{"id":539,"date":"2019-05-24T11:49:35","date_gmt":"2019-05-24T15:49:35","guid":{"rendered":"https:\/\/mysite.science.uottawa.ca\/lramunno\/?page_id=539"},"modified":"2019-05-31T09:32:52","modified_gmt":"2019-05-31T13:32:52","slug":"deep-learning-for-plasmonics","status":"publish","type":"page","link":"https:\/\/mysite.science.uottawa.ca\/lramunno\/?page_id=539","title":{"rendered":"Artificial Intelligence for Nanophotonics"},"content":{"rendered":"\n<p><strong>Direct Prediction<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignright is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Direct-Prediction-1024x439.png\" alt=\"\" class=\"wp-image-546\" width=\"378\" height=\"161\" srcset=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Direct-Prediction-1024x439.png 1024w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Direct-Prediction-300x128.png 300w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Direct-Prediction-768x329.png 768w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Direct-Prediction.png 1338w\" sizes=\"auto, (max-width: 378px) 100vw, 378px\" \/><\/figure><\/div>\n\n\n\n<p>We use deep learning to predict colours from nano-structured surfaces. Using data acquired in the <a href=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/?page_id=59\">Plasmonic Colours<\/a> work, we trained Deep Neural Networks to predict the colours that result from different laser settings or different nanoparticle geometries. This allows us to accurately predict the outcome of an experiment or simulation without having to run the experiment or the time-consuming simulation, saving both time and money.    <\/p>\n\n\n\n<p><strong>Inverse Design<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"alignright is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Inverse-Prediction-1024x435.png\" alt=\"\" class=\"wp-image-547\" width=\"377\" height=\"159\" srcset=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Inverse-Prediction-1024x435.png 1024w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Inverse-Prediction-300x127.png 300w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Inverse-Prediction-768x326.png 768w, https:\/\/mysite.science.uottawa.ca\/lramunno\/wp-content\/uploads\/2019\/05\/Inverse-Prediction.png 1349w\" sizes=\"auto, (max-width: 377px) 100vw, 377px\" \/><\/figure><\/div>\n\n\n\n<p>We\u2019ve developed a new method for inverse design using deep learning. Given a colour, this method iteratively seeks to find what nanoparticle geometry or laser settings will give this colour. The method is straight forward to implement and effective.   <\/p>\n\n\n\n<p>This work has been published in <a href=\"https:\/\/www.nature.com\/articles\/s41598-019-44522-7\">Nature Scientific Reports<\/a> <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Direct Prediction We use deep learning to predict colours from nano-structured surfaces. Using data acquired in the Plasmonic Colours work, we trained Deep Neural Networks to predict the colours that result from different laser settings or different nanoparticle geometries. This allows us to accurately predict the outcome of an experiment or simulation without having to &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/?page_id=539\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Artificial Intelligence for Nanophotonics&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"parent":33,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-539","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Artificial Intelligence for Nanophotonics - Computational nanophotonics lab<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mysite.science.uottawa.ca\/lramunno\/?page_id=539\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Artificial Intelligence for Nanophotonics - Computational nanophotonics lab\" \/>\n<meta property=\"og:description\" content=\"Direct Prediction We use deep learning to predict colours from nano-structured surfaces. Using data acquired in the Plasmonic Colours work, we trained Deep Neural Networks to predict the colours that result from different laser settings or different nanoparticle geometries. 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Using data acquired in the Plasmonic Colours work, we trained Deep Neural Networks to predict the colours that result from different laser settings or different nanoparticle geometries. 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