{"id":5661,"date":"2022-10-11T19:50:54","date_gmt":"2022-10-11T17:50:54","guid":{"rendered":"https:\/\/geopard.tech\/?p=5661"},"modified":"2026-09-13T10:54:35","modified_gmt":"2026-09-13T08:54:35","slug":"vorrandil-pohineva-analuusi-tapsus","status":"publish","type":"post","link":"https:\/\/geopard.tech\/est\/blog\/equation-based-analytics-precision\/","title":{"rendered":"V\u00f5rrandip\u00f5hine anal\u00fc\u00fcs t\u00e4ppisp\u00f5llumajanduses"},"content":{"rendered":"<p class=\"wp-block-paragraph\">V\u00f5rrandip\u00f5hise anal\u00fc\u00fcsimooduli v\u00e4ljaandmisega on GeoPardi meeskond astunud suure sammu edasi, andes p\u00f5llumeestele, agronoomidele ja ruumiandmete anal\u00fc\u00fctikutele iga ruutmeetri kohta praktilisi teadmisi. Moodul sisaldab kataloogi, mis sisaldab \u00fcle 50 eelnevalt m\u00e4\u00e4ratletud GeoPardi t\u00e4psusvalemi, mis h\u00f5lmavad laia valikut p\u00f5llumajandusega seotud anal\u00fc\u00fcse.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">T\u00e4ppisvalemid on v\u00e4lja t\u00f6\u00f6tatud j\u00e4rgmistel alustel: <strong>mitmeaastane iseseisev agronoomia\u00fclikool ja t\u00f6\u00f6stusuuring<\/strong> ja neid on rangelt testitud, et tagada nende t\u00e4psus ja kasulikkus. Neid saab h\u00f5lpsasti konfigureerida <strong>teostatakse automaatselt<\/strong> mis tahes p\u00f5llu jaoks, pakkudes kasutajatele v\u00f5imsaid ja usaldusv\u00e4\u00e4rseid andmeid, mis aitavad neil optimeerida saagikust ja v\u00e4hendada sisendkulusid.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">V\u00f5rrandip\u00f5hine anal\u00fc\u00fctikamoodul on GeoPardi platvormi p\u00f5hifunktsioon, mis pakub kasutajatele v\u00f5imsat t\u00f6\u00f6riista oma tegevuse s\u00fcgavamaks m\u00f5istmiseks ja andmep\u00f5histe otsuste tegemiseks oma p\u00f5llumajandustavade kohta. T\u00e4nu pidevalt kasvavale valemite kataloogile ja v\u00f5imalusele kohandada valemeid erinevate p\u00f5llustsenaariumide jaoks suudab GeoPard vastata iga p\u00f5llumajandusettev\u00f5tte erivajadustele.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"has-black-color has-text-color has-medium-font-size wp-block-paragraph\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/GlMwn4wfmG_uCEh4YaAY7w8wMmZ-eqdVkS9y8gZr1GFxnS7SJX_oH7njtMadYROdlHRkmsqg69JEGGFl-m02gJhdipOKxaoyohJDuzo5lAdmsx3CEGc3jUbTgaakZZc1ZzL1IThM15urylg81hoYv3Fv_lfHK3Y3iYtNiOBMhEGBzKF_eoyV8QBcJQ\" alt=\"Kaaliumi eemaldamine saagikuse andmete p\u00f5hjal\" width=\"900\" height=\"517\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><em>Kaaliumi eemaldamine saagikuse andmete p\u00f5hjal<\/em><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading has-luminous-vivid-orange-color has-text-color\">Kasutusjuhud (vt n\u00e4iteid allpool):<\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>L\u00e4mmastiku omastamine<\/strong> absoluutarvudes, kasutades saagikuse ja valgu andmeid<\/li>\r\n\r\n\r\n\r\n<li><a style=\"font-weight: bold;\" href=\"https:\/\/geopard.tech\/est\/blogi\/mis-on-lammastikupuudus-ja-kuidas-seda-taimedes-parandada\/\">L\u00e4mmastiku kasutamise efektiivsus (NUE)<\/a> ja liigarvutused saagikuse ja valgu andmekihtidega<\/li>\r\n\r\n\r\n\r\n<li>Lubja soovitused p\u00f5hinevad mullaproovide pH-andmetel v\u00f5i <a href=\"https:\/\/geopard.tech\/est\/blogi\/soiloptixi-andmete-analuus-tappispollumajanduses\/\">mullaskannerid<\/a><\/li>\r\n\r\n\r\n\r\n<li>Alamv\u00e4li (tsoonid v\u00f5i pikslitasemel <strong>ROI kaardid<\/strong>)<\/li>\r\n\r\n\r\n\r\n<li>Mikro- ja makrotoitainetega v\u00e4etamise soovitused, mis p\u00f5hinevad mullaproovidel, p\u00f5llu potentsiaalil, topograafial ja saagikuse andmetel<\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/geopard.tech\/est\/susinikupollundus\/\">S\u00fcsiniku modelleerimine<\/a><\/li>\r\n\r\n\r\n\r\n<li>Muutuste tuvastamine ja hoiatamine (arvuta erinevus Sentinel-2, Landsat8-9 v\u00f5i Planeti piltide vahel)<\/li>\r\n\r\n\r\n\r\n<li>Pinnase ja terade niiskuse modelleerimine<\/li>\r\n\r\n\r\n\r\n<li>Kuivsaagi arvutamine m\u00e4rgsaagi andmekogumite p\u00f5hjal<\/li>\r\n\r\n\r\n\r\n<li>Siht-retseptiravimite ja vastavalt rakendatud raviskeemide erinevuse arvutamine<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/S9ASOYQ8p5Kl0ypoAYHi9SOSvHdQVEfobTDr5MzLda20LlhseQJ-yP6npZrKG9Z0bMheGSD51rVO4bWOe_dvwip0ABR0pyrletctTwR_sFG-a6Pe67EqT3V82dXmoRiwRb0kqrIsnqXxBEJ9IGt2yAC_wESVcn0yXQfr_Xmz0x1co8fplQgdR-F9cw\" alt=\"Kaaliumi soovitused kahe saagikuseesm\u00e4rgi (tootlikkuse tsoonide) p\u00f5hjal\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Kaaliumi soovitused kahe saagikuseesm\u00e4rgi (tootlikkuse tsoonide) p\u00f5hjal<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/CwtWL3lCUlFP3r2Df6xl7QHtu4WjwKOesvFvxApUUmXj_uhqxN51hdvmNnGq3dzhHywDVMnHoPr-xd4BIb7vEZRE04fL1IJyLcBRykIGW6hNMTgBu2VzmtHLuIUZ03SSIpq7bIquqBtNFCo-JtJaSzwKXmtazVS0gA8ZtBGzL7AbNpNE2i9bgDsmBw\" alt=\"V\u00e4etis: soovituslik juhend. Kaalium \/ mais. \" width=\"814\" height=\"437\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>V\u00e4etise soovituste juhend (L\u00f5una-Dakota Osariigi \u00dclikool): kaalium \/ mais. \u00dclevaade ja parandused: Jason Clark | dotsent ja SDSU laiendusprogrammi mullaviljakuse spetsialist<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/R35yIeirbkCDth8X4l3hgjIC441uWamnfMRXpG7XFDwk9B1gkUARx1QZDe8pe0DOQbl0BeOxxMJiYvT9eJ86mM537KukQSmMzR9ewxMg-8tq98zIh6T_v1IukYDTZH5EBm96CHHRsF9zGTEuHAE3f0qgKiNGppGQmEgkQwCFo125yFPM8o1RaJbXzw\" alt=\"Kaaliumi kasutamise efektiivsus kg\/ha\" width=\"688\" height=\"397\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Kaaliumi kasutamise efektiivsus kg\/ha<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/UGrJfn-X5MRt0GAE5Yql31Se8jD9Llyimy3spvq45WcUHQJovnQLCLt4UIonKTIs1aBZc4ezqxOuxod4Yq4rT9yJI26BfVVX_vZLi1MTwWYBc6bUl_bQ_MGGcEhxOdd8EwaHXV8v3acAWfVNhCzYzd_74EU6hg0jBuckTlo6VViTeTXQJoXbLwvePg\" alt=\"L\u00e4mmastiku kasutamise efektiivsus protsentides. Arvutus p\u00f5hineb saagikuse, valgu ja tera niiskuse andmekihtidel.\" width=\"864\" height=\"496\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>L\u00e4mmastiku kasutamise efektiivsus protsentides. Arvutus p\u00f5hineb saagikuse, valgu ja tera niiskuse andmekihtidel.<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh5.googleusercontent.com\/ECaxW913XKaKjD4lWxRND4U6FZIPO7I0HpP7ZXYmbAqBQpSFCw2Zu0Fn-xha7MuuIjnlfqTw1ZX_Um5ZT45HznAHFzEfDmLcj5NY5kTaylTfm7QnI4Iky5_XRtowvbXfoP-GEIBppt4SKUEVi3yKg0vpuE74aIYY0GzTluQG1Xc7Vk-kuyrhJkATkQ\" alt=\"L\u00e4mmastik: sihtretsepti alusel vs. vastavalt pealekandmisele\" width=\"793\" height=\"458\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>L\u00e4mmastik: sihtretsepti alusel vs. vastavalt pealekandmisele<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/TrWMeO6MbH5auZ80g-A9xeuyfD9OfphrbwplHvO0TMjbV8UfIipZVtpQHeVAo2mGRDZQ8sHZU9iVe7jRr5wWYVEDXXQRWkfwzwgmP1pzoH5AlY9kBZdXBnDrZEmaPW1gTFoiufg8S8DTlNIMqiwJOngZaGXcJp17BrEJ2UUNKqGSVqJ8WQMeSlTu9w\" alt=\"Klorof\u00fclli erinevus kahe satelliidipildi vahel\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Klorof\u00fclli erinevus kahe satelliidipildi vahel<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GeoPardi kasutaja saab olemasolevaid kohandada ja uusi luua <strong>privaatsed valemid<\/strong> piltide, mulla, saagikuse, topograafia v\u00f5i mis tahes muude GeoPardi toetatud andmekihtide p\u00f5hjal.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/251VKzGe3zEjtsjuVTl3B3G-ViTC2tQo9fPWHBoQ-fshW1jAfifZcsXtZ2KJc5ImMLGWFL94V9ko-wy6aJQ7zSiqNiMkhl3Ab6BnGFDAiCLUFIAaKruVeEtmky_qLCptWjk8hY4Ogcx5QpO7Ph3VGfeMX4x0OCv4VFvMBGA8rkTiKNcVEOy983tu\" alt=\"GeoPard Equationsi malli n\u00e4ited\" width=\"329\" height=\"461\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>GeoPard Equationsi malli n\u00e4ited<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Valemip\u00f5hine anal\u00fc\u00fcs aitab p\u00f5llumeestel, agronoomidel ja andmeteadlastel automatiseerida oma t\u00f6\u00f6vooge ning teha otsuseid mitmete andmete ja teaduslike uuringute p\u00f5hjal, et h\u00f5lbustada s\u00e4\u00e4stva ja t\u00e4ppisp\u00f5llumajanduse rakendamist.<\/p>\r\n<h2>Mis on v\u00f5rrandip\u00f5hine anal\u00fc\u00fcs t\u00e4ppisp\u00f5llumajanduses? T\u00e4ppisvalemi kasutamine<\/h2>\r\n<p>T\u00e4ppisp\u00f5llumajanduses v\u00f5rrandip\u00f5hine anal\u00fc\u00fcs viitab matemaatiliste mudelite, v\u00f5rrandite, t\u00e4ppisvalemite ja algoritmide kasutamisele p\u00f5llumajandusandmete anal\u00fc\u00fcsimiseks ja teadmiste saamiseks, mis aitavad p\u00f5llumeestel teha paremaid otsuseid p\u00f5llukultuuride majandamise kohta.<\/p>\r\n<p>Need anal\u00fc\u00fcsimeetodid h\u00f5lmavad mitmesuguseid tegureid, nagu ilmastikutingimused, mulla omadused, p\u00f5llukultuuride kasv ja toitainete vajadused, et optimeerida p\u00f5llumajandustavasid ja parandada saagikust, minimeerides samal ajal ressursside raiskamist ja keskkonnam\u00f5ju.<\/p>\r\n<p>M\u00f5ned t\u00e4ppisp\u00f5llumajanduses kasutatavate v\u00f5rrandip\u00f5histe anal\u00fc\u00fctikate p\u00f5hikomponendid on j\u00e4rgmised:<\/p>\r\n<ul>\r\n<li><strong>P\u00f5llukultuuride kasvumudelid:<\/strong> Need mudelid kirjeldavad erinevate tegurite, n\u00e4iteks ilma, mullaomaduste ja p\u00f5llukultuuride majandamise tavade vahelist seost, et ennustada p\u00f5llukultuuride kasvu ja saagikust. Selliste mudelite n\u00e4ideteks on CERES (Crop Environment Resource Synthesis) ja APSIM (Agricultural Production Systems sIMulator) mudelid. Need mudelid aitavad p\u00f5llumeestel teha teadlikke otsuseid istutuskuup\u00e4evade, p\u00f5llukultuuride sortide ja niisutusgraafiku kohta.<\/li>\r\n<li><strong>Pinnase-vee mudelid:<\/strong> Need mudelid hindavad mullaprofiili veesisaldust selliste tegurite p\u00f5hjal nagu sademete hulk, aurumine ja p\u00f5llukultuuride veekasutus. Need aitavad p\u00f5llumeestel niisutustavasid optimeerida, tagades vee t\u00f5husa ja \u00f5igeaegse kasutamise, et maksimeerida saagikust.<\/li>\r\n<li><strong>Toitainete haldamise mudelid:<\/strong> Need mudelid ennustavad p\u00f5llukultuuride toitainevajadust ja aitavad p\u00f5llumeestel m\u00e4\u00e4rata optimaalseid v\u00e4etise kasutamise m\u00e4\u00e4rasid ja ajastust. Neid mudeleid kasutades saavad p\u00f5llumehed tagada, et p\u00f5llukultuurid saavad \u00f5ige koguse toitaineid, minimeerides samal ajal toitainete \u00e4ravoolu ja keskkonnareostuse ohtu.<\/li>\r\n<li><strong>Kahjurite ja haiguste mudelid:<\/strong> Need mudelid ennustavad kahjurite ja haiguste puhangute t\u00f5en\u00e4osust selliste tegurite p\u00f5hjal nagu ilmastikutingimused, p\u00f5llukultuuride kasvufaasid ja majandamistavad. Neid mudeleid kasutades saavad p\u00f5llumehed teha ennetavaid otsuseid kahjurite ja haiguste t\u00f5rje osas, n\u00e4iteks istutuskuup\u00e4evade kohandamine v\u00f5i pestitsiidide \u00f5igeaegne kasutamine.<\/li>\r\n<li><strong>Kaugseirep\u00f5hised mudelid:<\/strong> Need mudelid kasutavad satelliidipilte ja muid kaugseireandmeid p\u00f5llukultuuride tervise j\u00e4lgimiseks, stressitegurite tuvastamiseks ja saagikuse hindamiseks. Selle teabe integreerimise abil teiste andmeallikatega saavad p\u00f5llumehed teha paremaid otsuseid p\u00f5llukultuuride majandamise kohta ja optimeerida ressursside kasutamist.<\/li>\r\n<\/ul>\r\n<p>Kokkuv\u00f5ttes kasutab t\u00e4ppisp\u00f5llumajanduses v\u00f5rrandip\u00f5hine anal\u00fc\u00fcs matemaatilisi mudeleid ja algoritme, et anal\u00fc\u00fcsida keerulisi vastastikm\u00f5jusid erinevate tegurite vahel, mis m\u00f5jutavad p\u00f5llukultuuride kasvu ja majandamist. Neid anal\u00fc\u00fcse kasutades saavad p\u00f5llumehed teha andmep\u00f5hiseid otsuseid p\u00f5llumajandustavade optimeerimiseks, saagikuse parandamiseks ja keskkonnam\u00f5ju minimeerimiseks.<\/p>\r\n<hr \/>\r\n<h2>Korduma kippuvad k\u00fcsimused<\/h2>\r\n<hr \/>\r\n<p><strong>1. Kuidas saab t\u00e4ppisp\u00f5llumajandus aidata lahendada ressursikasutuse ja reostuse probleeme p\u00f5llumajanduses?<\/strong><\/p>\r\n<p>See aitab lahendada ressursikasutuse ja reostuse probleeme p\u00f5llumajanduses sihip\u00e4rase ressursikasutuse, t\u00f5husa ressursihalduse, t\u00e4iustatud seire ja looduskaitsetavade kasutuselev\u00f5tu kaudu. Kasutades sisendeid, nagu v\u00e4etised ja pestitsiidid, ainult seal, kus vaja, saavad p\u00f5llumehed v\u00e4hendada j\u00e4\u00e4tmeid ja minimeerida reostust.<\/p>\r\n<p>Andmep\u00f5hine otsuste tegemine v\u00f5imaldab ressursside optimaalset haldamist, samas kui reaalajas j\u00e4lgimine v\u00f5imaldab \u00f5igeaegselt sekkuda reostusjuhtumite ennetamiseks. Lisaks edendab looduskaitsepraktikate rakendamine s\u00e4\u00e4stvat p\u00f5llumajandust ja v\u00e4hendab keskkonnam\u00f5ju.<\/p>","protected":false},"excerpt":{"rendered":"<p>V\u00f5rrandip\u00f5hise anal\u00fc\u00fcsimooduli v\u00e4ljaandmisega on GeoPardi meeskond astunud suure sammu edasi p\u00f5llumeeste, agronoomide ja ruumiandmete anal\u00fc\u00fctikute v\u00f5imestamises\u2026<\/p>","protected":false},"author":210157960,"featured_media":5673,"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_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_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":[1657,1586,1372,1376,1378,1379,1368,1369],"tags":[1598],"class_list":["post-5661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-product-features","category-blog","category-management-zones","category-remote-sensing","category-soil-data","category-yield","category-vra","tag-precision-agriculture"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - 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