{"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":"analiza-multistrat","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ro\/blog\/multi-layer-analytics\/","title":{"rendered":"Analiz\u0103 multistrat (integrat\u0103) a datelor \u00een agricultura de precizie"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Agricultura de precizie este capabil\u0103 s\u0103 genereze\u00a0<span style=\"text-decoration: underline;\">cantit\u0103\u021bi uria\u0219e de date<\/span>\u00a0sub form\u0103 de date privind randamentul, imagini din satelit \u0219i fertilitatea solului, printre altele.<\/p>\r\n<p>Lipsa unor seturi de instrumente software de precizie \u00een cloud u\u0219or de utilizat, care s\u0103 ajute produc\u0103torii de culturi s\u0103 transforme straturile de date de teren \u00een cuno\u0219tin\u021be utile \u0219i recomand\u0103ri ac\u021bionabile, limiteaz\u0103 aplicarea tehnologiilor agricole de precizie.<\/p>\r\n<p>\u00cen agricultura de precizie, zonele de gestionare sunt zone dintr-un c\u00e2mp care au un poten\u021bial de randament similar \u00een func\u021bie de tipul de sol, pozi\u021bia pantei, chimia solului, microclimat \u0219i\/sau al\u021bi factori care influen\u021beaz\u0103 produc\u021bia agricol\u0103.<\/p>\r\n<p>The\u00a0<span style=\"text-decoration: underline;\">cuno\u0219tin\u021bele produc\u0103torului despre un domeniu<\/span>\u00a0este o parte foarte important\u0103 a procesului. Zonele de gestionare sunt considerate un mecanism de optimizare a inputurilor culturilor \u0219i a poten\u021bialului de randament.<\/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=\"Carusel de imagini\" dir=\"ltr\">\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 din 10\"><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=\"Hart\u0103 a zonei istorice de 18 ani: hart\u0103 istoric\u0103 cu zone poten\u021bial productive\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 din 10\"><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=\"Hart\u0103 combinat\u0103 a altitudinii \u0219i umbrelor dealurilor: Harta prezint\u0103 punctele cele mai \u00eenalte \u0219i cele mai joase\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 din 10\"><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=\"Hart\u0103 istoric\u0103 combinat\u0103 pe 18 ani: 18 ani, 1989-2019, hart\u0103 cu umbre de deal\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 din 10\"><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=\"Hart\u0103 istoric\u0103 \u0219i DEM combinat\u0103: harta DEM prezint\u0103 punctele cele mai \u00eenalte \u0219i cele mai joase\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 din 10\"><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=\"Harta corectat\u0103 a datelor privind randamentul culturilor din 2019\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 din 10\"><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=\"harta datelor de recolt\u0103 zone 2019\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"7 din 10\"><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=\"hart\u0103 istoric\u0103 combinat\u0103 DEM \u0219i hillshade\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"8 din 10\"><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=\"h\u0103r\u021bi cu pante mari eviden\u021biate\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"9 din 10\"><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=\"Hart\u0103 istoric\u0103, DEM \u0219i de pant\u0103 combinat\u0103\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"10 din 10\"><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=\"Hart\u0103 combinat\u0103 de 18 ani, DEM, agricultur\u0103 cu pante \u0219i umbrire\" \/><\/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>H\u0103r\u021bi generate cu un singur strat de date \u0219i mai multe straturi de date.<\/em><\/p>\r\n<p>Marea provocare este de a construi zone de gestionare care s\u0103 reflecte perfect variabilitatea c\u00e2mpului. O combina\u021bie de diferite straturi, cum ar fi imagini din satelit, fertilitatea solului, derivate topografice \u0219i date de monitorizare a randamentului, este urm\u0103torul pas logic c\u0103tre generarea de... <span style=\"text-decoration: underline;\">zone de management mai receptive<\/span>.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Analiza multistrat (cunoscut\u0103 \u0219i sub numele de <span style=\"text-decoration: underline;\">analiz\u0103 integrat\u0103<\/span>) devine parte a motorului de analiz\u0103 geospa\u021bial\u0103 GeoPard.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Combina\u021biile clasice de parametri de analiz\u0103 integra\u021bi includ unul sau mai multe date despre randament, harta NDVI, altitudinea \u0219i caracteristicile fizico-chimice ale senzorilor de sol.\u00a0<\/p>\r\n<p>GeoPard accept\u0103 ace\u0219ti parametri \u0219i, \u00een plus, permite includerea altor straturi de date de teren fie deja disponibile \u00een sistem, fie \u00eenc\u0103rcate direct de utilizator (e\u0219antionare de sol, seturi de date privind randamentul etc.).<\/p>\r\n<p>Prin urmare, sunte\u021bi liber s\u0103 opera\u021bi cu\u00a0<span style=\"text-decoration: underline;\">set complet de parametri<\/span>\u00a0efectuarea de analize integrate:<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Analiza datelor privind randamentul pe mai multe straturi<\/strong><\/p>\r\n<p>Date de teledetec\u021bie:<\/p>\r\n<ul>\r\n<li>Harta productivit\u0103\u021bii poten\u021biale (pe un an \u0219i pe mai mul\u021bi ani)<\/li>\r\n<li>Harta de stabilitate\/varia\u021bie<\/li>\r\n<li>Indici de vegeta\u021bie NDVI, EVI2, WDRVI, LAI, SAVI, OSAVI, GCI, GNDVI<\/li>\r\n<\/ul>\r\n<p>Topografie:<\/p>\r\n<ul>\r\n<li>Eleva\u021bie digital\u0103<\/li>\r\n<li>Pant\u0103<\/li>\r\n<li>Curbur\u0103<\/li>\r\n<li>Indicele de umiditate<\/li>\r\n<li>Umbre de deal<\/li>\r\n<\/ul>\r\n<p>Date despre sol:<\/p>\r\n<ul>\r\n<li>pH-ul<\/li>\r\n<li>CEC (capacitatea de schimb cationic)<\/li>\r\n<li>Materia organic\u0103 din sol (MOS)<\/li>\r\n<li>K (potasiu)<\/li>\r\n<li>Ad\u00e2ncime redus\u0103 a solului vegetal, capacitate mai mic\u0103 de re\u021binere a apei disponibile (sol predispus la secet\u0103)<\/li>\r\n<li>CE (conductivitate electric\u0103)<\/li>\r\n<li>\u0219i alte atribute chimice disponibile \u00een setul de date \u00eenc\u0103rcat<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Este important de subliniat faptul c\u0103 factorii personaliza\u021bi sunt configura\u021bi deasupra fiec\u0103rui strat de date pentru a atribui valoarea dorit\u0103\u00a0<span style=\"text-decoration: underline;\">greutatea stratului<\/span>.Sunte\u021bi bineveni\u021bi s\u0103 \u00eemp\u0103rt\u0103\u0219i\u021bi cazurile dumneavoastr\u0103 de utilizare a analizelor integrate \u0219i s\u0103 construi\u021bi h\u0103r\u021bi ale zonelor de management pe baza cuno\u0219tin\u021belor dumneavoastr\u0103 din domeniu, \u00een timp ce selecta\u021bi surse de date \u0219i ponderile acestora \u00een GeoPard.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Imaginile din acest blog con\u021bin un c\u00e2mp exemplu cu straturi de date (cum ar fi o hart\u0103 a productivit\u0103\u021bii care acoper\u0103 18 ani, model digital de eleva\u021bie, pant\u0103, umbre de deal, date despre randamentul din 2019) \u0219i diverse combina\u021bii de h\u0103r\u021bi de analiz\u0103 integrativ\u0103.\u00a0<\/p>\r\n<p>Pute\u021bi urm\u0103ri pa\u0219ii evolu\u021biei zonelor de gestionare, extinz\u00e2nd \u00een acela\u0219i timp analiza integr\u0103rii cu un strat suplimentar de date.<\/p>\r\n<hr \/>\r\n<h2>\u00centreb\u0103ri frecvente<\/h2>\r\n<hr \/>\r\n<p><strong>1. Ce sunt straturile de date?<\/strong><\/p>\r\n<p>Straturile de date se refer\u0103 la componentele sau elementele individuale ale datelor care sunt organizate \u0219i stivuite \u00eempreun\u0103 pentru a crea o reprezentare cuprinz\u0103toare a unei anumite zone sau subiecte.<\/p>\r\n<p>Fiecare strat reprezint\u0103 un aspect specific al datelor, cum ar fi caracteristicile geografice, utilizarea terenurilor, densitatea popula\u021biei sau factorii de mediu. Aceste straturi pot fi combinate \u0219i analizate colectiv pentru a ob\u021bine informa\u021bii, a vizualiza modele \u0219i a lua decizii informate.<\/p>\r\n<p>Straturile de date sunt utilizate \u00een mod obi\u0219nuit \u00een sistemele informa\u021bionale geografice (GIS) \u0219i analiza spa\u021bial\u0103 pentru a \u00een\u021belege \u0219i reprezenta mai bine datele complexe \u00eentr-un mod vizual \u0219i interpretabil.<\/p>\r\n<p><strong>2. Ce este analiza integrat\u0103?<\/strong><\/p>\r\n<p>Analiza integrat\u0103 se refer\u0103 la procesul de combinare \u0219i analiz\u0103 a datelor din mai multe surse sau discipline pentru a ob\u021bine o \u00een\u021belegere mai cuprinz\u0103toare \u0219i holistic\u0103 a unei anumite probleme sau fenomen.<\/p>\r\n<p>Implic\u0103 fuzionarea seturilor de date, aplicarea tehnicilor statistice \u0219i explorarea rela\u021biilor dintre diferite variabile sau domenii.<\/p>\r\n<p>Analiza integrat\u0103 permite o perspectiv\u0103 mai nuan\u021bat\u0103 \u0219i interconectat\u0103 asupra sistemelor complexe, facilit\u00e2nd identificarea tiparelor, tendin\u021belor \u0219i rela\u021biilor cauzale care pot s\u0103 nu fie evidente atunci c\u00e2nd se analizeaz\u0103 datele \u00een mod izolat.<\/p>\r\n<p>Aceast\u0103 abordare permite cercet\u0103torilor \u0219i factorilor de decizie s\u0103 ia decizii mai informate \u0219i mai eficiente, bazate pe o gam\u0103 mai larg\u0103 de informa\u021bii.<\/p>","protected":false},"excerpt":{"rendered":"<p>Agricultura de precizie este capabil\u0103 s\u0103 genereze cantit\u0103\u021bi uria\u0219e de date sub form\u0103 de date privind randamentul, imagini din satelit \u0219i fertilitatea solului, printre altele. Lipsa unor solu\u021bii cloud u\u0219or de utilizat...<\/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 v28.1 - 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