{"id":5470,"date":"2022-08-10T17:39:00","date_gmt":"2022-08-10T15:39:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=5470"},"modified":"2023-05-27T20:18:57","modified_gmt":"2023-05-27T18:18:57","slug":"o-que-e-o-indice-de-vegetacao-de-diferenca-normalizada-ndvi","status":"publish","type":"post","link":"https:\/\/geopard.tech\/pt-br\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/","title":{"rendered":"O \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada (NDVI) facilita a vida do agricultor"},"content":{"rendered":"<p>O \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada (NDVI) \u00e9 uma m\u00e9trica comumente usada para quantificar a densidade e a sa\u00fade da vegeta\u00e7\u00e3o. Seus valores variam de -1 a 1, com valores negativos indicando \u00e1gua ou solo descoberto, valores pr\u00f3ximos de zero indicando vegeta\u00e7\u00e3o esparsa e valores mais altos indicando vegeta\u00e7\u00e3o mais densa e saud\u00e1vel.<\/p>\n<h2>O que \u00e9 o \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada (NDVI)?<\/h2>\n<p>\u00c9 um m\u00e9todo que calcula a varia\u00e7\u00e3o entre a quantidade de luz vermelha recebida pela vegeta\u00e7\u00e3o e a quantidade de luz infravermelha pr\u00f3xima que \u00e9 fortemente refletida pela vegeta\u00e7\u00e3o.<\/p>\n<p>O objetivo desse m\u00e9todo \u00e9 fornecer uma an\u00e1lise quantitativa do estado da vida vegetal. N\u00e3o h\u00e1 nenhuma situa\u00e7\u00e3o em que seu valor esteja fora do espectro de -1 a +1. No entanto, n\u00e3o h\u00e1 uma demarca\u00e7\u00e3o clara entre os v\u00e1rios tipos de cobertura da terra que podem ser encontrados.<\/p>\n<p>Se a soma dos n\u00fameros for menor que zero, \u00e9 bem prov\u00e1vel que a subst\u00e2ncia em quest\u00e3o seja \u00e1gua. Se voc\u00ea obtiver uma pontua\u00e7\u00e3o NDVI muito pr\u00f3xima de um valor positivo, h\u00e1 uma boa chance de que seja apenas um monte de folhas verdes bem compactadas. Isso \u00e9 especialmente verdadeiro se as folhas estiverem densamente agrupadas.<\/p>\n<p>As folhas verdes t\u00eam um valor maior do que as vermelhas, e \u00e9 por isso que esse \u00e9 o caso. Imagine por um momento que o it esteja muito pr\u00f3ximo de ser igual a 0.<\/p>\n<p>Em uma situa\u00e7\u00e3o como essa, n\u00e3o h\u00e1 a menor chance de que ainda haja folhas de qualquer tipo, e a regi\u00e3o pode at\u00e9 estar urbanizada a essa altura. O Indicador de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada \u00e9 o \u00edndice usado pelos analistas na \u00e1rea de <a href=\"https:\/\/geopard.tech\/pt-br\/blog\/tipos-de-sensoriamento-remoto-na-agricultura\/\">sensoriamento remoto<\/a> na maior parte do tempo.<\/p>\n<h2>Por que o \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada \u00e9 \u00fatil?<\/h2>\n<p>H\u00e1 muitos \u00edndices de vegeta\u00e7\u00e3o diferentes, e a grande maioria \u00e9 compar\u00e1vel entre si. No entanto, esse \u00edndice \u00e9 o mais usado e difundido, e tamb\u00e9m tem um benef\u00edcio essencial, que \u00e9 a alta resolu\u00e7\u00e3o das imagens derivadas de <a href=\"https:\/\/help.geopard.tech\/web\/satellitemonitor\/\">dados de sat\u00e9lite<\/a>.<\/p>\n<p>Em circunst\u00e2ncias como essa, canais com uma resolu\u00e7\u00e3o de dez metros podem ser utilizados para determinar o NDVI. Lembre-se de que um pixel \u00e9 igual a dez por dez metros. Por outro lado, a resolu\u00e7\u00e3o do \u00edndice que usa canais de luz extra, como a idade vermelha, pode ser de vinte metros, em que um pixel \u00e9 igual a vinte por vinte metros.<\/p>\n<h2>Como o NDVI \u00e9 calculado?<\/h2>\n<p>Ele pode ser determinado usando o seguinte procedimento matem\u00e1tico simples, que converte informa\u00e7\u00f5es brutas de sat\u00e9lite em \u00edndices de vegeta\u00e7\u00e3o.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"5475\" data-permalink=\"https:\/\/geopard.tech\/pt-br\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/74-2-min\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?fit=2400%2C1300&amp;ssl=1\" data-orig-size=\"2400,1300\" 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=\"Normalized Difference Vegetation Index formula\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?fit=1024%2C555&amp;ssl=1\" class=\"wp-image-5475 aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=810%2C439&#038;ssl=1\" alt=\"F\u00f3rmula do \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.2-min.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>A equa\u00e7\u00e3o cria um \u00fanico n\u00famero que \u00e9 representativo e integra as informa\u00e7\u00f5es acess\u00edveis nas bandas vermelha e NIR (infravermelho pr\u00f3ximo).<\/p>\n<p>Para fazer isso, ele pega a reflet\u00e2ncia em toda a banda espectral vermelha e a subtrai da reflet\u00e2ncia em toda a banda NIR. Depois disso, o resultado \u00e9 dividido pela reflet\u00e2ncia total dos comprimentos de onda NIR e vermelho.<\/p>\n<p>A avalia\u00e7\u00e3o do NDVI nunca ser\u00e1 maior do que um n\u00famero positivo e menor do que um n\u00famero negativo. Al\u00e9m disso, um n\u00famero entre -1 e 0 indica uma planta que morreu e itens inorg\u00e2nicos como pedras, estradas e edif\u00edcios.<\/p>\n<p>Ao mesmo tempo, seus valores para plantas vivas podem variar de 0 a 1, sendo que 1 representa a planta mais saud\u00e1vel e 0 representa a planta menos saud\u00e1vel. \u00c9 poss\u00edvel atribuir um \u00fanico valor a cada pixel em uma imagem, quer esse pixel represente uma \u00fanica folha ou um campo de trigo que se estende por 500 acres.<\/p>\n<h2>Como usamos o \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada?<\/h2>\n<p>Justificadamente, ele agora est\u00e1 sendo utilizado em v\u00e1rios campos de pesquisa diferentes. Por exemplo, ele \u00e9 aproveitado no campo da agricultura para os objetivos da agricultura de precis\u00e3o e da avalia\u00e7\u00e3o da biomassa. Da mesma forma, \u00e9 empregado por silvicultores para avaliar os recursos florestais, bem como o \u00edndice de \u00e1rea foliar (LAI).<\/p>\n<p>Al\u00e9m disso, a NASA acredita que ele seja uma indica\u00e7\u00e3o confi\u00e1vel da exist\u00eancia de condi\u00e7\u00f5es de seca. O NDVI proporcional e a concentra\u00e7\u00e3o de vegeta\u00e7\u00e3o s\u00e3o menores em \u00e1reas onde a \u00e1gua serve como barreira para o estabelecimento da vegeta\u00e7\u00e3o.<\/p>\n<p>Isso ocorre porque a \u00e1gua impede que as ra\u00edzes das plantas cres\u00e7am mais profundamente no solo. Ela, incluindo outros tipos de <a href=\"https:\/\/geopard.tech\/pt-br\/blog\/tipos-de-sensoriamento-remoto-na-agricultura\/\">sensoriamento remoto<\/a>, O sistema de gerenciamento de dados, que \u00e9 um sistema de gerenciamento de dados de alta qualidade, tem a capacidade de ser utilizado em uma ampla variedade de maneiras distintas na realidade.<\/p>\n<h2>O que o NDVI pode nos dizer sobre as plantas?<\/h2>\n<p>\u00c9 essencial ter uma s\u00f3lida compreens\u00e3o de que a diferen\u00e7a normalizada <a href=\"https:\/\/geopard.tech\/pt-br\/blog\/indice-de-vegetacao-como-e-utilizado-na-agricultura-de-precisao\/\">\u00cdndice de vegeta\u00e7\u00e3o<\/a> \u00e9 apenas uma indica\u00e7\u00e3o da sa\u00fade da planta e n\u00e3o fornece informa\u00e7\u00f5es sobre as raz\u00f5es por tr\u00e1s de uma determinada condi\u00e7\u00e3o.<\/p>\n<p>O \u00edndice de vegeta\u00e7\u00e3o \u00e9 mais uma express\u00e3o do que um reflexo direto do que est\u00e1 ocorrendo no campo. Vamos dar uma olhada em tr\u00eas aplica\u00e7\u00f5es do NDVI para an\u00e1lise de campo:<\/p>\n<p><strong>Quando uma nova temporada come\u00e7a<\/strong><\/p>\n<p>\u00c9 \u00fatil para entender a resist\u00eancia da planta ao inverno e como ela conseguiu sobreviver.<\/p>\n<ul>\n<li>Se o valor for menor que 0,15, \u00e9 prov\u00e1vel que todas as plantas dessa se\u00e7\u00e3o do campo tenham morrido. Normalmente, esses n\u00fameros se referem ao solo arado sem nenhuma planta.<\/li>\n<li>Outro exemplo de um n\u00famero baixo \u00e9 0,15-0,2. Isso pode sugerir que as plantas come\u00e7aram a se preparar para o inverno durante o per\u00edodo fenol\u00f3gico inicial, antes da fase de preparo do solo.<\/li>\n<li>Um resultado na faixa de 0,2 a 0,3 \u00e9 satisfat\u00f3rio. As plantas provavelmente progrediram para o est\u00e1gio de perfilhamento e recuperaram seu estado vegetativo. 0,3-<\/li>\n<li>0,5 \u00e9 um valor decente. No entanto, \u00e9 importante lembrar que leituras de NDVI mais altas sugerem que as plantas passaram o inverno em um est\u00e1gio fenol\u00f3gico posterior. Suponha que a imagem de sat\u00e9lite tenha sido capturada antes de a vegeta\u00e7\u00e3o voltar ao seu estado normal. Nesse caso, \u00e9 importante analisar a \u00e1rea depois que a vegeta\u00e7\u00e3o continuou em sua forma normal.<\/li>\n<li>Um n\u00famero maior que 0,5 indica uma anomalia durante a fase p\u00f3s-inverno. \u00c9 recomend\u00e1vel que voc\u00ea verifique essa zona de campo.<\/li>\n<\/ul>\n<p>Recapitulando, se voc\u00ea perceber que os valores obtidos s\u00e3o significativamente diferentes da norma, \u00e9 necess\u00e1rio realizar uma inspe\u00e7\u00e3o da parte relevante do campo. \u00c9 necess\u00e1rio um grande desvio da norma para que os valores sejam categorizados como anormais em uma determinada \u00e1rea.<\/p>\n<p><strong>Quando a esta\u00e7\u00e3o est\u00e1 no meio<\/strong><\/p>\n<p>A utiliza\u00e7\u00e3o do \u00edndice pode ser \u00fatil para obter uma melhor compreens\u00e3o de como as plantas se desenvolvem. Imagine que as leituras estejam entre leve e alto (0,5-0,85). \u00c9 muito prov\u00e1vel que essa parte espec\u00edfica da \u00e1rea n\u00e3o esteja enfrentando nenhum grande desafio no momento.<\/p>\n<p>Se o \u00edndice permanecer mais baixo do que deveria, pode haver problemas como defici\u00eancia de \u00e1gua ou nutrientes no solo. No entanto, voc\u00ea precisa fazer sua pr\u00f3pria investiga\u00e7\u00e3o sobre essa \u00e1rea espec\u00edfica.<\/p>\n<p>Geramos <a href=\"https:\/\/geopard.tech\/pt-br\/mapas-de-zonas-de-gestao-vra\/\">mapas para aplica\u00e7\u00e3o de taxa vari\u00e1vel (VRA)<\/a> de nitrog\u00eanio usando o \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada. Identificamos regi\u00f5es com \u00edndices de vegeta\u00e7\u00e3o que variam de baixo a alto.<\/p>\n<p>Depois disso, cabe a cada agricultor determinar a quantidade de fertilizante necess\u00e1ria. O m\u00e9todo a seguir \u00e9 o mais eficaz para a aplica\u00e7\u00e3o de nitrog\u00eanio:<\/p>\n<ul>\n<li>Suponha que o \u00edndice de vegeta\u00e7\u00e3o da regi\u00e3o seja alto. Nesse caso, a dosagem recomendada de fertilizante deve ser reduzida para 10 e 30% da taxa t\u00edpica.<\/li>\n<li>Se o \u00edndice de vegeta\u00e7\u00e3o estiver em torno da m\u00e9dia, a dosagem recomendada de fertilizante deve ser aumentada para 20 a 25% da quantidade t\u00edpica.<\/li>\n<li>Se o \u00edndice de vegeta\u00e7\u00e3o for baixo, primeiro voc\u00ea precisa descobrir por que ele \u00e9 assim.<\/li>\n<\/ul>\n<p>Para reconstruir um campo <a href=\"https:\/\/geopard.tech\/pt-br\/dados-de-rendimento\/\">rendimento agr\u00edcola<\/a>, Tamb\u00e9m usamos esse \u00edndice. Com esses dados, produzimos mapas que podem ser usados para a aplica\u00e7\u00e3o de taxa vari\u00e1vel de fertilizantes de pot\u00e1ssio e fosfato.<\/p>\n<p><strong>Quando a temporada terminar<\/strong><\/p>\n<p>O \u00edndice NDVI \u00e9 uma ferramenta \u00fatil para determinar se os campos est\u00e3o prontos para serem colhidos; quanto mais baixo o \u00edndice, mais uma parte da \u00e1rea est\u00e1 se aproximando do est\u00e1gio em que est\u00e1 pronta para ser colhida. Nesse cen\u00e1rio, um valor para o \u00edndice inferior a 0,25 seria o ideal.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"5476\" data-permalink=\"https:\/\/geopard.tech\/pt-br\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/74-3-min-1\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?fit=2400%2C1300&amp;ssl=1\" data-orig-size=\"2400,1300\" 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=\"What can NDVI tell us about plants\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?fit=1024%2C555&amp;ssl=1\" class=\"wp-image-5476 aligncenter\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=810%2C439&#038;ssl=1\" alt=\"O \u00edndice NDVI \u00e9 uma ferramenta \u00fatil para determinar se os campos est\u00e3o prontos para serem colhidos\" width=\"810\" height=\"439\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1024%2C555&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=768%2C416&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1536%2C832&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=2048%2C1109&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?resize=1200%2C650&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/07\/74.3-min-1.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>Para come\u00e7ar, \u00e9 um c\u00e1lculo matem\u00e1tico realizado pixel a pixel em uma imagem, utilizando ferramentas de um GIS (Sistema de Informa\u00e7\u00f5es Geogr\u00e1ficas). Calculado pelo contraste das quantidades de luz vermelha e infravermelha pr\u00f3xima absorvidas e refletidas pela planta, ele mede o estado geral de sa\u00fade da planta.<\/p>\n<p>O \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada pode ser usado para estudar terras em todo o mundo, o que o torna ideal para estudos de campo focados e monitoramento de vegeta\u00e7\u00e3o nacional ou global.<\/p>\n<p>Por meio da utiliza\u00e7\u00e3o do NDVI, podemos obter uma an\u00e1lise imediata dos campos, permitindo que os agricultores otimizem o potencial de produ\u00e7\u00e3o das \u00e1reas, limitem sua influ\u00eancia no meio ambiente e modifiquem suas opera\u00e7\u00f5es agr\u00edcolas de precis\u00e3o.<\/p>\n<p>Al\u00e9m disso, examin\u00e1-lo em conjunto com outros fluxos de dados, como aqueles sobre o clima, pode fornecer mais informa\u00e7\u00f5es sobre os padr\u00f5es recorrentes de secas, congelamentos ou inunda\u00e7\u00f5es e como eles afetam a vegeta\u00e7\u00e3o.<\/p>\n<hr \/>\n<h2>Perguntas frequentes<\/h2>\n<hr \/>\n<p><strong>1. O que o NDVI \u00e9 usado principalmente para determinar?<\/strong><\/p>\n<p>Ele \u00e9 usado principalmente para determinar a sa\u00fade e a densidade da vegeta\u00e7\u00e3o em uma determinada \u00e1rea. Esse \u00edndice \u00e9 amplamente usado na agricultura, na silvicultura e na ecologia para monitorar o crescimento da vegeta\u00e7\u00e3o, avaliar os n\u00edveis de estresse das plantas, identificar \u00e1reas de seca ou doen\u00e7a e ajudar nas decis\u00f5es de gerenciamento de culturas.<\/p>\n<p><strong>2. Como ler as imagens NDVI?<\/strong><\/p>\n<p>Para ler as imagens NDVI, voc\u00ea pode interpretar a escala de cores associada aos valores do \u00edndice. Normalmente, a vegeta\u00e7\u00e3o saud\u00e1vel aparece em verde, enquanto a vegeta\u00e7\u00e3o menos saud\u00e1vel ou esparsa aparece em amarelo ou vermelho.<\/p>\n<p>Tons mais escuros podem indicar \u00e1reas com alta biomassa, enquanto tons mais claros podem sugerir menor densidade de vegeta\u00e7\u00e3o ou a presen\u00e7a de solo descoberto.<\/p>\n<p>A compreens\u00e3o do contexto da \u00e1rea que est\u00e1 sendo analisada, como o tipo espec\u00edfico de cultura ou as condi\u00e7\u00f5es ambientais, pode ajudar ainda mais na interpreta\u00e7\u00e3o das imagens NDVI e na tomada de decis\u00f5es informadas sobre as pr\u00e1ticas agr\u00edcolas.<\/p>","protected":false},"excerpt":{"rendered":"<p>O \u00cdndice de Vegeta\u00e7\u00e3o por Diferen\u00e7a Normalizada (NDVI) \u00e9 uma m\u00e9trica comumente usada para quantificar a densidade e a sa\u00fade da vegeta\u00e7\u00e3o. Seus valores variam de -1 a 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