{"id":322,"date":"2021-02-04T18:39:00","date_gmt":"2021-02-04T17:39:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=322"},"modified":"2026-09-13T10:54:19","modified_gmt":"2026-09-13T08:54:19","slug":"dane-i-analiza-plonow-7b27v4yf41-w-geopard","status":"publish","type":"post","link":"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/","title":{"rendered":"Dane i analityka plon\u00f3w w GeoPard"},"content":{"rendered":"<p class=\"wp-block-paragraph\">W tym artykule:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Wykorzystanie analizy plon\u00f3w w rolnictwie precyzyjnym<\/li>\r\n<li>Szczeg\u00f3\u0142owa analiza danych dotycz\u0105cych plon\u00f3w w GeoPard Agriculture\u00a0<\/li>\r\n<li>Wizualizacja ka\u017cdego atrybutu w plikach Yield<\/li>\r\n<li>Korekta danych dotycz\u0105cych surowych plon\u00f3w\u00a0<\/li>\r\n<li>5 Praktycznych przyk\u0142ad\u00f3w wykorzystania map plon\u00f3w<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"324\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-03__181226\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?fit=1680%2C964&amp;ssl=1\" data-orig-size=\"1680,964\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Raw and cleaned yield data in GeoPard\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?fit=1024%2C588&amp;ssl=1\" class=\"alignnone wp-image-324\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=810%2C465&#038;ssl=1\" alt=\"Surowe i oczyszczone dane dotycz\u0105ce plon\u00f3w w GeoPard\" width=\"810\" height=\"465\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1024%2C588&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=300%2C172&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=768%2C441&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1536%2C881&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1200%2C689&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Surowe i oczyszczone dane dotycz\u0105ce plon\u00f3w w GeoPard<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Dane o uzyskach\u00a0<\/strong>pozwala podejmowa\u0107 bardziej \u015bwiadome decyzje i zwi\u0119ksza\u0107 efektywno\u015b\u0107 wzrostu.<br \/>Strefy zarz\u0105dzania polami wyznaczone na podstawie wieloletnich danych dotycz\u0105cych plon\u00f3w nadaj\u0105 si\u0119 do wst\u0119pnej oceny potencjalnych plon\u00f3w i zmienno\u015bci sk\u0142adnik\u00f3w od\u017cywczych w glebie, co pozwala na podejmowanie decyzji dotycz\u0105cych przysz\u0142ego zarz\u0105dzania uprawami.<\/p>\r\n<p>Analiz\u0119 danych dotycz\u0105cych plon\u00f3w mo\u017cna przekonwertowa\u0107 na map\u0119 zmiennego dawkowania i wykorzysta\u0107 j\u0105 na przyk\u0142ad do nawo\u017cenia. Jej kalibracja to kolejny temat, kt\u00f3ry warto rozwa\u017cy\u0107 \u2013 om\u00f3wimy go w osobnym wpisie na blogu.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Zaawansowana analityka w GeoPard\u00a0<\/strong>polega na tym, \u017ce mo\u017cna przeprowadzi\u0107 analiz\u0119 wielowarstwow\u0105, \u0142\u0105cz\u0105c wiele warstw danych na jednej mapie i szukaj\u0105c powi\u0105za\u0144 mi\u0119dzy warstwami danych.\u00a0<\/p>\r\n<p>Po\u0142\u0105czone strefy produktywno\u015bci mo\u017cna wyznaczy\u0107 na podstawie wska\u017anik\u00f3w ro\u015blinno\u015bci pochodz\u0105cych z obraz\u00f3w satelitarnych, topografii, danych pochodz\u0105cych z maszyn, takich jak wydajno\u015b\u0107, przewodno\u015b\u0107 elektryczna, wilgotno\u015b\u0107 gleby i inne, a tak\u017ce wynik\u00f3w analiz agrochemicznych.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Wizualizacja plik\u00f3w wydajno\u015bciowych\u00a0<\/strong>Odbywa si\u0119 to automatycznie po pobraniu pliku, kt\u00f3ry jest automatycznie przetwarzany i czyszczony. Poni\u017cej przedstawiono dwie wersje map \u2013 oryginalny obraz z danymi z monitora sprz\u0119tu oraz wizualizacj\u0119 GeoPard.<\/p>\r\n<p>Surowe dane zosta\u0142y przekonwertowane na gradientowy obraz powierzchni ci\u0105g\u0142ej, aby u\u0142atwi\u0107 zrozumienie heterogeniczno\u015bci pola i utworzenie stref zarz\u0105dzania.<\/p>\r\n<p>Ka\u017cdy z atrybut\u00f3w pliku plonu jest dost\u0119pny do wizualizacji, np. wilgotno\u015b\u0107, masa plonu, obj\u0119to\u015b\u0107 plonu w stanie mokrym i suchym, si\u0142a docisku, zu\u017cycie paliwa, pr\u0119dko\u015b\u0107 maszyny itp.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Korekta danych surowych\u00a0<\/strong>Oznacza to, \u017ce je\u015bli punkt na polu jest nienaturalny, zostanie wyg\u0142adzony (na przyk\u0142ad, je\u015bli nie b\u0119dzie obejmowa\u0142 ca\u0142ej szeroko\u015bci nag\u0142\u00f3wka kombajnu). Podczas tworzenia danych o plonach opartych na strefach mo\u017cna korygowa\u0107 poszczeg\u00f3lne strefy i wielok\u0105ty.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Przyjrzyjmy si\u0119 kilku praktycznym przyk\u0142adom wykorzystania map plon\u00f3w i innych warstw danych GeoPard.<\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>1. Strefy zarz\u0105dzania w oparciu o dane dotycz\u0105ce plon\u00f3w.<\/strong>\u00a0Strefy zarz\u0105dzania mo\u017cna konstruowa\u0107 na podstawie danych o plonach z jednego roku lub z wielu lat. Nale\u017cy pami\u0119ta\u0107, \u017ce nie mo\u017cna bezpo\u015brednio kumulowa\u0107 plon\u00f3w z r\u00f3\u017cnych lat, poniewa\u017c spowoduje to faworyzowanie jednego z nich.<\/p>\r\n<p>Aby zredukowa\u0107 ten efekt, GeoPard stosuje kilka algorytm\u00f3w, aby wyr\u00f3wna\u0107 wag\u0119 ka\u017cdego roku. Mo\u017cesz ustawi\u0107 wag\u0119 pojedynczego roku za pomoc\u0105 narz\u0119dzia \u201eWaga\u201d podczas tworzenia mapy wielowarstwowej.<\/p>\r\n<p>Takie strefy zarz\u0105dzania polami mo\u017cna wykorzysta\u0107 do tworzenia map zastosowa\u0144\/recept\/recept (VRA), obliczaj\u0105c potencjaln\u0105 wydajno\u015b\u0107 w ka\u017cdej strefie.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"326\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_vr_seeding_m\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?fit=1680%2C874&amp;ssl=1\" data-orig-size=\"1680,874\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Multi-year and multi-layer yield potential map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?fit=1024%2C533&amp;ssl=1\" class=\"alignnone wp-image-326\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=810%2C422&#038;ssl=1\" alt=\"Mapa potencja\u0142u plonowania wieloletniego i wielowarstwowego\" width=\"810\" height=\"422\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1024%2C533&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=300%2C156&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=768%2C400&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1536%2C799&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1200%2C624&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Mapa potencja\u0142u plonowania wieloletniego i wielowarstwowego<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>2. Strefy wielowarstwowe z danymi o plonach i innymi \u017ar\u00f3d\u0142ami danych (topografia, gleba, czujnik, satelita).\u00a0<\/strong>Mo\u017cna doda\u0107 do <a href=\"\/pl\/blog\/analityka-wielowarstwowa\/\">analityka wielowarstwowa<\/a>\u00a0i ustaw ci\u0119\u017car, jaki b\u0119dzie on mia\u0142 w ostatnich strefach.<\/p>\r\n<p>W tym przyk\u0142adzie do mapy dodano trzy warstwy danych: plony, zdj\u0119cia satelitarne i topografia. Mo\u017cna \u0142\u0105czy\u0107 dowolne warstwy danych, kt\u00f3re uznasz za istotne dla cel\u00f3w analitycznych. Mapa wielowarstwowa mo\u017ce by\u0107 wykorzystana do dalszej analizy plon\u00f3w oraz do tworzenia map VRA.\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"351\" data-attachment-id=\"327\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-02__184019\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?fit=1680%2C729&amp;ssl=1\" data-orig-size=\"1680,729\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Yield, Topography and Satellite imagery\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?fit=1024%2C444&amp;ssl=1\" class=\"wp-image-327\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=810%2C351&#038;ssl=1\" alt=\"Wydajno\u015b\u0107, topografia i obrazy satelitarne\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1024%2C444&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=300%2C130&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=768%2C333&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1536%2C667&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1200%2C521&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Strefy wielowarstwowe: wydajno\u015b\u0107, topografia i obrazy satelitarne<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>3. Obliczanie plon\u00f3w na poziomie strefy i pola.\u00a0<\/strong>Aby przeanalizowa\u0107 r\u00f3\u017cne metody obr\u00f3bki, odmiany nasion i praktyki agrotechniczne, prawdopodobnie zechcesz por\u00f3wna\u0107 \u015brednie i ca\u0142kowite plony w ka\u017cdej strefie, pasie lub mi\u0119dzy polami.<\/p>\r\n<p>GeoPard automatycznie oblicza te warto\u015bci, dzi\u0119ki czemu mo\u017cesz \u0142atwiej por\u00f3wnywa\u0107 plony w liczbach bezwzgl\u0119dnych.\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"329\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_yield_estima\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?fit=626%2C938&amp;ssl=1\" data-orig-size=\"626,938\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"GeoPard calculates yield in abs numbers based on Yield files. Total and average for field and each zone\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?fit=626%2C938&amp;ssl=1\" class=\"alignnone wp-image-329\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?resize=626%2C938&#038;ssl=1\" alt=\"GeoPard oblicza plon w liczbach bezwzgl\u0119dnych na podstawie plik\u00f3w Yield. Suma i \u015brednia dla pola i ka\u017cdej strefy.\" width=\"626\" height=\"938\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?w=626&amp;ssl=1 626w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?resize=200%2C300&amp;ssl=1 200w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\r\n<figcaption><em>GeoPard oblicza plon w liczbach bezwzgl\u0119dnych na podstawie plik\u00f3w Yield. Suma i \u015brednia dla pola i ka\u017cdej strefy.<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>4. Strefy zale\u017cno\u015bci oparte na<\/strong> Dane dotycz\u0105ce plon\u00f3w. Strefy oparte na danych dotycz\u0105cych plon\u00f3w mo\u017cna nak\u0142ada\u0107 na inne strefy danych i wyszukiwa\u0107 zale\u017cno\u015bci mi\u0119dzy warstwami danych. Ten przyk\u0142ad pokazuje na\u0142o\u017cenie wysokich plon\u00f3w i \u015bredniej zawarto\u015bci bia\u0142ka (1) oraz niskich plon\u00f3w i wysokiej zawarto\u015bci bia\u0142ka (2) r\u00f3\u017cnych odmian pszenicy na polu.<\/p>\r\n<p>Inne przyk\u0142ady obejmuj\u0105 zwi\u0105zek mi\u0119dzy wp\u0142ywem topografii na plony, wzajemne oddzia\u0142ywanie niskich plon\u00f3w oraz braku makro- i mikroelement\u00f3w w glebie, wilgotno\u015bci gleby i warstw przewodnictwa elektrycznego (EC).<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"330\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-02__184254\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?fit=895%2C1003&amp;ssl=1\" data-orig-size=\"895,1003\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Intersections of different yield and protein levels\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?fit=895%2C1003&amp;ssl=1\" class=\"alignnone wp-image-330\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=810%2C908&#038;ssl=1\" alt=\"Przeci\u0119cia r\u00f3\u017cnych poziom\u00f3w plonu i bia\u0142ka \" width=\"810\" height=\"908\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?w=895&amp;ssl=1 895w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=268%2C300&amp;ssl=1 268w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=768%2C861&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Przeci\u0119cia r\u00f3\u017cnych poziom\u00f3w plonu i bia\u0142ka<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>5. Mapy aplikacji o zmiennej stawce (VRA)\u00a0<\/strong>Na podstawie danych o plonach. Mo\u017cesz tworzy\u0107 mapy recepturowe dla r\u00f3\u017cnych operacji \u2013 nawo\u017cenia, siewu, oprysk\u00f3w, nawadniania i planowania pobierania pr\u00f3bek gleby. Mo\u017cesz edytowa\u0107 liczb\u0119 i kszta\u0142t stref.<\/p>\r\n<p>Mo\u017cna r\u00f3wnie\u017c utworzy\u0107 map\u0119 recepturow\u0105 dla zmiennej dawki nawozu, \u0142\u0105cz\u0105c dane dotycz\u0105ce plon\u00f3w z danymi z innych \u017ar\u00f3de\u0142 (gleba, EC, satelita, topografia).\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"332\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_seeding_rate\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?fit=1680%2C696&amp;ssl=1\" data-orig-size=\"1680,696\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Variable rate Seeding rates per zone\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?fit=1024%2C424&amp;ssl=1\" class=\"wp-image-332\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=810%2C336&#038;ssl=1\" alt=\"Zmienna stawka Normy wysiewu na stref\u0119\" width=\"810\" height=\"336\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1024%2C424&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=300%2C124&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=768%2C318&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1536%2C636&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1200%2C497&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Zmienna stawka wysiewu na stref\u0119<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Nawet je\u015bli nie posiadasz danych o plonach, mo\u017cesz u\u017cy\u0107 GeoPard\u00a0<a href=\"https:\/\/geopard.tech\/pl\/blog\/r8yc32d9jc-strefy-wieloletnie\/\" target=\"_blank\" rel=\"noreferrer noopener\">strefy wieloletnie (do 33 lat)<\/a>\u00a0na podstawie zdj\u0119\u0107 satelitarnych lub\u00a0<a href=\"https:\/\/geopard.tech\/pl\/blog\/porownanie-warstw-danych-w-celu-podejmowania-swiadomych-decyzji-dotyczacych-upraw\/\">po\u0142\u0105cz to z innymi warstwami danych, takimi jak topografia<\/a>\u00a0aby rozpocz\u0105\u0107 swoj\u0105 przygod\u0119 z rolnictwem precyzyjnym. Analizy te cz\u0119sto koreluj\u0105 z danymi dotycz\u0105cymi plon\u00f3w, ale to ju\u017c inna historia.<\/p>\r\n<hr \/>\r\n<h2>Cz\u0119sto zadawane pytania<\/h2>\r\n<hr \/>\r\n<p><strong>1. Jak przeprowadzi\u0107 analiz\u0119 plon\u00f3w?<\/strong><\/p>\r\n<p>Analiza plon\u00f3w to proces oceny produktywno\u015bci i wydajno\u015bci uprawy lub systemu rolniczego. Oto kroki, kt\u00f3re nale\u017cy wykona\u0107, aby przeprowadzi\u0107 podstawow\u0105 analiz\u0119 plon\u00f3w:<\/p>\r\n<ul>\r\n<li><strong>Zmierz ca\u0142kowity zebrany plon<\/strong>:Zbierz wszystkie zebrane produkty z okre\u015blonego obszaru i je zwa\u017c.<\/li>\r\n<li><strong>Okre\u015bl obszar<\/strong>:Zmierz lub oblicz ca\u0142kowit\u0105 powierzchni\u0119 ziemi, z kt\u00f3rej uzyskano plon.<\/li>\r\n<li><strong>Oblicz wydajno\u015b\u0107 na jednostk\u0119 powierzchni:<\/strong> Podziel ca\u0142kowity zebrany plon przez powierzchni\u0119, aby uzyska\u0107 plon na jednostk\u0119 powierzchni (np. plon na hektar).<\/li>\r\n<li><strong>Por\u00f3wnaj i przeanalizuj:<\/strong> Por\u00f3wnaj uzyskane plony z danymi z poprzednich lat lub \u015brednimi regionalnymi, aby oceni\u0107 wydajno\u015b\u0107 i zidentyfikowa\u0107 wszelkie odchylenia lub trendy.<\/li>\r\n<\/ul>\r\n<p>Analiza plon\u00f3w pomaga rolnikom podejmowa\u0107 \u015bwiadome decyzje, monitorowa\u0107 produktywno\u015b\u0107 upraw i identyfikowa\u0107 obszary wymagaj\u0105ce udoskonalenia w praktykach rolniczych.<\/p>\r\n<p><strong>2. Czym s\u0105 dane dotycz\u0105ce plon\u00f3w?<\/strong><\/p>\r\n<p>Dane dotycz\u0105ce plon\u00f3w odnosz\u0105 si\u0119 do informacji gromadzonych i rejestrowanych na temat ilo\u015bci plon\u00f3w lub produkt\u00f3w rolnych uzyskanych z okre\u015blonego obszaru ziemi. Obejmuj\u0105 one pomiary lub szacunki wielko\u015bci zebranych plon\u00f3w, zazwyczaj wyra\u017cone w wadze lub obj\u0119to\u015bci.<\/p>\r\n<p>Dostarcza cennych informacji na temat produktywno\u015bci i wydajno\u015bci upraw, pomagaj\u0105c rolnikom podejmowa\u0107 \u015bwiadome decyzje dotycz\u0105ce praktyk rolniczych, ocenia\u0107 skuteczno\u015b\u0107 r\u00f3\u017cnych technik lub \u015brodk\u00f3w produkcji oraz monitorowa\u0107 trendy lub zmiany w plonach w czasie.<\/p>\r\n<p><strong>3. Co to jest potencja\u0142 plonowania?<\/strong><\/p>\r\n<p>Potencja\u0142 plonowania odnosi si\u0119 do maksymalnego mo\u017cliwego do osi\u0105gni\u0119cia plonu lub poziomu produkcji danej ro\u015bliny w idealnych warunkach uprawy. Reprezentuje on g\u00f3rn\u0105 granic\u0119 plonu, jaki dana odmiana lub gatunek ro\u015bliny mo\u017ce uzyska\u0107 pod wzgl\u0119dem ilo\u015bci i jako\u015bci.<\/p>\r\n<p>Na potencja\u0142 plonowania wp\u0142ywaj\u0105 r\u00f3\u017cne czynniki, takie jak genetyka, warunki \u015brodowiskowe, dost\u0119pno\u015b\u0107 sk\u0142adnik\u00f3w od\u017cywczych i metody zarz\u0105dzania. Stanowi on punkt odniesienia dla rolnik\u00f3w i agronom\u00f3w, kt\u00f3rzy mog\u0105 ocenia\u0107 wydajno\u015b\u0107 i produktywno\u015b\u0107 r\u00f3\u017cnych odmian ro\u015blin uprawnych oraz identyfikowa\u0107 obszary, w kt\u00f3rych mo\u017cna wprowadzi\u0107 ulepszenia w celu optymalizacji plon\u00f3w.<\/p>","protected":false},"excerpt":{"rendered":"<p>W tym artykule: Wykorzystanie analizy plon\u00f3w w rolnictwie precyzyjnym Szczeg\u00f3\u0142owa analiza danych dotycz\u0105cych plon\u00f3w w GeoPard Agriculture Wizualizacja ka\u017cdego atrybutu w plikach Yield Korekta\u2026<\/p>","protected":false},"author":210157960,"featured_media":1472,"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":[1587,1368],"tags":[1617],"class_list":["post-322","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-partnership","category-yield","tag-geopard"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Yield analytics for Ag business<\/title>\n<meta name=\"description\" content=\"In this article, you can find content to help you properly use yield data in precision farming. 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