{"id":206,"date":"2020-01-29T15:50:00","date_gmt":"2020-01-29T14:50:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=206"},"modified":"2023-05-18T22:11:51","modified_gmt":"2023-05-18T20:11:51","slug":"pilvien-ja-varjojen-havaitseminen-maataloudessa","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fin\/blog\/cloud-and-shadow-detection-in-agriculture\/","title":{"rendered":"Pilvien ja varjojen havaitseminen maataloudessa"},"content":{"rendered":"

Pilvien ja varjojen havaitseminen on yksi t\u00e4rkeimmist\u00e4 teht\u00e4vist\u00e4 analyyttisiss\u00e4 kaukokartoitusratkaisuissa.<\/p>\r\n\r\n\r\n\r\n

\r\n
\r\n

Jos koko satelliittikuva on puhdas, on silti 10%-todenn\u00e4k\u00f6isyys sille, ett\u00e4 peltosi on pilvien\/varjojen peitossa. My\u00f6s p\u00e4invastoin p\u00e4tee \u2013 monet j\u00e4rjestelm\u00e4t eiv\u00e4t k\u00e4sittele kuvia, joissa on 70%-tason yl\u00e4puolella olevia pilvi\u00e4 \u2013 vaikka j\u00e4ljelle j\u00e4\u00e4v\u00e4 30%-alue voi auttaa agronomia tai maanviljelij\u00e4\u00e4 tekem\u00e4\u00e4n oikean p\u00e4\u00e4t\u00f6ksen kauden aikana.<\/p>\r\n\r\n\r\n\r\n

GeoPardilla ratkaisemme t\u00e4m\u00e4n ongelman useiden eritt\u00e4in tarkasti toimivien koneoppimisalgoritmien avulla.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n

\r\n
\"Pilvien<\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n

 <\/p>\r\n\r\n

\r\n
\r\n

M\u00e4\u00e4rittelemme pilvimaskin ja varjosmaskin koko kuvan tasolla, ja kunkin kentt\u00e4-kuva-parin kohdalla tarkastelemme, kuinka monta prosenttia kent\u00e4st\u00e4 on pilvien tai pilvien varjojen peitossa.<\/p>\r\n\r\n\r\n\r\n

Automaattisessa analytiikassa otamme tietylt\u00e4 kent\u00e4lt\u00e4 vain t\u00e4ysin pilvett\u00f6mi\u00e4 kuvia, mik\u00e4 antaa k\u00e4ytt\u00e4j\u00e4lle mahdollisuuden tehd\u00e4 p\u00e4\u00e4t\u00f6ksi\u00e4 luottavaisin mielin usean vuoden analytiikan perusteella.<\/p>\r\n\r\n\r\n\r\n

GeoPard-k\u00e4ytt\u00e4j\u00e4ll\u00e4 on mahdollisuus tarkastella ja jopa suorittaa analytiikkaa itse, jopa osittain pilvisist\u00e4 kuvista.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n

\r\n
\"m\u00e4\u00e4rit\u00e4<\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n

 <\/p>\r\n\r\n

\r\n
\r\n

T\u00e4m\u00e4 voi olla edelleen eritt\u00e4in hy\u00f6dyllist\u00e4 esimerkiksi kauden aikana, kun kasvinsuojeluaineita ruiskutetaan muuttuvalla m\u00e4\u00e4r\u00e4ll\u00e4 uusimman satelliittikuvan perusteella, jossa 10% pellon pinta-alasta on pilvien alla. T\u00e4m\u00e4 tarkoittaa, ett\u00e4 90% pellon pinta-alasta p\u00e4\u00e4t\u00f6s perustuu varmennettuun dataan.<\/p>\r\n\r\n\r\n\r\n

GeoPardin k\u00e4ytt\u00e4j\u00e4t voivat my\u00f6s helposti tarkistaa l\u00e4hdekuvia alueellisella tasolla l\u00e4hi-infrapunan\u00e4kym\u00e4ss\u00e4, mik\u00e4 auttaa erottamaan selke\u00e4n maan pilvist\u00e4 ja varjoista (katso liitteen\u00e4 oleva kuva).<\/p>\r\n\r\n\r\n\r\n

K\u00e4ytt\u00f6liittym\u00e4ss\u00e4 pilvisuodatin sijaitsee "Satelliittivalvonta"-moduulin yl\u00e4valikossa, katso liitteen\u00e4 olevat kuvakaappaukset.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n

\r\n
\"Geopardi<\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n

 <\/p>\r\n\r\n

\r\n
\r\n

Muista, ett\u00e4 digitaalisen maatalouden yrityksill\u00e4 voi edelleen olla vaikeuksia pilvien ja varjojen oikean havaitsemisen kanssa. Liitteen\u00e4 olevassa kuvakaappauksessa yksi t\u00e4llainen yritys luo VR-lannoitekartan pilvien ja varjojen datan perusteella. V\u00e4\u00e4r\u00e4 kartta johtaa siis v\u00e4\u00e4riin agronomisiin p\u00e4\u00e4t\u00f6ksiin ja lopulta v\u00e4\u00e4riin tuloksiin.<\/p>\r\n\r\n\r\n\r\n

GeoPard havaitsee pilvet ja varjot eritt\u00e4in tarkasti eik\u00e4 tee muuttuvaa ruiskutusnopeutta koskevia p\u00e4\u00e4t\u00f6ksi\u00e4 pilvien perusteella. Voit aina tarkastella l\u00e4hdekuvia eri n\u00e4kymiss\u00e4 ja indekseiss\u00e4 ja zoomata ulos n\u00e4hd\u00e4ksesi ymp\u00e4r\u00f6iv\u00e4n kuvan.<\/p>\r\n<\/div>\r\n\r\n\r\n\r\n

\r\n
\"luotu<\/figure>\r\n<\/div>\r\n<\/div>\r\n\r\n

 <\/p>\r\n\r\n

Kaikki ratkaisut eiv\u00e4t ole samanlaisia, valitse markkinoiden parhaat vaihtoehdot!<\/p>\r\n\r\n

 <\/p>\r\n\r\n

\"eri<\/figure>\r\n

Mit\u00e4 on pilvien havaitseminen t\u00e4sm\u00e4viljelyss\u00e4?<\/h2>\r\n

Pilvien havaitseminen t\u00e4sm\u00e4viljelyss\u00e4 viittaa prosessiin, jossa tunnistetaan ja seurataan maatalousalueiden pilvipeitteit\u00e4 kaukokartoitustekniikoiden avulla. Pilvet voivat vaikuttaa merkitt\u00e4v\u00e4sti maatalousk\u00e4yt\u00e4nt\u00f6ihin ja satojen tuottavuuteen, mink\u00e4 vuoksi niiden havaitseminen ja analysointi ovat ratkaisevan t\u00e4rkeit\u00e4 tehokkaan tilanhoidon kannalta.<\/p>\r\n

Se sis\u00e4lt\u00e4\u00e4 erilaisten anturien, kuten satelliittien, dronejen tai maanp\u00e4\u00e4llisten instrumenttien, k\u00e4yt\u00f6n maatalousalueiden kuvien tallentamiseen. N\u00e4m\u00e4 anturit tallentavat dataa n\u00e4kyv\u00e4n valon ja infrapunavalon muodossa, jota voidaan analysoida pilvien l\u00e4sn\u00e4olon ja ominaisuuksien m\u00e4\u00e4ritt\u00e4miseksi.<\/p>\r\n

Sen ensisijainen tarkoitus t\u00e4sm\u00e4viljelyss\u00e4 on arvioida pilvien alueellista ja ajallista jakautumista maatalousalueilla.<\/p>\r\n

N\u00e4m\u00e4 tiedot auttavat maanviljelij\u00f6it\u00e4 ja agronomeja tekem\u00e4\u00e4n tietoon perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4 kastelusta, lannoituksesta, tuholaistorjunnasta ja muista viljelyk\u00e4yt\u00e4nn\u00f6ist\u00e4. Ymm\u00e4rt\u00e4m\u00e4ll\u00e4 pilvipeitteen kuvioita maanviljelij\u00e4t voivat optimoida resurssien kohdentamisen ja minimoida satovaurioiden tai sadon v\u00e4henemisen riskin.<\/p>\r\n

Pilvien tunnistusalgoritmit analysoivat tallennettuja kuvia erottaakseen pilvipikselit muista pikseleist\u00e4.<\/p>\r\n

N\u00e4m\u00e4 algoritmit hy\u00f6dynt\u00e4v\u00e4t erilaisia tekniikoita, kuten kynnysarvoja, spektrianalyysi\u00e4 ja koneoppimista, pilvimuodostelmien tarkkaan tunnistamiseen ja luokitteluun.<\/p>\r\n

Algoritmien tuotoksiin kuuluvat tyypillisesti pilvipeittoprosentti, pilvityypin luokittelu ja pilvien liikemallit.<\/p>\r\n

Kun pilvet on havaittu ja niiden ominaisuudet m\u00e4\u00e4ritetty, viljelij\u00e4t voivat hy\u00f6dynt\u00e4\u00e4 n\u00e4it\u00e4 tietoja t\u00e4sm\u00e4viljelytekniikoiden toteuttamiseen.<\/p>\r\n

Esimerkiksi jos pellolla havaitaan tietyll\u00e4 alueella pilvi, viljelij\u00e4t voivat lyk\u00e4t\u00e4 kastelua tai torjunta-aineiden levityst\u00e4 kyseisell\u00e4 alueella, kunnes pilvi on ohi. Synkronoimalla maataloustoimintaa pilvien liikkeiden kanssa viljelij\u00e4t voivat optimoida resurssien k\u00e4yt\u00f6n ja minimoida tarpeettomat panokset.<\/p>\r\n

Se on erityisen hy\u00f6dyllist\u00e4 alueilla, joilla on paljon pilvipeitett\u00e4 tai joilla s\u00e4\u00e4mallit muuttuvat nopeasti. Pilvisyyspeitteen jatkuvan seurannan avulla viljelij\u00e4t voivat mukauttaa viljelyk\u00e4yt\u00e4nt\u00f6j\u00e4\u00e4n reaaliajassa ja tehd\u00e4 muutoksia vallitsevien s\u00e4\u00e4olosuhteiden perusteella.<\/p>\r\n

Yhteenvetona voidaan todeta, ett\u00e4 pilvien havaitseminen t\u00e4sm\u00e4viljelyss\u00e4 on ratkaisevan t\u00e4rke\u00e4\u00e4 viljelyk\u00e4yt\u00e4nt\u00f6jen ja resurssien hallinnan optimoinnissa. Tunnistamalla ja seuraamalla pilvipeitett\u00e4 tarkasti viljelij\u00e4t voivat tehd\u00e4 tietoon perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4 parantaakseen sadon tuottavuutta, v\u00e4hent\u00e4\u00e4kseen panosh\u00e4vikki\u00e4 ja lievent\u00e4\u00e4kseen muuttuviin s\u00e4\u00e4olosuhteisiin liittyvi\u00e4 riskej\u00e4.<\/p>","protected":false},"excerpt":{"rendered":"

Pilvien ja varjojen havaitseminen on yksi t\u00e4rkeimmist\u00e4 teht\u00e4vist\u00e4 analyyttisiss\u00e4 kaukokartoitusratkaisuissa. Jos koko satelliittikuva on puhdas, niin\u2026<\/p>","protected":false},"author":210157960,"featured_media":1383,"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":[1378],"tags":[1599],"class_list":["post-206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-remote-sensing","tag-remote-sensing"],"acf":[],"yoast_head":"\nCloud and Shadow Detection in Agriculture<\/title>\n<meta name=\"description\" content=\"The detection of clouds and cloud shadows is one of the most important tasks in analytical remote sensing solutions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/fin\/blogi\/pilvien-ja-varjojen-havaitseminen-maataloudessa\/\" \/>\n<meta property=\"og:locale\" content=\"fi_FI\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Cloud and Shadow Detection in Agriculture\" \/>\n<meta property=\"og:description\" content=\"The detection of clouds and cloud shadows is one of the most important tasks in analytical remote sensing solutions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/fin\/blogi\/pilvien-ja-varjojen-havaitseminen-maataloudessa\/\" \/>\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=\"2020-01-29T14:50:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-05-18T20:11:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.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\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"Kirjoittanut\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Arvioitu lukuaika\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minuuttia\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Cloud and Shadow Detection in Agriculture\",\"datePublished\":\"2020-01-29T14:50:00+00:00\",\"dateModified\":\"2023-05-18T20:11:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/\"},\"wordCount\":737,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1\",\"keywords\":[\"Remote Sensing\"],\"articleSection\":[\"Remote Sensing\"],\"inLanguage\":\"fi\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/\",\"name\":\"Cloud and Shadow Detection in Agriculture\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1\",\"datePublished\":\"2020-01-29T14:50:00+00:00\",\"dateModified\":\"2023-05-18T20:11:51+00:00\",\"description\":\"The detection of clouds and cloud shadows is one of the most important tasks in analytical remote sensing solutions.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#breadcrumb\"},\"inLanguage\":\"fi\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fi\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2021\\\/11\\\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1\",\"width\":1200,\"height\":675,\"caption\":\"clouds and shadows detection with geopard agriculture\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/cloud-and-shadow-detection-in-agriculture\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Cloud and Shadow Detection in Agriculture\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fi\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fi\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"width\":512,\"height\":68,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCiaPGLAhRPNh-s85dXdC-Sw\",\"https:\\\/\\\/www.g2.com\\\/products\\\/geopard-agriculture-precision-farming-software\\\/reviews\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fi\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Pilvien ja varjojen havaitseminen maataloudessa","description":"Pilvien ja pilvivarjojen havaitseminen on yksi t\u00e4rkeimmist\u00e4 teht\u00e4vist\u00e4 analyyttisiss\u00e4 kaukokartoitusratkaisuissa.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/fin\/blogi\/pilvien-ja-varjojen-havaitseminen-maataloudessa\/","og_locale":"fi_FI","og_type":"article","og_title":"Cloud and Shadow Detection in Agriculture","og_description":"The detection of clouds and cloud shadows is one of the most important tasks in analytical remote sensing solutions.","og_url":"https:\/\/geopard.tech\/fin\/blogi\/pilvien-ja-varjojen-havaitseminen-maataloudessa\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2020-01-29T14:50:00+00:00","article_modified_time":"2023-05-18T20:11:51+00:00","og_image":[{"width":1200,"height":675,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp","type":"image\/webp"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"Kirjoittanut":"dementievgeopard","Arvioitu lukuaika":"3 minuuttia"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Cloud and Shadow Detection in Agriculture","datePublished":"2020-01-29T14:50:00+00:00","dateModified":"2023-05-18T20:11:51+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/"},"wordCount":737,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1","keywords":["Remote Sensing"],"articleSection":["Remote Sensing"],"inLanguage":"fi","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/","url":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/","name":"Pilvien ja varjojen havaitseminen maataloudessa","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1","datePublished":"2020-01-29T14:50:00+00:00","dateModified":"2023-05-18T20:11:51+00:00","description":"Pilvien ja pilvivarjojen havaitseminen on yksi t\u00e4rkeimmist\u00e4 teht\u00e4vist\u00e4 analyyttisiss\u00e4 kaukokartoitusratkaisuissa.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#breadcrumb"},"inLanguage":"fi","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/"]}]},{"@type":"ImageObject","inLanguage":"fi","@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1","width":1200,"height":675,"caption":"clouds and shadows detection with geopard agriculture"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/cloud-and-shadow-detection-in-agriculture\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Cloud and Shadow Detection in Agriculture"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"GeoPard - T\u00e4sm\u00e4viljelyohjelmisto","description":"Tarkkuusviljelyn kartoitusohjelmisto","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fi"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"GeoPard Maatalous","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"fi","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","width":512,"height":68,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/","https:\/\/www.youtube.com\/channel\/UCiaPGLAhRPNh-s85dXdC-Sw","https:\/\/www.g2.com\/products\/geopard-agriculture-precision-farming-software\/reviews"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"dementiageopardi","image":{"@type":"ImageObject","inLanguage":"fi","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-3k","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/11\/AnyConv.com__Clouds-shadows-clear-land.webp?fit=1200%2C675&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/posts\/206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/comments?post=206"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/posts\/206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/media\/1383"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/media?parent=206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/categories?post=206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/fin\/wp-json\/wp\/v2\/tags?post=206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}