{"id":1195,"date":"2020-04-30T10:55:00","date_gmt":"2020-04-30T08:55:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=1195"},"modified":"2024-12-01T23:12:12","modified_gmt":"2024-12-01T22:12:12","slug":"mitmekihiline-analuus","status":"publish","type":"post","link":"https:\/\/geopard.tech\/est\/blog\/multi-layer-analytics\/","title":{"rendered":"Mitmekihiline (integreeritud) andmeanal\u00fc\u00fcs t\u00e4ppisp\u00f5llumajanduses"},"content":{"rendered":"<p class=\"wp-block-paragraph\">T\u00e4ppisp\u00f5llumajandus on v\u00f5imeline tootma\u00a0<span style=\"text-decoration: underline;\">tohutul hulgal andmeid<\/span>\u00a0muu hulgas saagikuse andmete, satelliidipiltide ja mullaviljakuse kujul.<\/p>\r\n<p>Lihtsalt kasutatavate pilvep\u00f5histe t\u00e4ppistarkvara t\u00f6\u00f6riistakomplektide puudumine, mis aitaksid p\u00f5llukultuuride tootjatel p\u00f5lluandmete kihte kasulikeks teadmisteks ja tegutsemisk\u00f5lblikeks soovitusteks teisendada, piirab t\u00e4ppisp\u00f5llumajanduse tehnoloogiate rakendamist.<\/p>\r\n<p>T\u00e4ppisp\u00f5llumajanduses on haldustsoonid p\u00f5llul asuvad alad, millel on sarnane saagipotentsiaal, mis p\u00f5hineb mullat\u00fc\u00fcbil, n\u00f5lva asendil, mulla keemilisel koostisel, mikrokliimal ja\/v\u00f5i muudel teguritel, mis m\u00f5jutavad p\u00f5llukultuuride tootmist.<\/p>\r\n<p>See\u00a0<span style=\"text-decoration: underline;\">tootja teadmised valdkonnast<\/span>\u00a0on protsessi v\u00e4ga oluline osa. Haldusv\u00f6\u00f6ndeid peetakse mehhanismiks p\u00f5llukultuuride sisendite ja saagipotentsiaali optimeerimiseks.<\/p>\r\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11119\" class=\"elementor elementor-11119\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-c122568 e-flex e-con-boxed e-con e-parent\" data-id=\"c122568\" 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-cd9fb99 elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"cd9fb99\" 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=\"\u0639\u0627\u0631\u0636 \u0627\u0644\u0635\u0648\u0631\" 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 \u0645\u0646 10\" 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__1.webp?fit=793%2C777&amp;ssl=1\" alt=\"18-aastase ajaloo tsoonikaart: ajalooline kaart potentsiaalselt produktiivsete kohtadega\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 \u0645\u0646 10\" 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__2.webp?fit=791%2C778&amp;ssl=1\" alt=\"Kombineeritud k\u00f5rguse ja k\u00fcnkavarjude kaart: kaart n\u00e4itab k\u00f5rgeimaid ja madalaimaid kohti\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 \u0645\u0646 10\" 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__3.webp?fit=793%2C779&amp;ssl=1\" alt=\"Kombineeritud ajalooline 18 aasta kaart: 18 aasta 1989\u20132019 kaart m\u00e4en\u00f5lva varjundiga\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 \u0645\u0646 10\" 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__4.webp?fit=793%2C779&amp;ssl=1\" alt=\"Kombineeritud ajalooline ja DEM-kaart: DEM-kaart n\u00e4itab k\u00f5rgeimaid ja madalaimaid kohti\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 \u0645\u0646 10\" 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__5.webp?fit=1584%2C1558&amp;ssl=1\" alt=\"Parandatud 2019. aasta saagikuse andmekaart\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 \u0645\u0646 10\" 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__6.webp?fit=794%2C780&amp;ssl=1\" alt=\"tsoonide 2019. aasta saagikuse andmekaart\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"7 \u0645\u0646 10\" 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__7.webp?fit=793%2C779&amp;ssl=1\" alt=\"kombineeritud ajalooline kaart DEM ja m\u00e4en\u00f5lva vari\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"8 \u0645\u0646 10\" 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__8.webp?fit=794%2C780&amp;ssl=1\" alt=\"kaardid, millel on esile t\u00f5stetud k\u00f5rged n\u00f5lvad\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"9 \u0645\u0646 10\" 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__9.webp?fit=791%2C778&amp;ssl=1\" alt=\"Kombineeritud ajalooline kaart, DEM-kaart ja n\u00f5lvakaart\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"10 \u0645\u0646 10\" 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__10.webp?fit=791%2C776&amp;ssl=1\" alt=\"18 aasta kokkuv\u00f5te, DEM, n\u00f5lva ja k\u00fcnkliku varju p\u00f5llumajandusp\u00f5ldude kaart\" \/><\/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<p>\r\n\r\n<\/p>\r\n<p class=\"wp-block-paragraph\"><em>\u00dche ja mitme andmekihi abil genereeritud kaardid.<\/em><\/p>\r\n<p>Suurim v\u00e4ljakutse on luua haldustsoonid, mis peegeldavad ideaalselt p\u00f5ldude varieeruvust. J\u00e4rgmine loogiline samm on erinevate kihtide, n\u00e4iteks satelliidipiltide, mullaviljakuse, topograafiliste tuletiste ja saagikuse j\u00e4lgimise andmete kombinatsioon. <span style=\"text-decoration: underline;\">reageerimisv\u00f5imelisemad haldustsoonid<\/span>.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Mitmekihiline anal\u00fc\u00fcs (tuntud ka kui <span style=\"text-decoration: underline;\">integreeritud anal\u00fc\u00fcs<\/span>) on saamas osaks GeoPardi georuumilise anal\u00fc\u00fcsi mootorist.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Integreeritud anal\u00fc\u00fcsiparameetrite klassikalised kombinatsioonid h\u00f5lmavad \u00fchte v\u00f5i mitut saagikuse andmestikku, NDVI kaarti, k\u00f5rgust ja mullasensori f\u00fc\u00fcsikalis-keemilisi omadusi.\u00a0<\/p>\r\n<p>GeoPard toetab neid parameetreid ja lisaks v\u00f5imaldab lisada ka teisi p\u00f5lluandmete kihte, mis on kas juba s\u00fcsteemis olemas v\u00f5i kasutaja poolt otse \u00fcles laaditud (mullaproovid, saagikuse andmekogumid jne).<\/p>\r\n<p>Selle tulemusena saate vabalt tegutseda\u00a0<span style=\"text-decoration: underline;\">t\u00e4ielik parameetrite komplekt<\/span>\u00a0integreeritud anal\u00fc\u00fcsi tegemine:<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Mitmekihiline saagikuse andmete anal\u00fc\u00fcs<\/strong><\/p>\r\n<p>Kaugseireandmed:<\/p>\r\n<ul>\r\n<li>Potentsiaalse tootlikkuse kaart (\u00fche- ja mitmeaastane)<\/li>\r\n<li>Stabiilsuse\/variatsiooni kaart<\/li>\r\n<li>Taimkatteindeksid NDVI, EVI2, WDRVI, LAI, SAVI, OSAVI, GCI, GNDVI<\/li>\r\n<\/ul>\r\n<p>Topograafia:<\/p>\r\n<ul>\r\n<li>Digitaalne k\u00f5rgus<\/li>\r\n<li>Kalle<\/li>\r\n<li>Kumerus<\/li>\r\n<li>Niiskuse indeks<\/li>\r\n<li>M\u00e4evarjud<\/li>\r\n<\/ul>\r\n<p>Pinnase andmed:<\/p>\r\n<ul>\r\n<li>pH<\/li>\r\n<li>CEC (katioonivahetusv\u00f5ime)<\/li>\r\n<li>Mulla orgaaniline aine (SOM)<\/li>\r\n<li>K (kaalium)<\/li>\r\n<li>\u00d5huke mullakiht, madalam veemahutavus (p\u00f5uaohtlik muld)<\/li>\r\n<li>EC (elektrijuhtivus)<\/li>\r\n<li>ja muud \u00fcleslaaditud andmestikus saadaolevad keemilised atribuudid<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Oluline on r\u00f5hutada, et soovitud v\u00e4\u00e4rtuse m\u00e4\u00e4ramiseks konfigureeritakse iga andmekihi peal kohandatud tegurid.\u00a0<span style=\"text-decoration: underline;\">kihi kaal<\/span>.Olete v\u00e4ga teretulnud jagama oma integreeritud anal\u00fc\u00fctika kasutusjuhtumeid ja looma haldustsoonide kaarte oma valdkonnaalaste teadmiste p\u00f5hjal, valides samal ajal GeoPardis andmeallikaid ja nende kaalusid.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Selle blogi pildid sisaldavad n\u00e4idisv\u00e4lja andmekihtidega (n\u00e4iteks 18 aastat h\u00f5lmav tootlikkuse kaart, digitaalne k\u00f5rgusmudel, kalle, m\u00e4en\u00f5lva vari, 2019. aasta saagikuse andmed) ja integratsioonianal\u00fc\u00fctika kaartide erinevad kombinatsioonid.\u00a0<\/p>\r\n<p>Saate j\u00e4lgida haldustsoonide evolutsiooni samme, laiendades samal ajal integratsioonianal\u00fc\u00fctikat t\u00e4iendava andmekihiga.<\/p>\r\n<hr \/>\r\n<h2>Korduma kippuvad k\u00fcsimused<\/h2>\r\n<hr \/>\r\n<p><strong>1. Mis on andmekihid?<\/strong><\/p>\r\n<p>Andmekihid viitavad andmete \u00fcksikutele komponentidele v\u00f5i elementidele, mis on korraldatud ja kokku pandud, et luua konkreetsest valdkonnast v\u00f5i teemast terviklik esitus.<\/p>\r\n<p>Iga kiht esindab andmete konkreetset aspekti, n\u00e4iteks geograafilisi tunnuseid, maakasutust, rahvastikutihedust v\u00f5i keskkonnategureid. Neid kihte saab kombineerida ja anal\u00fc\u00fcsida \u00fchiselt, et saada teadmisi, visualiseerida mustreid ja teha teadlikke otsuseid.<\/p>\r\n<p>Andmekihte kasutatakse tavaliselt geograafilistes infos\u00fcsteemides (GIS) ja ruumianal\u00fc\u00fcsis, et keerukaid andmeid paremini m\u00f5ista ja visuaalselt ning t\u00f5lgendatavalt esitada.<\/p>\r\n<p><strong>2. Mis on integreeritud anal\u00fc\u00fcs?<\/strong><\/p>\r\n<p>Integreeritud anal\u00fc\u00fcs viitab mitmest allikast v\u00f5i distsipliinist p\u00e4rit andmete kombineerimise ja anal\u00fc\u00fcsimise protsessile, et saada konkreetsest probleemist v\u00f5i n\u00e4htusest terviklikum ja terviklikum arusaam.<\/p>\r\n<p>See h\u00f5lmab andmekogumite \u00fchendamist, statistiliste meetodite rakendamist ja erinevate muutujate v\u00f5i valdkondade vaheliste seoste uurimist.<\/p>\r\n<p>Integreeritud anal\u00fc\u00fcs v\u00f5imaldab saada keerukatest s\u00fcsteemidest n\u00fcansirikkama ja omavahel seotud \u00fclevaate, h\u00f5lbustades mustrite, trendide ja p\u00f5hjuslike seoste tuvastamist, mis ei pruugi olla ilmsed andmete eraldi anal\u00fc\u00fcsimisel.<\/p>\r\n<p>See l\u00e4henemisviis v\u00f5imaldab teadlastel ja otsustajatel teha teadlikumaid ja t\u00f5husamaid otsuseid laiema teabe p\u00f5hjal.<\/p>","protected":false},"excerpt":{"rendered":"<p>T\u00e4ppisp\u00f5llumajandus on v\u00f5imeline genereerima tohutul hulgal andmeid muu hulgas saagikuse, satelliidipiltide ja mullaviljakuse andmete kujul. Lihtsalt kasutatavate pilveteenuste puudumine\u2026<\/p>","protected":false},"author":210157960,"featured_media":1331,"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":[1657,1366,1368],"tags":[1598],"class_list":["post-1195","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-topography","category-yield","tag-precision-agriculture"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - 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