{"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":"vad-ar-ndvi-normaliserat-differensvegetationsindex","status":"publish","type":"post","link":"https:\/\/geopard.tech\/swe\/blog\/what-is-ndvi-normalized-difference-vegetation-index\/","title":{"rendered":"Normaliserat skillnadsvegetationsindex (NDVI) g\u00f6r bondens liv enklare"},"content":{"rendered":"<p>Normaliserat differensvegetationsindex (NDVI) \u00e4r ett vanligt f\u00f6rekommande m\u00e5tt f\u00f6r att kvantifiera vegetationens t\u00e4thet och h\u00e4lsa. Dess v\u00e4rden varierar fr\u00e5n -1 till 1, d\u00e4r negativa v\u00e4rden indikerar vatten eller bar jord, v\u00e4rden n\u00e4ra noll indikerar gles vegetation och h\u00f6gre v\u00e4rden indikerar t\u00e4tare och friskare vegetation.<\/p>\n<h2>Vad \u00e4r Normaliserat Differensvegetationsindex (NDVI)?<\/h2>\n<p>Det \u00e4r en metod som ber\u00e4knar variationen mellan m\u00e4ngden r\u00f6tt ljus som tas emot av vegetation och m\u00e4ngden n\u00e4ra-infrar\u00f6tt ljus som reflekteras kraftigt av vegetation.<\/p>\n<p>Syftet med denna metod \u00e4r att tillhandah\u00e5lla en kvantitativ analys av v\u00e4xtlivets tillst\u00e5nd. Det finns ingen situation d\u00e4r dess v\u00e4rde faller utanf\u00f6r spektrumet fr\u00e5n -1 till +1. Det finns dock ingen tydlig avgr\u00e4nsning mellan de m\u00e5nga typer av markt\u00e4cke som kan finnas.<\/p>\n<p>Om summan av siffrorna blir mindre \u00e4n noll \u00e4r det ganska troligt att \u00e4mnet i fr\u00e5ga \u00e4r vatten. Om du f\u00e5r ett NDVI-v\u00e4rde som \u00e4r ganska n\u00e4ra ett positivt, finns det en god chans att det bara \u00e4r en massa t\u00e4tt packade gr\u00f6na blad. Detta g\u00e4ller s\u00e4rskilt om bladen \u00e4r t\u00e4tt packade tillsammans.<\/p>\n<p>Gr\u00f6na blad har ett st\u00f6rre v\u00e4rde \u00e4n r\u00f6da blad, vilket \u00e4r anledningen till att det \u00e4r s\u00e5. F\u00f6rest\u00e4ll dig f\u00f6r ett \u00f6gonblick att det \u00e4r v\u00e4ldigt n\u00e4ra att vara lika med 0.<\/p>\n<p>I en s\u00e5dan situation finns det knappast en sn\u00f6bolls chans i helvetet att n\u00e5gra l\u00f6v av n\u00e5got slag fortfarande finns kvar, och regionen kan till och med vara urbaniserad vid denna tidpunkt. Normalized Difference Vegetation Indicator \u00e4r det index som anv\u00e4nds av analytiker inom omr\u00e5det <a href=\"https:\/\/geopard.tech\/swe\/blogg\/typer-av-fjarranalys-inom-jordbruket\/\">fj\u00e4rranalys<\/a> majoriteten av tiden.<\/p>\n<h2>Varf\u00f6r \u00e4r Normalized Difference Vegetation Index anv\u00e4ndbart?<\/h2>\n<p>Det finns m\u00e5nga olika vegetationsindex, och de allra flesta \u00e4r j\u00e4mf\u00f6rbara med varandra. Det \u00e4r dock det som anv\u00e4nds oftast och mest brett, och det har ocks\u00e5 en viktig f\u00f6rdel, n\u00e4mligen en h\u00f6g uppl\u00f6sning p\u00e5 bilder som h\u00e4rr\u00f6r fr\u00e5n <a href=\"https:\/\/help.geopard.tech\/web\/satellitemonitor\/\">satellitdata<\/a>.<\/p>\n<p>Under s\u00e5dana omst\u00e4ndigheter kan kanaler med en uppl\u00f6sning p\u00e5 tio meter anv\u00e4ndas f\u00f6r att best\u00e4mma NDVI. Kom ih\u00e5g att en pixel \u00e4r lika med tio g\u00e5nger tio meter. \u00c5 andra sidan kan indexets uppl\u00f6sning som anv\u00e4nder extra ljuskanaler, n\u00e4mligen r\u00f6d \u00e5lder, vara tjugo meter, d\u00e4r en pixel \u00e4r lika med tjugo g\u00e5nger tjugo meter.<\/p>\n<h2>Hur ber\u00e4knas NDVI?<\/h2>\n<p>Det kan best\u00e4mmas med hj\u00e4lp av f\u00f6ljande enkla matematiska procedur, som omvandlar r\u00e5 satellitinformation till vegetationsindex.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"5475\" data-permalink=\"https:\/\/geopard.tech\/swe\/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=\"Formel f\u00f6r normaliserad skillnad f\u00f6r vegetationsindex\" 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>Ekvationen skapar ett enda tal som \u00e4r representativt och integrerar informationen som \u00e4r tillg\u00e4nglig i det r\u00f6da och NIR-bandet (n\u00e4ra infrar\u00f6da).<\/p>\n<p>F\u00f6r att g\u00f6ra detta tar den reflektansen genom hela det r\u00f6da spektralbandet och subtraherar den fr\u00e5n reflektansen genom hela NIR-bandet. D\u00e4refter divideras resultatet med den totala reflektansen f\u00f6r NIR- och r\u00f6dv\u00e5gl\u00e4ngderna.<\/p>\n<p>Bed\u00f6mningen av NDVI kommer aldrig att vara mer \u00e4n positiv och mindre \u00e4n negativ. Dessutom betecknar ett tal mellan -1 och 0 en v\u00e4xt som har d\u00f6tt och oorganiska f\u00f6rem\u00e5l som stenar, v\u00e4gar och byggnader.<\/p>\n<p>Samtidigt kan dess v\u00e4rden f\u00f6r levande v\u00e4xter variera mellan 0 och 1, d\u00e4r 1 representerar den friskaste v\u00e4xten och 0 representerar den oh\u00e4lsosammaste v\u00e4xten. Det \u00e4r m\u00f6jligt att tilldela ett enda v\u00e4rde till varje pixel i en bild, oavsett om pixeln representerar ett enda l\u00f6v eller ett vetef\u00e4lt som str\u00e4cker sig \u00f6ver 200 hektar.<\/p>\n<h2>Hur anv\u00e4nder vi normaliserat differensvegetationsindex?<\/h2>\n<p>Med r\u00e4tta anv\u00e4nds det nu inom ett antal olika forskningsomr\u00e5den. Till exempel anv\u00e4nds det inom jordbruksomr\u00e5det f\u00f6r precisionsjordbruk och utv\u00e4rdering av biomassa. Det anv\u00e4nds ocks\u00e5 av skogsbrukare f\u00f6r att utv\u00e4rdera skogsresurser samt l\u00f6varealindex (LAI).<\/p>\n<p>Dessutom anser NASA att det \u00e4r en tillf\u00f6rlitlig indikation p\u00e5 f\u00f6rekomsten av torka. Den proportionella NDVI och koncentrationen av vegetation \u00e4r b\u00e5da l\u00e4gre i omr\u00e5den d\u00e4r vatten fungerar som ett hinder f\u00f6r etablering av vegetation.<\/p>\n<p>Detta beror p\u00e5 att vatten hindrar v\u00e4xternas r\u00f6tter fr\u00e5n att v\u00e4xa djupare ner i jorden. Det, inklusive andra typer av <a href=\"https:\/\/geopard.tech\/swe\/blogg\/typer-av-fjarranalys-inom-jordbruket\/\">fj\u00e4rranalys<\/a>, har f\u00f6rm\u00e5gan att anv\u00e4ndas p\u00e5 en m\u00e4ngd olika s\u00e4tt i verkligheten.<\/p>\n<h2>Vad kan NDVI ber\u00e4tta oss om v\u00e4xter?<\/h2>\n<p>Det \u00e4r viktigt att ha en god f\u00f6rst\u00e5else f\u00f6r den normaliserade skillnaden <a href=\"https:\/\/geopard.tech\/swe\/blogg\/vegetationsindex-hur-anvands-de-inom-precisionsjordbruk\/\">Vegetationsindex<\/a> \u00e4r bara en indikation p\u00e5 v\u00e4xtens h\u00e4lsa och ger ingen information om orsakerna bakom ett visst tillst\u00e5nd.<\/p>\n<p>Vegetationsindex \u00e4r snarare ett uttryck \u00e4n en direkt \u00e5terspegling av vad som h\u00e4nder p\u00e5 f\u00e4ltet. L\u00e5t oss titta p\u00e5 tre till\u00e4mpningar av NDVI f\u00f6r f\u00e4ltanalys:<\/p>\n<p><strong>N\u00e4r en ny s\u00e4song b\u00f6rjar<\/strong><\/p>\n<p>Det \u00e4r f\u00f6rdelaktigt f\u00f6r att f\u00f6rst\u00e5 v\u00e4xtens vinterh\u00e4rdighet och hur den lyckades \u00f6verleva.<\/p>\n<ul>\n<li>Om dess v\u00e4rde \u00e4r mindre \u00e4n 0,15 \u00e4r det n\u00e5gorlunda troligt att alla v\u00e4xter i detta f\u00e4ltavsnitt har d\u00f6tt ut. Vanligtvis avser dessa siffror den bearbetade jorden utan n\u00e5gra v\u00e4xter.<\/li>\n<li>Ett annat exempel p\u00e5 ett l\u00e5gt tal \u00e4r 0,15\u20130,2. Det kan tyda p\u00e5 att v\u00e4xterna b\u00f6rjade f\u00f6rbereda sig f\u00f6r vintern under den tidiga fenologiska perioden, f\u00f6re pl\u00f6jningsstadiet.<\/li>\n<li>Ett resultat i intervallet 0,2 till 0,3 \u00e4r tillfredsst\u00e4llande. V\u00e4xterna har troligtvis n\u00e5tt bearbetningsstadiet och har \u00e5terf\u00e5tt sitt vegetativa tillst\u00e5nd.<\/li>\n<li>0,5 \u00e4r ett hyfsat v\u00e4rde. Det \u00e4r dock viktigt att komma ih\u00e5g att h\u00f6gre NDVI-avl\u00e4sningar tyder p\u00e5 att v\u00e4xter \u00f6vervintrade i ett senare fenologiskt stadium. Anta att satellitbilden togs innan vegetationen \u00e5tergick till sitt normala tillst\u00e5nd. I s\u00e5 fall \u00e4r det viktigt att analysera omr\u00e5det efter att vegetationen fortsatt sin normala form.<\/li>\n<li>Ett tal st\u00f6rre \u00e4n 0,5 indikerar en anomali under eftervintringsfasen. Det rekommenderas att du kontrollerar denna f\u00e4ltzon.<\/li>\n<\/ul>\n<p>Sammanfattningsvis, om du m\u00e4rker att de erh\u00e5llna v\u00e4rdena skiljer sig avsev\u00e4rt fr\u00e5n normen, m\u00e5ste du utf\u00f6ra en inspektion av den relevanta delen av f\u00e4ltet. En stor avvikelse fr\u00e5n normen kr\u00e4vs f\u00f6r att v\u00e4rden ska kategoriseras som onormala i ett givet omr\u00e5de.<\/p>\n<p><strong>N\u00e4r s\u00e4songen \u00e4r mitt i<\/strong><\/p>\n<p>Att anv\u00e4nda indexet kan vara till hj\u00e4lp f\u00f6r att f\u00e5 en b\u00e4ttre f\u00f6rst\u00e5else f\u00f6r hur v\u00e4xter utvecklas. T\u00e4nk dig att avl\u00e4sningarna ligger mellan milda och h\u00f6ga temperaturer (0,5\u20130,85). Det \u00e4r h\u00f6gst troligt att just denna del av omr\u00e5det inte st\u00e5r inf\u00f6r n\u00e5gra st\u00f6rre utmaningar f\u00f6r n\u00e4rvarande.<\/p>\n<p>Om indexet f\u00f6rblir l\u00e4gre \u00e4n det borde vara kan det finnas problem som brist p\u00e5 markvatten eller n\u00e4rings\u00e4mnen. Du beh\u00f6ver dock g\u00f6ra din egen unders\u00f6kning av just detta omr\u00e5de.<\/p>\n<p>Vi genererar <a href=\"https:\/\/geopard.tech\/swe\/forvaltningszoner-vra-kartor\/\">kartor f\u00f6r variabel dosering (VRA)<\/a> av kv\u00e4ve med hj\u00e4lp av Normalized Difference Vegetation Index. Vi identifierar regioner med vegetationsindex som varierar fr\u00e5n l\u00e5gt till h\u00f6gt.<\/p>\n<p>D\u00e4refter \u00e4r det upp till den enskilda bonden att best\u00e4mma m\u00e4ngden g\u00f6dselmedel som beh\u00f6vs. F\u00f6ljande \u00e4r den mest effektiva metoden f\u00f6r att applicera kv\u00e4ve:<\/p>\n<ul>\n<li>Anta att vegetationsindexet f\u00f6r regionen \u00e4r h\u00f6gt. I s\u00e5 fall b\u00f6r den rekommenderade g\u00f6dseldosen minskas till 10 och 30 procent av den typiska m\u00e4ngden.<\/li>\n<li>Om vegetationsindexet ligger runt genomsnittet b\u00f6r den rekommenderade g\u00f6dseldosen h\u00f6jas till mellan 20 och 25 procent av den typiska m\u00e4ngden.<\/li>\n<li>Om vegetationsindexet \u00e4r l\u00e5gt beh\u00f6ver man f\u00f6rst ta reda p\u00e5 varf\u00f6r det \u00e4r s\u00e5.<\/li>\n<\/ul>\n<p>Att rekonstruera ett f\u00e4lts <a href=\"https:\/\/geopard.tech\/swe\/avkastningsdata\/\">jordbruksavkastning<\/a>, anv\u00e4nder vi \u00e4ven detta index. Med dessa data producerar vi kartor som kan anv\u00e4ndas f\u00f6r variabel dosering av kalium- och fosfatg\u00f6dselmedel.<\/p>\n<p><strong>N\u00e4r s\u00e4songen \u00e4r \u00f6ver<\/strong><\/p>\n<p>NDVI-indexet \u00e4r ett anv\u00e4ndbart verktyg f\u00f6r att avg\u00f6ra om f\u00e4lten \u00e4r redo att sk\u00f6rdas; ju l\u00e4gre indexet \u00e4r, desto n\u00e4rmare kommer en del av omr\u00e5det det stadium d\u00e5 det \u00e4r redo att sk\u00f6rdas. I detta scenario skulle ett v\u00e4rde f\u00f6r indexet som \u00e4r l\u00e4gre \u00e4n 0,25 vara idealiskt.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"5476\" data-permalink=\"https:\/\/geopard.tech\/swe\/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=\"NDVI-index \u00e4r ett anv\u00e4ndbart verktyg f\u00f6r att avg\u00f6ra om \u00e5krar \u00e4r redo att sk\u00f6rdas\" 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>Till att b\u00f6rja med \u00e4r det en matematisk ber\u00e4kning som utf\u00f6rs pixel f\u00f6r pixel p\u00e5 en bild med hj\u00e4lp av verktyg fr\u00e5n ett GIS (Geografiskt Informationssystem). Ber\u00e4kningen sker genom att j\u00e4mf\u00f6ra m\u00e4ngderna r\u00f6tt och n\u00e4ra-infrar\u00f6tt ljus som absorberas och reflekteras av v\u00e4xten, och m\u00e4ter v\u00e4xtens allm\u00e4nna h\u00e4lsotillst\u00e5nd.<\/p>\n<p>Normaliserat differensvegetationsindex (NDM) kan anv\u00e4ndas f\u00f6r att studera land \u00f6ver hela v\u00e4rlden, vilket g\u00f6r det idealiskt f\u00f6r fokuserade f\u00e4ltstudier och nationell eller global vegetations\u00f6vervakning.<\/p>\n<p>Genom att anv\u00e4nda NDVI kan vi f\u00e5 en omedelbar analys av f\u00e4lt, vilket g\u00f6r det m\u00f6jligt f\u00f6r jordbrukare att optimera omr\u00e5denas produktionspotential, begr\u00e4nsa deras p\u00e5verkan p\u00e5 milj\u00f6n och modifiera sina precisionsjordbruksverksamheter.<\/p>\n<p>Dessutom kan en unders\u00f6kning av det tillsammans med andra datastr\u00f6mmar, s\u00e5som de om v\u00e4dret, ge ytterligare insikter i \u00e5terkommande m\u00f6nster av torka, frysning eller \u00f6versv\u00e4mningar och hur de p\u00e5verkar vegetationen.<\/p>\n<hr \/>\n<h2>Vanliga fr\u00e5gor och svar<\/h2>\n<hr \/>\n<p><strong>1. Vad anv\u00e4nds NDVI fr\u00e4mst f\u00f6r att fastst\u00e4lla?<\/strong><\/p>\n<p>Det anv\u00e4nds fr\u00e4mst f\u00f6r att fastst\u00e4lla vegetationens h\u00e4lsa och t\u00e4thet i ett givet omr\u00e5de. Detta index anv\u00e4nds ofta inom jordbruk, skogsbruk och ekologi f\u00f6r att \u00f6vervaka vegetationens tillv\u00e4xt, bed\u00f6ma v\u00e4xters stressniv\u00e5er, identifiera omr\u00e5den med torka eller sjukdomar och hj\u00e4lpa till vid beslut om gr\u00f6dhantering.<\/p>\n<p><strong>2. Hur l\u00e4ser man NDVI-bilder?<\/strong><\/p>\n<p>F\u00f6r att l\u00e4sa NDVI-bilder kan du tolka f\u00e4rgskalan som \u00e4r associerad med indexv\u00e4rdena. Vanligtvis visas frisk vegetation som gr\u00f6n, medan mindre frisk eller gles vegetation visas som gul eller r\u00f6d.<\/p>\n<p>M\u00f6rkare nyanser kan indikera omr\u00e5den med h\u00f6g biomassa, medan ljusare nyanser kan antyda l\u00e4gre vegetationst\u00e4thet eller f\u00f6rekomst av bar jord.<\/p>\n<p>Att f\u00f6rst\u00e5 sammanhanget i det omr\u00e5de som analyseras, s\u00e5som den specifika gr\u00f6dtypen eller milj\u00f6f\u00f6rh\u00e5llandena, kan ytterligare hj\u00e4lpa till att tolka NDVI-bilder och fatta v\u00e4lgrundade beslut om jordbruksmetoder.<\/p>","protected":false},"excerpt":{"rendered":"<p>Normaliserat differensvegetationsindex (NDVI) \u00e4r ett vanligt f\u00f6rekommande m\u00e5tt f\u00f6r att kvantifiera vegetationens t\u00e4thet och h\u00e4lsa. Dess v\u00e4rden varierar fr\u00e5n -1 till 1,\u2026<\/p>","protected":false},"author":210157960,"featured_media":5474,"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":"","_crdt_document":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","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":[1377,1662,1380],"tags":[1618,1619],"class_list":["post-5470","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-crop-monitoring","category-ndvi","category-whats","tag-crop-monitoring","tag-normalized-difference-vegetation-index"],"acf":[],"yoast_head":"<!-- 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