{"id":530,"date":"2026-02-06T10:54:46","date_gmt":"2026-02-06T13:54:46","guid":{"rendered":"https:\/\/cemeai.icmc.usp.br\/embrapii\/?page_id=530"},"modified":"2026-02-06T15:32:36","modified_gmt":"2026-02-06T18:32:36","slug":"neural","status":"publish","type":"page","link":"https:\/\/cemeai.icmc.usp.br\/embrapii\/neural\/","title":{"rendered":"Sistema automatizado para o c\u00e1lculo de biomassa em \u00e1reas de reflorestamento"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"530\" class=\"elementor elementor-530\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1739527 e-con-full e-flex e-con e-parent\" data-id=\"1739527\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f147d3c e-con-full e-flex e-con e-child\" data-id=\"f147d3c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5baad91 elementor-widget elementor-widget-heading\" data-id=\"5baad91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sistema automatizado para o c\u00e1lculo de biomassa em \u00e1reas de reflorestamento<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-616f227 elementor-widget elementor-widget-heading\" data-id=\"616f227\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Empresa parceira: Neural Tecnologia<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06c6a1a e-flex e-con-boxed e-con e-parent\" data-id=\"06c6a1a\" data-element_type=\"container\" data-e-type=\"container\" id=\"sobre\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9ec0b6 animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e9ec0b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:100}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sobre o projeto<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bd90acf e-con-full e-flex e-con e-child\" data-id=\"bd90acf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-c1a2187 e-con-full e-flex elementor-invisible e-con e-child\" data-id=\"c1a2187\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;animation&quot;:&quot;fadeInLeft&quot;,&quot;animation_delay&quot;:300}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dcef460 elementor-widget elementor-widget-image\" data-id=\"dcef460\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/neuraltec.app\/\" target=\"_blank\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"352\" height=\"307\" src=\"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/neural-tec_logo.jpg\" class=\"attachment-full size-full wp-image-579\" alt=\"\" srcset=\"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/neural-tec_logo.jpg 352w, https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-content\/uploads\/2026\/02\/neural-tec_logo-300x262.jpg 300w\" sizes=\"(max-width: 352px) 100vw, 352px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b34bdcf elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"b34bdcf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p style=\"text-align: left;\"><span style=\"font-weight: 400;\">O projeto tem como objetivo o desenvolvimento de um sistema automatizado para o c\u00e1lculo de biomassa em \u00e1reas de reflorestamento. A solu\u00e7\u00e3o utiliza um Ve\u00edculo A\u00e9reo N\u00e3o Tripulado (VANT) equipado com sensores avan\u00e7ados \u2014 c\u00e2meras RGB, multiespectral e LiDAR \u2014 para coleta de dados em \u00e1reas florestais. Esses dados s\u00e3o posteriormente processados por um software baseado na nuvem, permitindo a estimativa da biomassa total a partir de uma amostra representativa.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">O principal desafio enfrentado pela empresa est\u00e1 na identifica\u00e7\u00e3o e localiza\u00e7\u00e3o de \u00e1reas florestais com idade adequada para corte, de modo a viabilizar a realiza\u00e7\u00e3o de voos com VANT e a execu\u00e7\u00e3o do invent\u00e1rio florestal. Esse desafio impacta diretamente a efici\u00eancia do planejamento operacional e a precis\u00e3o das estimativas de biomassa em \u00e1reas de reflorestamento.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">A tecnologia desenvolvida consiste em um sistema integrado de hardware e software voltado \u00e0 medi\u00e7\u00e3o automatizada de biomassa florestal. O VANT, operando de forma aut\u00f4noma, realiza a captura de dados por meio de sensores avan\u00e7ados, coletando informa\u00e7\u00f5es detalhadas sobre a estrutura da vegeta\u00e7\u00e3o.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">Os dados coletados s\u00e3o enviados para um software centralizado em nuvem, respons\u00e1vel pelo processamento, an\u00e1lise e c\u00e1lculo da biomassa. A aplica\u00e7\u00e3o da solu\u00e7\u00e3o se d\u00e1 no contexto de \u00e1reas de reflorestamento, apoiando atividades de invent\u00e1rio florestal, planejamento operacional e avalia\u00e7\u00e3o de ativos ambientais.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">O diferencial da solu\u00e7\u00e3o est\u00e1 na automa\u00e7\u00e3o do processo de medi\u00e7\u00e3o de biomassa, reduzindo a necessidade de medi\u00e7\u00f5es manuais em campo. A inova\u00e7\u00e3o consiste na integra\u00e7\u00e3o de m\u00faltiplos sensores avan\u00e7ados embarcados em um VANT aut\u00f4nomo com um software centralizado na nuvem, capaz de processar os dados de forma eficiente e precisa.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">Essa abordagem integrada permite maior agilidade, padroniza\u00e7\u00e3o dos resultados e escalabilidade do processo de c\u00e1lculo de biomassa, quando comparada a m\u00e9todos tradicionais.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">A tecnologia desenvolvida \u00e9 in\u00e9dita e se caracteriza como um sistema h\u00edbrido de hardware e software. O VANT equipado com sensores realiza a coleta de dados em \u00e1reas florestais, enquanto o software centralizado processa essas informa\u00e7\u00f5es de forma automatizada para o c\u00e1lculo da biomassa.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">O sistema prev\u00ea ainda integra\u00e7\u00e3o com outros dispositivos IoT e a possibilidade de inser\u00e7\u00e3o manual de dados, facilitando a opera\u00e7\u00e3o tanto por equipes da empresa Neural Tecnologia quanto por seus clientes.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">A solu\u00e7\u00e3o possui potencial para impactar positivamente a ind\u00fastria florestal, ao aumentar a precis\u00e3o e a efici\u00eancia na medi\u00e7\u00e3o de biomassa, reduzir custos operacionais e melhorar a seguran\u00e7a dos trabalhadores, evitando a exposi\u00e7\u00e3o a \u00e1reas remotas ou de dif\u00edcil acesso.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">Al\u00e9m disso, a tecnologia contribui para a ado\u00e7\u00e3o de pr\u00e1ticas mais sustent\u00e1veis, ao viabilizar a comercializa\u00e7\u00e3o de cr\u00e9ditos de carbono, estimulando a preserva\u00e7\u00e3o ambiental e a implementa\u00e7\u00e3o de tecnologias ecol\u00f3gicas no setor florestal.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">O projeto promove inova\u00e7\u00e3o por meio do desenvolvimento de um sistema h\u00edbrido de hardware e software para c\u00e1lculo automatizado de biomassa. A integra\u00e7\u00e3o entre VANT, sensores avan\u00e7ados e software em nuvem possibilita o processamento eficiente das informa\u00e7\u00f5es coletadas em \u00e1reas florestais.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">Est\u00e3o previstas, ainda, funcionalidades de integra\u00e7\u00e3o com dispositivos IoT e inser\u00e7\u00e3o manual de dados, ampliando a flexibilidade operacional do sistema para diferentes contextos de uso.<\/span><\/p><p style=\"text-align: left;\"><span style=\"font-weight: 400;\">Atualmente, diversas t\u00e9cnicas e metodologias est\u00e3o sendo aplicadas para o c\u00e1lculo de biomassa, e o sistema j\u00e1 apresenta m\u00faltiplas funcionalidades implementadas, indicando um est\u00e1gio avan\u00e7ado de desenvolvimento da solu\u00e7\u00e3o.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-af15d05 e-con-full e-flex e-con e-parent\" data-id=\"af15d05\" data-element_type=\"container\" data-e-type=\"container\" id=\"projetos\">\n\t\t<div class=\"elementor-element elementor-element-3667558 e-flex e-con-boxed e-con e-child\" data-id=\"3667558\" data-element_type=\"container\" data-e-type=\"container\" id=\"contato\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f91db3a animated-slow elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"f91db3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:100}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Fale conosco<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-187351a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"187351a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;,&quot;_animation_delay&quot;:200}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Quer saber mais sobre nossos projetos ou estabelecer uma parceria? Entre em contato com nossa equipe. Teremos prazer em conversar sobre como o Embrapii ICMC\/USP pode contribuir com as demandas de inova\u00e7\u00e3o da sua empresa.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22951a2 e-con-full e-flex e-con e-child\" data-id=\"22951a2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0d4756c e-con-full e-flex e-con e-child\" data-id=\"0d4756c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-960e5b8 elementor-widget elementor-widget-google_maps\" data-id=\"960e5b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"google_maps.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-custom-embed\">\n\t\t\t<iframe 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value=\"530\"\/>\n\t\t\t\n\t\t\t<div class=\"elementor-form-fields-wrapper elementor-labels-above\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-text elementor-field-group elementor-column elementor-field-group-name elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"text\" name=\"form_fields[name]\" id=\"form-field-name\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"Nome\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-email elementor-field-group elementor-column elementor-field-group-email elementor-col-100 elementor-field-required\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"email\" name=\"form_fields[email]\" id=\"form-field-email\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" placeholder=\"E-mail\" required=\"required\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-type-textarea elementor-field-group elementor-column elementor-field-group-message elementor-col-100\">\n\t\t\t\t\t<textarea class=\"elementor-field-textual elementor-field  elementor-size-sm\" name=\"form_fields[message]\" id=\"form-field-message\" rows=\"4\" placeholder=\"Mensagem\"><\/textarea>\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-sm\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Enviar<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/form>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Sistema automatizado para o c\u00e1lculo de biomassa em \u00e1reas de reflorestamento Empresa parceira: Neural Tecnologia Sobre o projeto O projeto tem como objetivo o desenvolvimento de um sistema automatizado para o c\u00e1lculo de biomassa em \u00e1reas de reflorestamento. A solu\u00e7\u00e3o utiliza um Ve\u00edculo A\u00e9reo N\u00e3o Tripulado (VANT) equipado com sensores avan\u00e7ados \u2014 c\u00e2meras RGB, multiespectral [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-530","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/530","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/comments?post=530"}],"version-history":[{"count":16,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/530\/revisions"}],"predecessor-version":[{"id":590,"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/pages\/530\/revisions\/590"}],"wp:attachment":[{"href":"https:\/\/cemeai.icmc.usp.br\/embrapii\/wp-json\/wp\/v2\/media?parent=530"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}