{"id":6762,"date":"2023-05-17T23:45:08","date_gmt":"2023-05-17T21:45:08","guid":{"rendered":"https:\/\/geopard.tech\/?p=6762"},"modified":"2024-11-12T18:47:41","modified_gmt":"2024-11-12T17:47:41","slug":"modelo-automatizado-de-deteccao-de-limites-de-campo-agricultura-de-precisao","status":"publish","type":"post","link":"https:\/\/geopard.tech\/pt-br\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/","title":{"rendered":"Modelo automatizado de detec\u00e7\u00e3o de limites de campo para agricultura de precis\u00e3o da GeoPard"},"content":{"rendered":"<p>A GeoPard concluiu com sucesso o desenvolvimento de um modelo automatizado de detec\u00e7\u00e3o de limites de campo usando imagens de sat\u00e9lite de v\u00e1rios anos, detec\u00e7\u00e3o precisa de nuvens e sombras e algoritmos propriet\u00e1rios avan\u00e7ados, incluindo redes neurais profundas.<\/p>\n<p>O modelo de detec\u00e7\u00e3o de campo GeoPard alcan\u00e7ou uma precis\u00e3o de \u00faltima gera\u00e7\u00e3o de <strong>0,975 na m\u00e9trica de Interse\u00e7\u00e3o sobre Uni\u00e3o (IoU)<\/strong>, validado em diversas regi\u00f5es e tipos de cultivo em todo o mundo.<\/p>\n<p>Confira estas imagens para ver os resultados na Alemanha (tamanho m\u00e9dio do campo: 7 hectares):<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"6765\" data-permalink=\"https:\/\/geopard.tech\/pt-br\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/1-raw-sentinel-2-image\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" data-orig-size=\"695,439\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"1 &amp;#8211; Raw Sentinel-2 image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?fit=695%2C439&amp;ssl=1\" class=\"wp-image-6765 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=695%2C439&#038;ssl=1\" alt=\"1 - Imagem bruta do Sentinel-2\" width=\"695\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?w=695&amp;ssl=1 695w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/1-Raw-Sentinel-2-image.jpg?resize=300%2C189&amp;ssl=1 300w\" sizes=\"(max-width: 695px) 100vw, 695px\" \/><\/p>\n<p style=\"text-align: center;\">1 \u2013 Imagem bruta do Sentinel-2<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6768\" data-permalink=\"https:\/\/geopard.tech\/pt-br\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/3-segmented-field-boundaries\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" data-orig-size=\"722,435\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"3 &amp;#8211; Segmented field boundaries\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?fit=722%2C435&amp;ssl=1\" class=\"wp-image-6768 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=722%2C435&#038;ssl=1\" alt=\"3 - Limites de campo segmentados\" width=\"722\" height=\"435\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?w=722&amp;ssl=1 722w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/3-Segmented-field-boundaries.jpg?resize=300%2C181&amp;ssl=1 300w\" sizes=\"(max-width: 722px) 100vw, 722px\" \/><\/p>\n<p style=\"text-align: center;\">2 \u2013 Imagem Sentinel-2 de super-resolu\u00e7\u00e3o por GeoPard (resolu\u00e7\u00e3o de 1 metro)<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"6766\" data-permalink=\"https:\/\/geopard.tech\/pt-br\/blog\/automated-field-boundaries-detection-model-precision-agriculture\/2-super-resolution-sentinel-2-image-by-geopard\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" data-orig-size=\"724,440\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"2 &amp;#8211; Super-resolution Sentinel-2 image by GeoPard\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?fit=724%2C440&amp;ssl=1\" class=\"wp-image-6766 size-full aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=724%2C440&#038;ssl=1\" alt=\"2 - Imagem Sentinel-2 de super-resolu\u00e7\u00e3o por GeoPard\" width=\"724\" height=\"440\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?w=724&amp;ssl=1 724w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/05\/2-Super-resolution-Sentinel-2-image-by-GeoPard.jpg?resize=300%2C182&amp;ssl=1 300w\" sizes=\"(max-width: 724px) 100vw, 724px\" \/><\/p>\n<p style=\"text-align: center;\">3 \u2013 Limites de campo segmentados, <strong>0.975 <\/strong><strong>M\u00e9trica de precis\u00e3o de interse\u00e7\u00e3o sobre uni\u00e3o (IoU), <\/strong>em diversas regi\u00f5es internacionais e tipos de cultivo.<\/p>\n<hr \/>\n<p>A integra\u00e7\u00e3o com nossa API e aplicativo GeoPard estar\u00e1 dispon\u00edvel em breve. Este m\u00e9todo automatizado e econ\u00f4mico ajuda a prever safras, beneficia organiza\u00e7\u00f5es governamentais e auxilia grandes propriet\u00e1rios de terras que frequentemente precisam atualizar os limites de seus campos entre as safras.<\/p>\n<p>A abordagem da GeoPard utiliza <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/product-tour-web-app\/satellite-monitoring\/crop-development-index-graph\">tend\u00eancias plurianuais da vegeta\u00e7\u00e3o das culturas<\/a> Utilizando an\u00e1lise multifatorial e rota\u00e7\u00e3o de culturas.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/docs.geopard.tech\/~gitbook\/image?url=https%3A%2F%2F3272281156-files.gitbook.io%2F%7E%2Ffiles%2Fv0%2Fb%2Fgitbook-x-prod.appspot.com%2Fo%2Fspaces%252FYICBELdyAXXebKAzfLOR%252Fuploads%252FCPTPgYcnX5R6t8cY5NFW%252FGeoPard%2520-%2520Biomass%2520development%2520index%2520as%2520a%2520graph.png%3Falt%3Dmedia%26token%3D36d87266-093f-43b3-a14c-85f0a0cad58a&amp;width=768&amp;dpr=4&amp;quality=100&amp;sign=599c4c38&amp;sv=1\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>O modelo est\u00e1 acess\u00edvel atrav\u00e9s do <a href=\"https:\/\/docs.geopard.tech\/geopard-tutorials\/api-docs\/geopard-api-overview\">API GeoPard<\/a> Em um sistema de pagamento conforme o uso, oferecendo flexibilidade sem a necessidade de assinaturas caras.<\/p>\n<p>&nbsp;<\/p>\n<h2>O que \u00e9 a delimita\u00e7\u00e3o dos limites de um campo?<\/h2>\n<p>A delimita\u00e7\u00e3o de campos agr\u00edcolas refere-se ao processo de identifica\u00e7\u00e3o e mapeamento dos limites de campos ou parcelas de terra agr\u00edcolas. Envolve o uso de diversas t\u00e9cnicas e fontes de dados para demarcar os limites de campos ou terrenos agr\u00edcolas individuais.<\/p>\n<p>Tradicionalmente, os limites dos campos eram demarcados manualmente por agricultores ou propriet\u00e1rios de terras com base em seus conhecimentos e observa\u00e7\u00f5es.<\/p>\n<p>No entanto, com os avan\u00e7os tecnol\u00f3gicos, particularmente no sensoriamento remoto e nos sistemas de informa\u00e7\u00e3o geogr\u00e1fica (SIG), os m\u00e9todos automatizados e semiautomatizados tornaram-se cada vez mais comuns.<\/p>\n<p>Uma abordagem comum \u00e9 a an\u00e1lise de imagens de sat\u00e9lite ou a\u00e9reas. Imagens de alta resolu\u00e7\u00e3o capturadas por sat\u00e9lites ou aeronaves podem fornecer informa\u00e7\u00f5es detalhadas sobre a paisagem, incluindo os limites entre diferentes parcelas de terra.<\/p>\n<p>Algoritmos de processamento de imagens podem ser aplicados a essas imagens para detectar caracter\u00edsticas distintas, como mudan\u00e7as no tipo de vegeta\u00e7\u00e3o, cor, textura ou padr\u00f5es que indicam a presen\u00e7a de limites de campo.<\/p>\n<p>Outra t\u00e9cnica envolve o uso de dados LiDAR (Light Detection and Ranging), que utiliza feixes de laser para medir a dist\u00e2ncia entre o sensor e a superf\u00edcie da Terra.<\/p>\n<p>Os dados LiDAR podem fornecer informa\u00e7\u00f5es detalhadas sobre eleva\u00e7\u00e3o e topografia, permitindo a identifica\u00e7\u00e3o de varia\u00e7\u00f5es sutis no terreno que podem corresponder aos limites dos campos.<\/p>\n<p>Al\u00e9m disso, os sistemas de informa\u00e7\u00e3o geogr\u00e1fica (SIG) desempenham um papel crucial na delimita\u00e7\u00e3o dos limites dos campos.<\/p>\n<p>O software SIG permite a integra\u00e7\u00e3o e an\u00e1lise de diversas camadas de dados, incluindo imagens de sat\u00e9lite, mapas topogr\u00e1ficos, registros de propriedade de terras e outras informa\u00e7\u00f5es relevantes. Ao combinar essas fontes de dados, o SIG pode auxiliar na interpreta\u00e7\u00e3o e identifica\u00e7\u00e3o dos limites de um terreno.<\/p>\n<p>A delimita\u00e7\u00e3o precisa da \u00e1rea de cultivo \u00e9 essencial por diversos motivos. Ela facilita uma melhor gest\u00e3o dos recursos agr\u00edcolas, possibilita t\u00e9cnicas de agricultura de precis\u00e3o e apoia o planejamento e a implementa\u00e7\u00e3o de pr\u00e1ticas agr\u00edcolas como irriga\u00e7\u00e3o, fertiliza\u00e7\u00e3o e controle de pragas.<\/p>\n<p>Dados precisos sobre os limites das propriedades tamb\u00e9m auxiliam na administra\u00e7\u00e3o de terras, no planejamento do uso do solo e no cumprimento das normas agr\u00edcolas.<\/p>\n<h2>Qual a sua utilidade?<\/h2>\n<p>Desempenha um papel crucial na agricultura e na gest\u00e3o de terras, proporcionando diversos benef\u00edcios e sendo de grande import\u00e2ncia, comprovados por evid\u00eancias e dados globais. Aqui est\u00e3o alguns pontos-chave:<\/p>\n<p><strong>1. Agricultura de Precis\u00e3o:<\/strong> A delimita\u00e7\u00e3o precisa dos campos auxilia na implementa\u00e7\u00e3o de t\u00e9cnicas de agricultura de precis\u00e3o, onde recursos como \u00e1gua, fertilizantes e pesticidas s\u00e3o direcionados com precis\u00e3o para \u00e1reas espec\u00edficas dentro das planta\u00e7\u00f5es.<\/p>\n<p>Segundo um relat\u00f3rio do Banco Mundial, as tecnologias de agricultura de precis\u00e3o t\u00eam o potencial de aumentar a produtividade das colheitas at\u00e9 20% e reduzir os custos de insumos em 10-20%.<\/p>\n<p><strong>2. Gest\u00e3o eficiente de recursos:<\/strong> Permite aos agricultores gerir melhor os recursos, otimizando os sistemas de irriga\u00e7\u00e3o, ajustando as pr\u00e1ticas de fertiliza\u00e7\u00e3o e monitorizando a sa\u00fade das culturas. Esta precis\u00e3o reduz o desperd\u00edcio de recursos e o impacto ambiental.<\/p>\n<p>A Organiza\u00e7\u00e3o das Na\u00e7\u00f5es Unidas para a Alimenta\u00e7\u00e3o e a Agricultura (FAO) estima que as pr\u00e1ticas de agricultura de precis\u00e3o podem reduzir o uso de \u00e1gua em 20-50 toneladas, diminuir o consumo de fertilizantes em 10-20 toneladas e reduzir o uso de pesticidas em 20-30 toneladas.<\/p>\n<p><strong>3. Planejamento do Uso do Solo:<\/strong> Dados precisos sobre os limites das propriedades rurais s\u00e3o essenciais para o planejamento do uso da terra, garantindo a utiliza\u00e7\u00e3o eficiente das terras agr\u00edcolas dispon\u00edveis. Isso permite que formuladores de pol\u00edticas e gestores de terras tomem decis\u00f5es informadas sobre a aloca\u00e7\u00e3o de terras, rota\u00e7\u00e3o de culturas e zoneamento.<\/p>\n<p>Isso pode levar ao aumento da produtividade agr\u00edcola e \u00e0 melhoria da seguran\u00e7a alimentar. Um estudo publicado no Journal of Soil and Water Conservation descobriu que o planejamento eficaz do uso da terra poderia aumentar a produ\u00e7\u00e3o global de alimentos em 20-67%.<\/p>\n<p><strong>4. Subs\u00eddios e seguros agr\u00edcolas:<\/strong> Muitos pa\u00edses oferecem subs\u00eddios agr\u00edcolas e programas de seguro com base nos limites das propriedades. A delimita\u00e7\u00e3o precisa ajuda a determinar as \u00e1reas eleg\u00edveis, garantindo a distribui\u00e7\u00e3o justa dos subs\u00eddios e o c\u00e1lculo correto dos pr\u00eamios de seguro.<\/p>\n<p>Por exemplo, a Pol\u00edtica Agr\u00edcola Comum (PAC) da Uni\u00e3o Europeia depende de limites de campo precisos para c\u00e1lculos de subs\u00eddios e monitoramento do cumprimento das normas.<\/p>\n<p><strong>5. Administra\u00e7\u00e3o de Terras e Limites Legais:<\/strong> A delimita\u00e7\u00e3o dos limites das propriedades agr\u00edcolas \u00e9 crucial para a administra\u00e7\u00e3o da terra, os direitos de propriedade e a resolu\u00e7\u00e3o de disputas fundi\u00e1rias. Mapas precisos dos limites das propriedades ajudam a estabelecer a propriedade legal, apoiam os sistemas de registro de terras e facilitam transa\u00e7\u00f5es fundi\u00e1rias transparentes.<\/p>\n<p>O Banco Mundial estima que apenas 301 mil e trinta trilh\u00f5es de pessoas no mundo t\u00eam direitos legalmente documentados sobre suas terras, o que destaca a import\u00e2ncia de dados confi\u00e1veis sobre os limites das propriedades para garantir a posse segura da terra.<\/p>\n<p><strong>6. Conformidade e Sustentabilidade Ambiental:<\/strong> A delimita\u00e7\u00e3o precisa dos campos auxilia no monitoramento do cumprimento das normas, garantindo a ades\u00e3o \u00e0s regulamenta\u00e7\u00f5es ambientais e \u00e0s pr\u00e1ticas agr\u00edcolas sustent\u00e1veis.<\/p>\n<p>Isso ajuda a identificar zonas de amortecimento, \u00e1reas protegidas e \u00e1reas propensas \u00e0 eros\u00e3o ou contamina\u00e7\u00e3o da \u00e1gua, permitindo que os agricultores tomem as medidas adequadas. O cumprimento das normas ambientais aumenta a sustentabilidade e reduz os impactos negativos nos ecossistemas.<\/p>\n<p>Segundo a FAO, as pr\u00e1ticas agr\u00edcolas sustent\u00e1veis podem mitigar at\u00e9 6 bilh\u00f5es de toneladas de emiss\u00f5es de gases de efeito estufa anualmente.<\/p>\n<p>Esses pontos ilustram sua utilidade e import\u00e2ncia na agricultura e no manejo de terras. As evid\u00eancias e os dados globais apresentados corroboram os impactos positivos que ela pode ter na efici\u00eancia de recursos, no planejamento do uso da terra, nos marcos legais, na sustentabilidade ambiental e na produtividade agr\u00edcola em geral.<\/p>\n<p>Em resumo, a delimita\u00e7\u00e3o de campos agr\u00edcolas \u00e9 o processo de identificar e mapear os limites de campos ou parcelas de terra agr\u00edcolas. Utiliza diversas t\u00e9cnicas, como an\u00e1lise de imagens de sat\u00e9lite, dados LiDAR e SIG (Sistemas de Informa\u00e7\u00e3o Geogr\u00e1fica), para definir e demarcar esses limites com precis\u00e3o, permitindo uma gest\u00e3o eficaz da terra e pr\u00e1ticas agr\u00edcolas adequadas.<\/p>","protected":false},"excerpt":{"rendered":"<p>A GeoPard concluiu com sucesso o desenvolvimento de um modelo automatizado de detec\u00e7\u00e3o de limites de campos usando imagens de sat\u00e9lite de v\u00e1rios anos, detec\u00e7\u00e3o precisa de nuvens e sombras e tecnologia propriet\u00e1ria avan\u00e7ada\u2026<\/p>","protected":false},"author":210157960,"featured_media":6764,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1586,1661,1372,1377,1378,1368],"tags":[1618,1668],"class_list":["post-6762","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-features","category-satellite-imagery","category-blog","category-crop-monitoring","category-remote-sensing","category-yield","tag-crop-monitoring","tag-field-boundaries"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - 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