{"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":"viseslojna-analitika","status":"publish","type":"post","link":"https:\/\/geopard.tech\/hr\/blog\/multi-layer-analytics\/","title":{"rendered":"Vi\u0161eslojna (integrirana) analiza podataka u preciznoj poljoprivredi"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Precizna poljoprivreda je sposobna generirati\u00a0<span style=\"text-decoration: underline;\">ogromne koli\u010dine podataka<\/span>\u00a0u obliku podataka o prinosu, satelitskih snimaka i plodnosti tla, izme\u0111u ostalog.<\/p>\r\n<p>Nedostatak jednostavnih alata za preciznu obradu u oblaku koji poma\u017eu proizvo\u0111a\u010dima usjeva u pretvaranju slojeva podataka s polja u korisno znanje i prakti\u010dne preporuke ograni\u010dava primjenu tehnologija precizne poljoprivrede.<\/p>\r\n<p>U preciznoj poljoprivredi, zone upravljanja su podru\u010dja unutar polja koja imaju sli\u010dan potencijal prinosa na temelju vrste tla, polo\u017eaja nagiba, kemije tla, mikroklime i\/ili drugih \u010dimbenika koji utje\u010du na proizvodnju usjeva.<\/p>\r\n<p>The\u00a0<span style=\"text-decoration: underline;\">znanje proizvo\u0111a\u010da o odre\u0111enom podru\u010dju<\/span>\u00a0je vrlo va\u017ean dio procesa. Zone upravljanja smatraju se mehanizmom za optimizaciju unosa usjeva i potencijala prinosa.<\/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=\"Karuzela obrazk\u00f3w\" 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 z 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=\"Karta zone s 18 godina povijesti: povijesna karta s potencijalno produktivnim mjestima\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 z 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=\"Kombinirana karta nadmorske visine i sjene brda: Karta prikazuje najvi\u0161e i najni\u017ee to\u010dke\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 z 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=\"Kombinirana povijesna karta iz 18 godina: karta iz 18 godina 1989.-2019. sa sjen\u010danjem brda\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 z 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=\"Kombinirana povijesna i DEM karta: DEM karta prikazuje najvi\u0161e i najni\u017ee to\u010dke\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 z 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=\"Ispravljena karta podataka o prinosu usjeva za 2019. godinu\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 z 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=\"zone karta podataka o prinosu za 2019.\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"7 z 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=\"kombinirana povijesna karta DEM i hillshade\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"8 z 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=\"karte s istaknutim visokim nagibima\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"9 z 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=\"Kombinirana povijesna, DEM i karta nagiba\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"10 z 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=\"kombinirano 18 godina, DEM, karta poljoprivrednih polja na padinama i u sjeni brda\" \/><\/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>Karte generirane s jednim podatkovnim slojem i nekoliko podatkovnih slojeva.<\/em><\/p>\r\n<p>Veliki izazov je izgraditi zone upravljanja koje savr\u0161eno odra\u017eavaju varijabilnost polja. Kombinacija razli\u010ditih slojeva poput satelitskih snimaka, plodnosti tla, topografskih derivata i podataka monitora prinosa sljede\u0107i je logi\u010dan korak u generiranju <span style=\"text-decoration: underline;\">responzivnije zone upravljanja<\/span>.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Vi\u0161eslojna analitika (tako\u0111er poznata kao <span style=\"text-decoration: underline;\">integrirana analiza<\/span>) postaje dio GeoPardovog geoprostornog analiti\u010dkog sustava.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Klasi\u010dne kombinacije integriranih parametara analize uklju\u010duju jedan ili vi\u0161e podataka o prinosu, NDVI kartu, nadmorsku visinu i fizikalno-kemijske karakteristike senzora tla.\u00a0<\/p>\r\n<p>GeoPard podr\u017eava ove parametre i osim toga omogu\u0107uje uklju\u010divanje drugih slojeva terenskih podataka koji su ve\u0107 dostupni u sustavu ili ih je korisnik izravno u\u010ditao (uzorkovanje tla, skupovi podataka o prinosu itd.).<\/p>\r\n<p>Kao rezultat toga, slobodni ste djelovati s\u00a0<span style=\"text-decoration: underline;\">potpuni skup parametara<\/span>\u00a0provo\u0111enje integrirane analitike:<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Vi\u0161eslojna analiza podataka o prinosu<\/strong><\/p>\r\n<p>Podatci daljinskog istra\u017eivanja<\/p>\r\n<ul>\r\n<li>Karta potencijalne produktivnosti (jednogodi\u0161nja i vi\u0161egodi\u0161nja)<\/li>\r\n<li>Karta stabilnosti\/varijacija<\/li>\r\n<li>Vegetacijski indeksi NDVI, EVI2, WDRVI, LAI, SAVI, OSAVI, GCI, GNDVI<\/li>\r\n<\/ul>\r\n<p>Topografija:<\/p>\r\n<ul>\r\n<li>Digitalna elevacija<\/li>\r\n<li>Nagib<\/li>\r\n<li>Zakrivljenost<\/li>\r\n<li>Indeks vla\u017enosti<\/li>\r\n<li>Sjene brda<\/li>\r\n<\/ul>\r\n<p>Podaci o tlu:<\/p>\r\n<ul>\r\n<li>pH<\/li>\r\n<li>KEC (kapacitet izmjene kationa)<\/li>\r\n<li>SOM (organska tvar u tlu)<\/li>\r\n<li>K (kalij)<\/li>\r\n<li>Tanak sloj povr\u0161inskog tla, ni\u017ei kapacitet zadr\u017eavanja vode (tlo sklono su\u0161i)<\/li>\r\n<li>EC (elektri\u010dna vodljivost)<\/li>\r\n<li>i druga kemijska svojstva dostupna u prenesenom skupu podataka<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Va\u017eno je naglasiti da se prilago\u0111eni faktori konfiguriraju na vrhu svakog podatkovnog sloja kako bi se dodijelili \u017eeljeni\u00a0<span style=\"text-decoration: underline;\">te\u017eina sloja<\/span>.Dobrodo\u0161li ste da podijelite svoje slu\u010dajeve upotrebe integrirane analitike i izradite karte zona upravljanja na temelju svog znanja o podru\u010dju prilikom odabira izvora podataka i njihovih te\u017eina u GeoPardu.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Slike u ovom blogu sadr\u017ee uzorak polja sa slojevima podataka (poput karte produktivnosti koja pokriva 18 godina, digitalnog modela elevacije, nagiba, sjene brda, podataka o prinosu iz 2019.) i raznim kombinacijama mapa za integracijsku analitiku.\u00a0<\/p>\r\n<p>Mo\u017eete pratiti korake evolucije upravlja\u010dkih zona dok istovremeno pro\u0161irujete analitiku integracije dodatnim slojem podataka.<\/p>\r\n<hr \/>\r\n<h2>\u010cesto postavljana pitanja<\/h2>\r\n<hr \/>\r\n<p><strong>1. \u0160to su podatkovni slojevi?<\/strong><\/p>\r\n<p>Slojevi podataka odnose se na pojedina\u010dne komponente ili elemente podataka koji su organizirani i slo\u017eeni zajedno kako bi stvorili sveobuhvatan prikaz odre\u0111enog podru\u010dja ili teme.<\/p>\r\n<p>Svaki sloj predstavlja specifi\u010dan aspekt podataka, kao \u0161to su geografske zna\u010dajke, kori\u0161tenje zemlji\u0161ta, gusto\u0107a naseljenosti ili \u010dimbenici okoli\u0161a. Ovi se slojevi mogu kombinirati i analizirati zajedno kako bi se dobili uvidi, vizualizirali obrasci i donosile informirane odluke.<\/p>\r\n<p>Slojevi podataka se \u010desto koriste u geografskim informacijskim sustavima (GIS) i prostornoj analizi kako bi se bolje razumjeli i predstavili slo\u017eeni podaci na vizualan i interpretativan na\u010din.<\/p>\r\n<p><strong>2. \u0160to je integrirana analiza?<\/strong><\/p>\r\n<p>Integrirana analiza odnosi se na proces kombiniranja i analiziranja podataka iz vi\u0161e izvora ili disciplina kako bi se dobilo sveobuhvatnije i holisti\u010dkije razumijevanje odre\u0111enog problema ili fenomena.<\/p>\r\n<p>To uklju\u010duje spajanje skupova podataka, primjenu statisti\u010dkih tehnika i istra\u017eivanje odnosa izme\u0111u razli\u010ditih varijabli ili domena.<\/p>\r\n<p>Integrirana analiza omogu\u0107uje nijansiraniji i me\u0111usobno povezani pogled na slo\u017eene sustave, olak\u0161avaju\u0107i prepoznavanje obrazaca, trendova i uzro\u010dno-posljedi\u010dnih odnosa koji mo\u017eda nisu vidljivi pri analizi podataka izolirano.<\/p>\r\n<p>Ovaj pristup omogu\u0107uje istra\u017eiva\u010dima i donositeljima odluka dono\u0161enje informiranijih i u\u010dinkovitijih odluka na temelju \u0161ireg raspona informacija.<\/p>","protected":false},"excerpt":{"rendered":"<p>Precizna poljoprivreda sposobna je generirati ogromne koli\u010dine podataka u obliku podataka o prinosu, satelitskih snimaka i plodnosti tla, izme\u0111u ostalog. Nedostatak jednostavnog clouda\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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