{"id":257,"date":"2020-09-15T17:39:00","date_gmt":"2020-09-15T15:39:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=257"},"modified":"2024-12-01T21:59:38","modified_gmt":"2024-12-01T20:59:38","slug":"ndvi-normalisoidun-differentiaalisen-kasvillisuusindeksin-kaytto-tasmaviljelyssa","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fin\/blog\/use-of-ndvi-normalized-difference-vegetation-index-in-precision-agriculture\/","title":{"rendered":"Todenn\u00e4k\u00f6isesti etsit seuraavaa tietoa:\n\n\"Mik\u00e4 kasvillisuusindeksi on parempi tarkkuusmaanviljelyss\u00e4?\""},"content":{"rendered":"<p class=\"wp-block-paragraph\">Yleisesti k\u00e4yt\u00f6ss\u00e4 on useita kasvillisuusindeksej\u00e4, mukaan lukien normalisoitu kasvillisuusindeksi (NDVI), laajan dynaamisen alueen kasvillisuusindeksi (WDRVI) ja vihre\u00e4n klorofylli-indeksi (GCI).<\/p>\r\n<ul>\r\n<li>Mik\u00e4 kasvillisuusindeksi heijastaa enemm\u00e4n yksityiskohtia?<\/li>\r\n<li>Mik\u00e4 kasvillisuusindeksi n\u00e4ytt\u00e4\u00e4 paremmin vaihtelua?<\/li>\r\n<li>Onko NDVI paras monispektrivihreysindeksien perheess\u00e4?<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Kysymykset ovat tuttuja ja niit\u00e4 tulee esiin hyvin usein. Tutkitaanpa.<\/p>\r\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11114\" class=\"elementor elementor-11114\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-dfe995c e-flex e-con-boxed e-con e-parent\" data-id=\"dfe995c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b9ca021 elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"b9ca021\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;slides_to_show&quot;:&quot;1&quot;,&quot;navigation&quot;:&quot;both&quot;,&quot;autoplay&quot;:&quot;yes&quot;,&quot;pause_on_hover&quot;:&quot;yes&quot;,&quot;pause_on_interaction&quot;:&quot;yes&quot;,&quot;autoplay_speed&quot;:5000,&quot;infinite&quot;:&quot;yes&quot;,&quot;effect&quot;:&quot;slide&quot;,&quot;speed&quot;:500}\" data-widget_type=\"image-carousel.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-image-carousel-wrapper swiper\" role=\"region\" aria-roledescription=\"carousel\" aria-label=\"Vaizd\u0173 karusel\u0117\" dir=\"ltr\" data-no-translation-aria-label=\"\">\n\t\t\t<div class=\"elementor-image-carousel swiper-wrapper swiper-image-stretch\" aria-live=\"off\">\n\t\t\t\t\t\t\t\t<div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"1 i\u0161 4\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__image-4.webp?fit=1600%2C832&amp;ssl=1\" alt=\"NDVI-maatalousalueiden kartta\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 i\u0161 4\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__image-1-1.webp?fit=1600%2C832&amp;ssl=1\" alt=\"WDRVI maatalousaluettukartta\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 i\u0161 4\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__image-2-1.webp?fit=1600%2C834&amp;ssl=1\" alt=\"GCI maatalousvy\u00f6hykekartta\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 i\u0161 4\" data-no-translation-aria-label=\"\"><figure class=\"swiper-slide-inner\"><img decoding=\"async\" class=\"swiper-slide-image\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__image-3-1.webp?fit=1600%2C832&amp;ssl=1\" alt=\"RCI maatalousvy\u00f6hykekartta\" \/><\/figure><\/div>\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-prev\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-left\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 504C119 504 8 393 8 256S119 8 256 8s248 111 248 248-111 248-248 248zm28.9-143.6L209.4 288H392c13.3 0 24-10.7 24-24v-16c0-13.3-10.7-24-24-24H209.4l75.5-72.4c9.7-9.3 9.9-24.8.4-34.3l-11-10.9c-9.4-9.4-24.6-9.4-33.9 0L107.7 239c-9.4 9.4-9.4 24.6 0 33.9l132.7 132.7c9.4 9.4 24.6 9.4 33.9 0l11-10.9c9.5-9.5 9.3-25-.4-34.3z\"><\/path><\/svg>\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-swiper-button elementor-swiper-button-next\" role=\"button\" tabindex=\"0\">\n\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-arrow-circle-right\" viewbox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256 8c137 0 248 111 248 248S393 504 256 504 8 393 8 256 119 8 256 8zm-28.9 143.6l75.5 72.4H120c-13.3 0-24 10.7-24 24v16c0 13.3 10.7 24 24 24h182.6l-75.5 72.4c-9.7 9.3-9.9 24.8-.4 34.3l11 10.9c9.4 9.4 24.6 9.4 33.9 0L404.3 273c9.4-9.4 9.4-24.6 0-33.9L271.6 106.3c-9.4-9.4-24.6-9.4-33.9 0l-11 10.9c-9.5 9.6-9.3 25.1.4 34.4z\"><\/path><\/svg>\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"swiper-pagination\"><\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\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\t\t<\/div>\n\t\t\r\n<h2>Mik\u00e4 on kasvillisuusindeksi?<\/h2>\r\n<p>Kasvillisuusindeksi on numeerinen mittari, joka kvantifioi kasvillisuuden m\u00e4\u00e4r\u00e4n ja kunnon tietyll\u00e4 alueella satelliittikuvantamisaineiston perusteella.<\/p>\r\n<p>Kasvillisuusindeksit lasketaan yhdist\u00e4m\u00e4ll\u00e4 satelliitti- tai ilmakuvien eri spektrikaistoja, jotka heijastavat kasvien n\u00e4kyv\u00e4ll\u00e4 ja l\u00e4hi-infrapuna-alueella absorboiman ja heijastaman energian m\u00e4\u00e4r\u00e4\u00e4 s\u00e4hk\u00f6magneettisessa spektriss\u00e4.<\/p>\r\n<p>N\u00e4m\u00e4 indeksit voivat tarjota tietoa kasvillisuuden terveydest\u00e4, tiheydest\u00e4 ja tuottavuudesta, mik\u00e4 on hy\u00f6dyllist\u00e4 monenlaisiin sovelluksiin, kuten maanviljelyyn, mets\u00e4talouteen, maank\u00e4yt\u00f6n hallintaan ja ilmaston seurantaan.<\/p>\r\n<h2>Normalisoitu kasvillisuusindeksi (NDVI)<strong>NDVI<\/strong>?<\/h2>\r\n<p><strong>NDVI (Normalisoitu kasvillisuusindeksi)<\/strong>\u00a0on tunnetuin ja laajimmin k\u00e4ytetty biomassaan ja kaukokartoitukseen liittyvill\u00e4 teollisuudenaloilla.<\/p>\r\n<p>NDVI:n saturaatio vaikuttaa kasvillisuuden tarkkaan erotteluun biomassan huippuvaiheessa. Toinen NDVI:n ongelma on maaper\u00e4n kohina, joka vaikuttaa viljelykasvien kehityksen alkuvaiheessa.<\/p>\r\n<p>Se lasketaan satelliitti- tai ilmakuva-aineistosta, perustuen kahden spektrikaistan \u2013 l\u00e4hi-infrapuna (NIR) ja punainen kaista \u2013 heijastuseron perusteella.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\" style=\"text-align: center;\"><strong><em>NDVI-kaava on NDVI = (NIR-Red) \/ (NIR+Red).<\/em><\/strong><\/p>\r\n<p>miss\u00e4 NIR on heijastus l\u00e4hi-infrapuna-alueella ja Red on heijastus punaisella alueella.<\/p>\r\n<p>Tuloksena saatu NDVI-arvo vaihtelee v\u00e4lill\u00e4 -1 \u2013 +1, ja korkeammat arvot osoittavat tihe\u00e4mp\u00e4\u00e4 kasvillisuutta. Arvo nolla osoittaa, ettei kasvillisuutta ole, kun taas negatiiviset arvot viittaavat vesist\u00f6ihin tai muihin kasvillisuudettomiin pintoihin.<\/p>\r\n<p>NDVI-arvot l\u00e4hell\u00e4 +1:t\u00e4 osoittavat tihe\u00e4\u00e4 ja tervett\u00e4 kasvillisuutta, kun taas nollaa l\u00e4hell\u00e4 olevat arvot osoittavat harvaa kasvillisuutta tai merkitt\u00e4v\u00e4n stressin tai vaurion alaisia alueita.<\/p>\r\n<p>Sit\u00e4 k\u00e4ytet\u00e4\u00e4n laajalti maatalouden ja ekologian sovelluksissa kasvillisuuden kasvun seurantaan, satom\u00e4\u00e4rien arviointiin sek\u00e4 metsien ja muiden ekosysteemien terveyden ja tuottavuuden arviointiin.<\/p>\r\n<p>Sit\u00e4 voidaan k\u00e4ytt\u00e4\u00e4 my\u00f6s kuivuuden, eroosion ja muiden kasvillisuuteen vaikuttavien ymp\u00e4rist\u00f6tekij\u00f6iden havaitsemiseen ja seurantaan.<\/p>\r\n<p>Se lasketaan esimerkiksi v\u00e4hent\u00e4m\u00e4ll\u00e4 punaisen alueen heijastavuudesta l\u00e4hi-infrapuna-alueen (NIR) heijastavuus ja jakamalla tulos n\u00e4iden kahden summalla. Tuloksena saatu arvo vaihtelee v\u00e4lill\u00e4 -1 \u2013 +1, ja suuremmat arvot osoittavat suurempia kasvillisuustasoja.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Lis\u00e4ksi ajatus siit\u00e4, ett\u00e4 <strong>WDRVI (Laaja dynaaminen alue vihreysindeksi)<\/strong>\u00a0luotiin ratkaisemaan NDVI:n saturaatio-ongelmia. Se saavutettiin laajentamalla mahdollisten WDRVI-arvojen aluetta matemaattisen kertoimen (\u03b1) k\u00e4ytt\u00f6\u00f6noton avulla.<\/p>\r\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"1466\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/use-of-ndvi-normalized-difference-vegetation-index-in-precision-agriculture\/vegation_2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?fit=1318%2C777&amp;ssl=1\" data-orig-size=\"1318,777\" 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=\"vegetation filed data with geopark agriculture map 2\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?fit=1024%2C604&amp;ssl=1\" class=\"alignnone wp-image-1466\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?resize=810%2C478&#038;ssl=1\" alt=\"NDVI (Normalisoitu ero kasvillisuusindeksi) k\u00e4ytt\u00f6\" width=\"810\" height=\"478\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?resize=1024%2C604&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?resize=300%2C177&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?resize=768%2C453&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?resize=1200%2C707&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_2.webp?w=1318&amp;ssl=1 1318w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">NDVI (normalisoitu erotusvegeitaatioindeksi) -kaava muunnettiin muotoon WDRVI = (\u03b1\u2217NIR-Red) \/ (\u03b1\u2217NIR+Red).<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"1467\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/use-of-ndvi-normalized-difference-vegetation-index-in-precision-agriculture\/vegation_3\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?fit=1316%2C783&amp;ssl=1\" data-orig-size=\"1316,783\" 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=\"vegetation filed data with geopark agriculture map 3\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?fit=1024%2C609&amp;ssl=1\" class=\"alignnone wp-image-1467\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?resize=810%2C482&#038;ssl=1\" alt=\"WDRVI (Wide Dynamic Range Vegetation Index) ja NDVI\" width=\"810\" height=\"482\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?resize=1024%2C609&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?resize=300%2C178&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?resize=768%2C457&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?resize=1200%2C714&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_3.webp?w=1316&amp;ssl=1 1316w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">WDRVI:n perusteella rakennetut vy\u00f6hykkeet ovat parempia verrattuna NDVI-vy\u00f6hykkeisiin. Ne eiv\u00e4t kuitenkaan ole viel\u00e4k\u00e4\u00e4n ihanteellisia liian suuren biomassam\u00e4\u00e4r\u00e4n vuoksi.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Vihre\u00e4n klorofylli-indeksi\u00a0<\/strong>k\u00e4ytet\u00e4\u00e4n kasvien lehtivihre\u00e4pitoisuuden arvioimiseen l\u00e4hi-infrapuna- ja vihre\u00e4n alueen perusteella. Yleisesti ottaen lehtivihre\u00e4arvo heijastaa suoraan kasvillisuutta.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GCI-kaava n\u00e4ytt\u00e4\u00e4 olevan GCI = NIR \/ Green \u2013 1.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"1469\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/use-of-ndvi-normalized-difference-vegetation-index-in-precision-agriculture\/vegation_4\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?fit=1314%2C788&amp;ssl=1\" data-orig-size=\"1314,788\" 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=\"vegetation filed data with geopark agriculture map 4\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?fit=1024%2C614&amp;ssl=1\" class=\"alignnone wp-image-1469\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?resize=810%2C486&#038;ssl=1\" alt=\"Vihre\u00e4n klorofylli-indeksi\u00a0\" width=\"810\" height=\"486\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?resize=1024%2C614&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?resize=300%2C180&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?resize=768%2C461&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?resize=1200%2C720&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_4.webp?w=1314&amp;ssl=1 1314w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GCI:n perusteella rakennetut vy\u00f6hykkeet erottelevat korkean biomassapitoisuuden alueet paremmin kuin NDVI ja WDRVI. Tiedot auttavat pellon hallinnassa tarkemmin ja tehokkaammin.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>RCI (punaklorofylli-indeksi)<\/strong>\u00a0sis\u00e4lt\u00e4\u00e4 samanlaisen klorofyllipitoisuutta koskevan tietopohjan kuin GCI ja heijastaa sit\u00e4 punaisen multispektraalisen kaistan kautta.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">RCI-kaava n\u00e4ytt\u00e4\u00e4 t\u00e4lt\u00e4: RCI = NIR \/ Red \u2013 1.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"1470\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/use-of-ndvi-normalized-difference-vegetation-index-in-precision-agriculture\/vegation_5\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?fit=1313%2C785&amp;ssl=1\" data-orig-size=\"1313,785\" 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=\"vegetation filed data with geopark agriculture\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?fit=1024%2C612&amp;ssl=1\" class=\"alignnone wp-image-1470\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?resize=810%2C484&#038;ssl=1\" alt=\"RCI (punaklorofylli-indeksi)\u00a0\" width=\"810\" height=\"484\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?resize=1024%2C612&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?resize=300%2C179&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?resize=768%2C459&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?resize=1200%2C717&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/vegation_5.webp?w=1313&amp;ssl=1 1313w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Alueet, jotka perustuvat KES-indeksiin, ovat tarkkoja GCI-alueina.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Seuraa pellonkehityst\u00e4si ja hy\u00f6dynn\u00e4 oikeaa kasvillisuusindeksi\u00e4 oikeaan aikaan kasvukauden aikana. GeoPardissa on nyt k\u00e4yt\u00f6ss\u00e4 suuri joukko kasvillisuusindeksej\u00e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>Yleisesti k\u00e4ytet\u00e4\u00e4n useita kasvillisuusindeksej\u00e4, mukaan lukien normalisoitu differentiaalikasvillisuusindeksi (NDVI), laaja dynaaminen alue -kasvillisuusindeksi (WDRVI) ja vihre\u00e4 klorofylli\u2026<\/p>","protected":false},"author":210157960,"featured_media":1356,"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":[1657,1662,1377],"tags":[1598],"class_list":["post-257","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-ndvi","category-crop-monitoring","tag-precision-agriculture"],"acf":[],"yoast_head":"<!-- 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famous and widely used in industries related to biomass and remote sensing.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/fin\/blogi\/ndvi-normalisoidun-differentiaalisen-kasvillisuusindeksin-kaytto-tasmaviljelyssa\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-09-15T15:39:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-01T20:59:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Which-vegetation-index-is-better-to-use-in-Precision-Agriculture_.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" 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