento. Idelfonso Nogueira e a sua equipa da Universidade Norueguesa de Ci\u00eancia e Tecnologia demonstraram que a IA pode criar f\u00f3rmulas para recriar perfumes. O estudo envolve a defini\u00e7\u00e3o do perfil das fragr\u00e2ncias pela sua \"fam\u00edlia olfactiva\" - termos descritivos como \"picante\" ou \"almiscarado\" - e pelo seu \"valor odor\u00edfero\", que mede a intensidade de um cheiro. Por exemplo, encontraram uma fragr\u00e2ncia com um valor de odor elevado para \"cumar\u00ednico\" (que faz lembrar a baunilha) e outra que era notavelmente \"alco\u00f3lica\". Os investigadores tencionam utilizar este processo para preservar<\/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\/pt\/2024\/03\/researchers-use-machine-learning-to-copy-and-replicate-fragrances\/\" \/>\n<meta property=\"og:locale\" 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