{"id":508,"date":"2025-01-14T16:28:39","date_gmt":"2025-01-14T19:28:39","guid":{"rendered":"https:\/\/aeria-cs.com.br\/?post_type=portfolio_item&#038;p=508"},"modified":"2025-01-14T16:55:45","modified_gmt":"2025-01-14T19:55:45","slug":"inspecao-automatizada-de-linhas-de-transmissao-com-drones-e-ia","status":"publish","type":"portfolio_item","link":"https:\/\/aeria-cs.com.br\/index.php\/port\/inspecao-automatizada-de-linhas-de-transmissao-com-drones-e-ia\/","title":{"rendered":"Inspe\u00e7\u00e3o Automatizada de Linhas de Transmiss\u00e3o com Drones e IA"},"content":{"rendered":"\n<p>Sistema automatizado para detectar anomalias e inspecionar linhas de alta e m\u00e9dia tens\u00e3o utilizando drones equipados com c\u00e2meras de alta resolu\u00e7\u00e3o e tecnologia de machine learning. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Metodologia: <\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Captura de Imagens: Utiliza\u00e7\u00e3o de drones equipados com c\u00e2meras RGB e t\u00e9rmicas. <\/li>\n\n\n\n<li>Planejamento de rotas de voo para cobrir toda a extens\u00e3o das linhas de transmiss\u00e3o. <\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Processamento de Imagens: <\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pr\u00e9-processamento das imagens capturadas para corre\u00e7\u00e3o de distor\u00e7\u00f5es e normaliza\u00e7\u00e3o. <\/li>\n\n\n\n<li>Segmenta\u00e7\u00e3o das imagens para identificar componentes espec\u00edficos (isoladores, conectores, cabos). <\/li>\n\n\n\n<li>An\u00e1lise com Machine Learning: Implementa\u00e7\u00e3o de algoritmos de deep learning, como redes neurais convolucionais (CNNs), para detec\u00e7\u00e3o e classifica\u00e7\u00e3o de anomalias. <\/li>\n\n\n\n<li>Treinamento do modelo com um conjunto diversificado de imagens, incluindo exemplos de componentes em bom estado e com diferentes tipos de defeitos. <\/li>\n\n\n\n<li>Detec\u00e7\u00e3o de Anomalias: Identifica\u00e7\u00e3o autom\u00e1tica de problemas como: \n<ul class=\"wp-block-list\">\n<li>Corros\u00e3o em estruturas met\u00e1licas; <\/li>\n\n\n\n<li>Isoladores danificados ou contaminados; <\/li>\n\n\n\n<li>Conectores soltos ou deteriorados; <\/li>\n\n\n\n<li>Vegeta\u00e7\u00e3o invasiva pr\u00f3xima \u00e0s linhas; <\/li>\n\n\n\n<li>Pontos quentes indicando poss\u00edveis falhas el\u00e9tricas (usando imagens t\u00e9rmicas); <\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Sistema de Alerta e Relat\u00f3rios: <\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Desenvolvimento de uma interface que exibe em tempo real as anomalias detectadas. <\/li>\n\n\n\n<li>Gera\u00e7\u00e3o autom\u00e1tica de relat\u00f3rios detalhados com localiza\u00e7\u00e3o GPS das anomalias e recomenda\u00e7\u00f5es de manuten\u00e7\u00e3o. <\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Implementa\u00e7\u00e3o T\u00e9cnica: <\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Plataforma de Desenvolvimento: Python; <\/li>\n\n\n\n<li>Frameworks de IA: TensorFlow ou PyTorch para implementa\u00e7\u00e3o das redes neurais; <\/li>\n\n\n\n<li>Processamento de Imagens: OpenCV para manipula\u00e7\u00e3o e an\u00e1lise de imagens;<\/li>\n\n\n\n<li> Integra\u00e7\u00e3o com Drones: Utiliza\u00e7\u00e3o de APIs espec\u00edficas dos fabricantes de drones para controle e coleta de dados.<\/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 size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"291\" height=\"173\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/download.jpeg\" alt=\"\" class=\"wp-image-509\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"290\" height=\"174\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/image-1.jpeg\" alt=\"C\u00f3mo afrontar un proyecto de machine learning\" 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src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/corrosao_zoom-1024x650.png\" alt=\"\" class=\"wp-image-513\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/corrosao_zoom-1024x650.png 1024w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/corrosao_zoom-300x190.png 300w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/corrosao_zoom.png 1042w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-id=\"514\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Figure_3.png\" alt=\"\" class=\"wp-image-514\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Figure_3.png 640w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Figure_3-300x225.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" data-id=\"515\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/DJI_0032-1024x576.jpg\" alt=\"\" class=\"wp-image-515\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/DJI_0032-1024x576.jpg 1024w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/DJI_0032-300x169.jpg 300w, https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/DJI_0032-2000x1124.jpg 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">default<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"693\" height=\"453\" data-id=\"517\" src=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Figure-2020-10-18-165522.png\" alt=\"\" class=\"wp-image-517\" srcset=\"https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/Figure-2020-10-18-165522.png 693w, 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Metodologia: Processamento de Imagens: Sistema de Alerta e Relat\u00f3rios: Implementa\u00e7\u00e3o T\u00e9cnica:<\/p>\n","protected":false},"author":1,"featured_media":516,"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":[60,57],"class_list":["post-508","portfolio_item","type-portfolio_item","status-publish","has-post-thumbnail","hentry","portfolio-data-science","portfolio-ml"],"featured_media_urls":{"thumbnail":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r-150x150.jpg",150,150,true],"medium":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r-300x200.jpg",300,200,true],"medium_large":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,466,false],"large":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,466,false],"blog-sidebar-size":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",100,67,false],"home-slider-blog-image":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",387,258,false],"home-slider-blog-image-one":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",290,193,false],"home-slider-blog-image-three":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",376,250,false],"home-slider-blog-image-four":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",314,209,false],"home-slider-blog-image-five":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",370,246,false],"renev-related-post-size":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",270,180,false],"renev-class-post":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",360,240,false],"renev-class-post-two":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",230,153,false],"1536x1536":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,466,false],"2048x2048":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,466,false],"tenweb_optimizer_mobile":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r-600x399.jpg",600,399,true],"tenweb_optimizer_tablet":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,466,false],"portfolio_item-thumbnail":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r-600x400.jpg",600,400,true],"portfolio_item-thumbnail@2x":["https:\/\/aeria-cs.com.br\/wp-content\/uploads\/2025\/01\/top-view-overhead-power-line-transmission-tower-industrial-electricity-line-tower-top-view-high-voltage-power-line-225117622_r.jpg",700,46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