{"id":519,"date":"2025-01-14T16:45:41","date_gmt":"2025-01-14T19:45:41","guid":{"rendered":"https:\/\/aeria-cs.com.br\/?post_type=portfolio_item&#038;p=519"},"modified":"2025-01-14T16:49:31","modified_gmt":"2025-01-14T19:49:31","slug":"projeto-de-analise-por-ia-de-imagens-de-drones-para-deteccao-e-classificacao-de-corrosao-em-plataformas-offshore","status":"publish","type":"portfolio_item","link":"https:\/\/aeria-cs.com.br\/index.php\/port\/projeto-de-analise-por-ia-de-imagens-de-drones-para-deteccao-e-classificacao-de-corrosao-em-plataformas-offshore\/","title":{"rendered":"Projeto de An\u00e1lise por IA de Imagens de Drones para Detec\u00e7\u00e3o e Classifica\u00e7\u00e3o de Corros\u00e3o em Plataformas Offshore"},"content":{"rendered":"\n<p>Este projeto visou aprimorar a inspe\u00e7\u00e3o e manuten\u00e7\u00e3o de plataformas offshore por meio da an\u00e1lise avan\u00e7ada de imagens capturadas por drones, utilizando intelig\u00eancia artificial e tecnologias de visualiza\u00e7\u00e3o 3D. <\/p>\n\n\n\n<p><strong>Objetivos do Projeto<\/strong>: <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detectar e classificar corros\u00e3o em estruturas offshore de forma eficiente e precisa; <\/li>\n\n\n\n<li>Criar um modelo 3D detalhado da plataforma para visualiza\u00e7\u00e3o e an\u00e1lise; <\/li>\n\n\n\n<li>Implementar um sistema de inspe\u00e7\u00e3o interna usando c\u00e2meras 360\u00b0; <\/li>\n\n\n\n<li>Otimizar o processo de inspe\u00e7\u00e3o atrav\u00e9s de aprendizado ativo (active learning); <\/li>\n<\/ul>\n\n\n\n<p><strong>Metodologia:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Captura de Dados: Drones para Inspe\u00e7\u00e3o Externa:<\/li>\n\n\n\n<li>Utiliza\u00e7\u00e3o de drones equipados com c\u00e2meras de alta resolu\u00e7\u00e3o; <\/li>\n\n\n\n<li>Captura sistem\u00e1tica de imagens da estrutura externa da plataforma. <\/li>\n\n\n\n<li>C\u00e2meras 360\u00b0 para Inspe\u00e7\u00e3o Interna: Instala\u00e7\u00e3o de c\u00e2meras 360\u00b0 em pontos estrat\u00e9gicos internos; <\/li>\n\n\n\n<li>Captura de imagens panor\u00e2micas para an\u00e1lise detalhada de \u00e1reas internas. <\/li>\n<\/ul>\n\n\n\n<p><strong>Processamento e An\u00e1lise de Imagens: <\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pr\u00e9-processamento:<\/strong> \n<ul class=\"wp-block-list\">\n<li>Corre\u00e7\u00e3o de distor\u00e7\u00f5es e normaliza\u00e7\u00e3o das imagens; <\/li>\n\n\n\n<li>Segmenta\u00e7\u00e3o das imagens em regi\u00f5es de interesse; <\/li>\n\n\n\n<li>Detec\u00e7\u00e3o e Classifica\u00e7\u00e3o de Corros\u00e3o: Implementa\u00e7\u00e3o de redes neurais convolucionais (CNNs) em Python; <\/li>\n\n\n\n<li>Treinamento do modelo para identificar diferentes tipos e n\u00edveis de corros\u00e3o; <\/li>\n\n\n\n<li>Active Learning: Implementa\u00e7\u00e3o de um sistema de aprendizado ativo para otimizar o treinamento do modelo; <\/li>\n\n\n\n<li>Sele\u00e7\u00e3o inteligente de amostras para rotula\u00e7\u00e3o manual, priorizando casos amb\u00edguos ou cr\u00edticos; <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Modelagem 3D: <\/strong>\n<ul class=\"wp-block-list\">\n<li>Gera\u00e7\u00e3o do Modelo 3D: Utiliza\u00e7\u00e3o de t\u00e9cnicas de fotogrametria para criar um modelo 3D detalhado da plataforma; <\/li>\n\n\n\n<li>Integra\u00e7\u00e3o das imagens de drones e c\u00e2meras 360\u00b0 no modelo; <\/li>\n\n\n\n<li>Mapeamento de Corros\u00e3o: Sobreposi\u00e7\u00e3o dos resultados da an\u00e1lise de corros\u00e3o no modelo 3D; <\/li>\n\n\n\n<li>Cria\u00e7\u00e3o de um mapa de calor indicando \u00e1reas cr\u00edticas; <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Implementa\u00e7\u00e3o T\u00e9cnica: <\/strong>\n<ul class=\"wp-block-list\">\n<li>Linguagem de Programa\u00e7\u00e3o: Python; <\/li>\n\n\n\n<li>Frameworks de IA: TensorFlow ou PyTorch para implementa\u00e7\u00e3o das redes neurais; <\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Bibliotecas Adicionais: <\/strong>\n<ul class=\"wp-block-list\">\n<li>OpenCV para processamento de imagens; <\/li>\n\n\n\n<li>Scikit-learn para implementa\u00e7\u00e3o do active learning; <\/li>\n\n\n\n<li>Open3D para manipula\u00e7\u00e3o e visualiza\u00e7\u00e3o do modelo 3D.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<div class=\"wp-block-group is-layout-grid wp-container-core-group-is-layout-9649a0d9 wp-block-group-is-layout-grid\">\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/encrypted-tbn0.gstatic.com\/images?q=tbn:ANd9GcTbvuMPQQHFkY5XygzSo_0O6AtKkZdadnLFPg&amp;s\" alt=\"Modelos Comprar Professional 3D | CGTrader\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"326\" height=\"155\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9.jpeg\" alt=\"\" class=\"wp-image-521\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9.jpeg 326w, 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data-id=\"525\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-11-1024x768.jpeg\" alt=\"\" class=\"wp-image-525\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-11-1024x768.jpeg 1024w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-11-300x225.jpeg 300w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-11.jpeg 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"524\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9-1024x768.png\" alt=\"\" class=\"wp-image-524\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9-1024x768.png 1024w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9-300x225.png 300w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-9.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"239\" height=\"189\" data-id=\"523\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-10.jpeg\" alt=\"\" class=\"wp-image-523\"\/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Tur virtual 360<\/h2>\n\n\n\n<!-- ipanorama begin --><div class=\"ipanorama ipnrm-1\" data-json-src=\"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/ipanorama\/v1\/item\/1\" data-item-id=\"1\" style=\"display:none;\"><div class=\"ipnrm-store\" style=\"display:none;\">\n<div class=\"ipnrm-scene\" data-scene-id=\"01ECD340F3\">\n<div class=\"ipnrm-markers-data\">\n<\/div>\n<div class=\"ipnrm-tooltips-data\">\n<div class=\"ipnrm-data\" data-marker-id=\"E1752194E8\">\n<p>To 600<\/p>\n<\/div>\n<\/div>\n<div class=\"ipnrm-popovers-data\">\n<\/div>\n<\/div>\n<div class=\"ipnrm-scene\" data-scene-id=\"898D34374B\">\n<div class=\"ipnrm-markers-data\">\n<\/div>\n<div class=\"ipnrm-tooltips-data\">\n<\/div>\n<div class=\"ipnrm-popovers-data\">\n<\/div>\n<\/div>\n<div class=\"ipnrm-scene\" data-scene-id=\"D10F7E98BE\">\n<div class=\"ipnrm-markers-data\">\n<\/div>\n<div class=\"ipnrm-tooltips-data\">\n<div class=\"ipnrm-data\" data-marker-id=\"F4698DD950\">\n<p>Imagem da Sony<\/p>\n<\/div>\n<div class=\"ipnrm-data\" data-marker-id=\"4D1D4D5124\">\n<p>Gopro<\/p>\n<\/div>\n<\/div>\n<div class=\"ipnrm-popovers-data\">\n<\/div>\n<\/div>\n<div class=\"ipnrm-scene\" data-scene-id=\"8A609368AA\">\n<div class=\"ipnrm-markers-data\">\n<\/div>\n<div class=\"ipnrm-tooltips-data\">\n<\/div>\n<div class=\"ipnrm-popovers-data\">\n<\/div>\n<\/div>\n<div class=\"ipnrm-scene\" data-scene-id=\"6D45EB768B\">\n<div class=\"ipnrm-markers-data\">\n<\/div>\n<div class=\"ipnrm-tooltips-data\">\n<\/div>\n<div class=\"ipnrm-popovers-data\">\n<\/div>\n<\/div>\n<\/div><\/div><!-- ipanorama end -->\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Este projeto visou aprimorar a inspe\u00e7\u00e3o e manuten\u00e7\u00e3o de plataformas offshore por meio da an\u00e1lise avan\u00e7ada de imagens capturadas por drones, utilizando intelig\u00eancia artificial e tecnologias de visualiza\u00e7\u00e3o 3D. Objetivos do Projeto: Metodologia: Processamento e An\u00e1lise de Imagens: Tur virtual 360<\/p>\n","protected":false},"author":1,"featured_media":522,"parent":0,"template":"","meta":{"content-type":"","_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"_wpzb_portfolio_video_type":"","_wpzb_portfolio_video_id":0,"_wpzb_portfolio_video_url":"","footnotes":""},"portfolio":[57,62,63,61],"class_list":["post-519","portfolio_item","type-portfolio_item","status-publish","has-post-thumbnail","hentry","portfolio-ml","portfolio-modelagem-3d","portfolio-visao-360","portfolio-visao-computacional"],"featured_media_urls":{"thumbnail":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-150x150.png",150,150,true],"medium":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-300x169.png",300,169,true],"medium_large":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",751,422,false],"large":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-1024x576.png",751,422,true],"blog-sidebar-size":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",100,56,false],"home-slider-blog-image":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",387,218,false],"home-slider-blog-image-one":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",290,163,false],"home-slider-blog-image-three":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",387,218,false],"home-slider-blog-image-four":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",314,177,false],"home-slider-blog-image-five":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",370,208,false],"renev-related-post-size":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",270,152,false],"renev-class-post":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",360,203,false],"renev-class-post-two":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",230,129,false],"1536x1536":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-1536x864.png",1536,864,true],"2048x2048":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253.png",1920,1080,false],"tenweb_optimizer_mobile":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-600x338.png",600,338,true],"tenweb_optimizer_tablet":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-768x432.png",768,432,true],"portfolio_item-thumbnail":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-600x400.png",600,400,true],"portfolio_item-thumbnail@2x":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-1200x800.png",1200,800,true],"portfolio_item-masonry":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-600x338.png",600,338,true],"portfolio_item-masonry@2x":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-1200x675.png",1200,675,true],"portfolio_item-thumbnail_cinema":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-800x335.png",800,335,true],"portfolio_item-thumbnail_portrait":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-600x900.png",600,900,true],"portfolio_item-thumbnail_portrait@2x":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-1200x1080.png",1200,1080,true],"portfolio_item-thumbnail_square":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Capture.0253-800x800.png",800,800,true]},"_links":{"self":[{"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/portfolio_item\/519","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/portfolio_item"}],"about":[{"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/types\/portfolio_item"}],"author":[{"embeddable":true,"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":2,"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/portfolio_item\/519\/revisions"}],"predecessor-version":[{"id":528,"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/portfolio_item\/519\/revisions\/528"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/media\/522"}],"wp:attachment":[{"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/media?parent=519"}],"wp:term":[{"taxonomy":"portfolio","embeddable":true,"href":"https:\/\/aeria-cs.com.br\/index.php\/wp-json\/wp\/v2\/portfolio?post=519"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}