{"id":8223,"date":"2023-09-10T23:03:39","date_gmt":"2023-09-10T21:03:39","guid":{"rendered":"https:\/\/geopard.tech\/?p=8223"},"modified":"2024-12-01T16:32:13","modified_gmt":"2024-12-01T15:32:13","slug":"automatyczne-czyszczenie-i-kalibracja-danych-dotyczacych-wydajnosci","status":"publish","type":"post","link":"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/","title":{"rendered":"Automatyczne czyszczenie i kalibracja danych dotycz\u0105cych wydajno\u015bci"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Automatyczne Czyszczenie i Kalibracja Danych o Plonach (AYDCC) to proces wykorzystuj\u0105cy algorytmy i modele do wykrywania i korygowania b\u0142\u0119d\u00f3w w danych o plonach, takich jak warto\u015bci odstaj\u0105ce, luki lub odchylenia. AYDCC mo\u017ce poprawi\u0107 jako\u015b\u0107 i wiarygodno\u015b\u0107 danych o plonach, co mo\u017ce prowadzi\u0107 do lepszych analiz i rekomendacji dla rolnik\u00f3w.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-to-yield-data\">Wprowadzenie do danych o plonach<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dane dotycz\u0105ce plon\u00f3w to jedno z najwa\u017cniejszych \u017ar\u00f3de\u0142 informacji dla rolnik\u00f3w w XXI wieku. Odnosz\u0105 si\u0119 one do danych zbieranych z r\u00f3\u017cnych maszyn rolniczych, takich jak kombajny, sadzarki i kombajny, kt\u00f3re mierz\u0105 ilo\u015b\u0107 i jako\u015b\u0107 plon\u00f3w uzyskanych na danym polu lub obszarze.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ma ogromne znaczenie z kilku powod\u00f3w. Po pierwsze, pomaga rolnikom podejmowa\u0107 \u015bwiadome decyzje. Dysponuj\u0105c szczeg\u00f3\u0142owymi danymi o plonach, rolnicy mog\u0105 precyzyjnie dopracowa\u0107 swoje praktyki, aby zmaksymalizowa\u0107 produktywno\u015b\u0107.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad, je\u015bli dane pole stale przynosi ni\u017csze plony, rolnicy mog\u0105 zbada\u0107 przyczyny tego zjawiska, np. stan gleby lub problemy z nawadnianiem, i podj\u0105\u0107 dzia\u0142ania naprawcze.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Co wi\u0119cej, umo\u017cliwia to rolnictwo precyzyjne. Mapuj\u0105c zmiany w wydajno\u015bci upraw na swoich polach, rolnicy mog\u0105 dostosowa\u0107 \u015brodki ochrony ro\u015blin, takie jak nawozy i pestycydy, do konkretnych obszar\u00f3w. To ukierunkowane podej\u015bcie nie tylko optymalizuje wykorzystanie zasob\u00f3w, ale tak\u017ce ogranicza wp\u0142yw na \u015brodowisko.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wed\u0142ug Organizacji Narod\u00f3w Zjednoczonych ds. Wy\u017cywienia i Rolnictwa (FAO), globalna produkcja rolna musi wzrosn\u0105\u0107 o 601 TP3T do 2050 roku, aby sprosta\u0107 rosn\u0105cemu zapotrzebowaniu na \u017cywno\u015b\u0107. Dane dotycz\u0105ce plon\u00f3w, ze wzgl\u0119du na swoj\u0105 rol\u0119 w zwi\u0119kszaniu produktywno\u015bci upraw, odgrywaj\u0105 kluczow\u0105 rol\u0119 w osi\u0105gni\u0119ciu tego celu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ponadto, w Brazylii, plantator soi wykorzysta\u0142 dane dotycz\u0105ce plon\u00f3w wraz z danymi z pr\u00f3bek gleby do stworzenia map zmiennego dawkowania nawo\u017cenia dla swoich p\u00f3l. Zastosowa\u0142 r\u00f3\u017cne dawki nawozu w zale\u017cno\u015bci od \u017cyzno\u015bci gleby i potencja\u0142u plonowania ka\u017cdej strefy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Wykorzysta\u0142 r\u00f3wnie\u017c dane dotycz\u0105ce plon\u00f3w, aby por\u00f3wna\u0107 r\u00f3\u017cne odmiany soi i wybra\u0107 te, kt\u00f3re najlepiej pasuj\u0105 do jego warunk\u00f3w. W rezultacie zwi\u0119kszy\u0142 \u015bredni plon o 121 TP3T i obni\u017cy\u0142 koszty nawo\u017cenia o 151 TP3T.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Podobnie, w Indiach, pewien plantator ry\u017cu r\u00f3wnie\u017c wykorzystywa\u0142 zbiory danych o plonach wraz z danymi pogodowymi, aby dostosowa\u0107 harmonogram nawadniania swoich p\u00f3l. Monitorowa\u0142 poziom wilgotno\u015bci gleby i wzorce opad\u00f3w za pomoc\u0105 czujnik\u00f3w i zdj\u0119\u0107 satelitarnych.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"810\" height=\"456\" data-attachment-id=\"8249\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/understanding-and-utilization-of-yield-data\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?fit=1200%2C675&amp;ssl=1\" data-orig-size=\"1200,675\" 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=\"understanding and utilization of yield data\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?fit=1024%2C576&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?resize=810%2C456&#038;ssl=1\" alt=\"zrozumienie i wykorzystanie danych o plonach\" class=\"wp-image-8249\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?w=1200&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/understanding-and-utilization-of-yield-data.png?resize=768%2C432&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Wykorzysta\u0142 go r\u00f3wnie\u017c do por\u00f3wnania r\u00f3\u017cnych odmian ry\u017cu i wybrania tych najlepszych do swoich warunk\u00f3w. W rezultacie zwi\u0119kszy\u0142 \u015brednie plony o 10% i zmniejszy\u0142 zu\u017cycie wody o 20%.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Pomimo swoich zalet, dane dotycz\u0105ce plon\u00f3w wci\u0105\u017c napotykaj\u0105 pewne wyzwania w zakresie ich rozwoju i wdra\u017cania. Niekt\u00f3re z nich to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Jako\u015b\u0107 danych:<\/strong> Jego dok\u0142adno\u015b\u0107 i niezawodno\u015b\u0107 zale\u017c\u0105 od jako\u015bci czujnik\u00f3w, kalibracji maszyn, metod gromadzenia danych oraz technik przetwarzania i analizy danych. Niska jako\u015b\u0107 danych mo\u017ce prowadzi\u0107 do b\u0142\u0119d\u00f3w, stronniczo\u015bci lub niesp\u00f3jno\u015bci, kt\u00f3re mog\u0105 wp\u0142yn\u0105\u0107 na wa\u017cno\u015b\u0107 i u\u017cyteczno\u015b\u0107 danych.<\/li>\n\n\n\n<li><strong>Dost\u0119p do danych:<\/strong> Dost\u0119pno\u015b\u0107 i przyst\u0119pno\u015b\u0107 cenowa danych o plonach zale\u017cy od dost\u0119pu do maszyn rolniczych, czujnik\u00f3w, urz\u0105dze\u0144 do przechowywania danych i platform danych oraz od ich w\u0142asno\u015bci. Brak dost\u0119pu lub w\u0142asno\u015bci mo\u017ce ogranicza\u0107 rolnikom mo\u017cliwo\u015b\u0107 gromadzenia, przechowywania, udost\u0119pniania lub wykorzystywania w\u0142asnych danych.<\/li>\n\n\n\n<li><strong>Prywatno\u015b\u0107 danych:<\/strong> Bezpiecze\u0144stwo i poufno\u015b\u0107 danych zale\u017c\u0105 od ich ochrony i regulacji przez rolnik\u00f3w, producent\u00f3w maszyn, dostawc\u00f3w danych i u\u017cytkownik\u00f3w. Brak ochrony lub regulacji mo\u017ce narazi\u0107 dane na nieautoryzowane lub nieetyczne wykorzystanie, takie jak kradzie\u017c, manipulacja lub nadu\u017cycie.<\/li>\n\n\n\n<li><strong>Umiej\u0119tno\u015b\u0107 korzystania z danych:<\/strong> Zrozumienie i wykorzystanie danych dotycz\u0105cych plon\u00f3w zale\u017cy od umiej\u0119tno\u015bci i wiedzy rolnik\u00f3w, doradc\u00f3w, doradc\u00f3w i badaczy. Brak umiej\u0119tno\u015bci lub wiedzy mo\u017ce utrudnia\u0107 tym podmiotom skuteczn\u0105 interpretacj\u0119, komunikacj\u0119 i wykorzystanie danych.<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"455\" data-attachment-id=\"8248\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/gathering-yield-data-using-farm-machines-like-harvesters\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?fit=1365%2C767&amp;ssl=1\" data-orig-size=\"1365,767\" 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=\"gathering yield data using farm machines like harvesters\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?fit=1024%2C575&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?resize=810%2C455&#038;ssl=1\" alt=\"zbieranie zestaw\u00f3w danych za pomoc\u0105 maszyn rolniczych, takich jak kombajny\" class=\"wp-image-8248\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?w=1365&amp;ssl=1 1365w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?resize=1024%2C575&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/gathering-yield-data-using-farm-machines-like-harvesters.jpg?resize=1200%2C674&amp;ssl=1 1200w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Aby sprosta\u0107 tym wyzwaniom i w pe\u0142ni wykorzysta\u0107 potencja\u0142 danych dotycz\u0105cych plon\u00f3w, wa\u017cne jest oczyszczenie i kalibracja danych dotycz\u0105cych plon\u00f3w.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-to-yield-data-cleaning-and-calibration\">Wprowadzenie do czyszczenia i kalibracji danych dotycz\u0105cych wydajno\u015bci<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dane dotycz\u0105ce plon\u00f3w stanowi\u0105 cenne \u017ar\u00f3d\u0142o informacji dla rolnik\u00f3w i badaczy, kt\u00f3rzy chc\u0105 analizowa\u0107 wydajno\u015b\u0107 upraw, identyfikowa\u0107 strefy zarz\u0105dzania i optymalizowa\u0107 proces decyzyjny. Cz\u0119sto jednak wymagaj\u0105 czyszczenia i kalibracji, aby zapewni\u0107 ich niezawodno\u015b\u0107 i dok\u0142adno\u015b\u0107.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kalibracja zbioru danych \u201cYieldDataset\u201d to funkcja, kt\u00f3ra koryguje rozk\u0142ad warto\u015bci zgodnie z zasadami matematycznymi, zwi\u0119kszaj\u0105c og\u00f3ln\u0105 integralno\u015b\u0107 danych. Poprawia to jako\u015b\u0107 podejmowania decyzji i czyni zbi\u00f3r danych warto\u015bciowym do dalszej, pog\u0142\u0119bionej analizy.<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\" id=\"h-geopard-yield-clean-calibration-module\">Modu\u0142 kalibracji czysto\u015bci i wydajno\u015bci GeoPard<\/h2>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Dzi\u0119ki modu\u0142owi Yield Clean-Calibration firmy GeoPard mo\u017cliwe jest czyszczenie i korygowanie zbior\u00f3w danych dotycz\u0105cych plon\u00f3w. <\/p>\n\n\n\n\n\n<p class=\"wp-block-paragraph\">U\u0142atwili\u015bmy jak nigdy dot\u0105d popraw\u0119 jako\u015bci zbior\u00f3w danych dotycz\u0105cych plon\u00f3w, daj\u0105c rolnikom mo\u017cliwo\u015b\u0107 podejmowania decyzji w oparciu o dane, na kt\u00f3rych mo\u017cna polega\u0107.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?ssl=1\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"421\" data-attachment-id=\"8231\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/geopard-yield-cleaning-calibration-similar-to-field-potential-zones\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?fit=1920%2C999&amp;ssl=1\" data-orig-size=\"1920,999\" 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 &amp;#8211; Yield Cleaning &amp;#038; Calibration, similar to Field Potential zones\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?fit=1024%2C533&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=810%2C421&#038;ssl=1\" alt=\"GeoPard \u2013 Czyszczenie i kalibracja plon\u00f3w, podobnie jak strefy potencja\u0142u polowego\" class=\"wp-image-8231\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=300%2C156&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=1024%2C533&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=768%2C400&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=1536%2C799&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?resize=1200%2C624&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-similar-to-Field-Potential-zones.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Po kalibracji i czyszczeniu uzyskany zbi\u00f3r danych wydajno\u015bciowych staje si\u0119 jednorodny, bez warto\u015bci odstaj\u0105cych lub nag\u0142ych zmian pomi\u0119dzy s\u0105siaduj\u0105cymi geometriami. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dzi\u0119ki naszemu nowemu modu\u0142owi mo\u017cesz:<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"459\" data-attachment-id=\"9339\" data-permalink=\"https:\/\/geopard.tech\/pl\/?attachment_id=9339\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?fit=1070%2C606&amp;ssl=1\" data-orig-size=\"1070,606\" 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=\"Select an option to proceed\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Select an option to proceed&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?fit=1024%2C580&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?resize=810%2C459&#038;ssl=1\" alt=\"Wybierz opcj\u0119, aby kontynuowa\u0107\" class=\"wp-image-9339\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?w=1070&amp;ssl=1 1070w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?resize=300%2C170&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?resize=1024%2C580&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Select-an-option-to-proceed.webp?resize=768%2C435&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><figcaption class=\"wp-element-caption\">Wybierz opcj\u0119, aby kontynuowa\u0107<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Usu\u0144 uszkodzone, nak\u0142adaj\u0105ce si\u0119 i nieprawid\u0142owe punkty danych<\/li>\n\n\n\n<li>Kalibracja warto\u015bci wydajno\u015bci na wielu maszynach<\/li>\n\n\n\n<li>Rozpocznij kalibracj\u0119 za pomoc\u0105 kilku klikni\u0119\u0107 (u\u0142atwiaj\u0105c w ten spos\u00f3b korzystanie z urz\u0105dzenia) lub wykonaj powi\u0105zany punkt ko\u0144cowy API GeoPad<\/li>\n<\/ul>\n\n\n\t\t<div data-elementor-type=\"section\" data-elementor-id=\"11015\" class=\"elementor elementor-11015\" data-elementor-post-type=\"elementor_library\">\n\t\t\t<div class=\"elementor-element elementor-element-8e714aa e-flex e-con-boxed e-con e-parent\" data-id=\"8e714aa\" 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-91d0434 elementor-arrows-position-inside elementor-pagination-position-outside elementor-widget elementor-widget-image-carousel\" data-id=\"91d0434\" 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 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-1.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja_czyszczenia_danych_wydajno\u015bci_za_pomoc\u0105_GeoPard (1)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-2.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja czyszczenia danych wydajno\u015bciowych za pomoc\u0105 GeoPard (2)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-3.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja czyszczenia danych wydajno\u015bciowych za pomoc\u0105 GeoPard (3)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-4.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja czyszczenia danych wydajno\u015bciowych za pomoc\u0105 GeoPard (4)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-5.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja_czyszczenia_danych_wydajno\u015bci_za_pomoc\u0105_GeoPard (5)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-6.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja czyszczenia danych wydajno\u015bciowych za pomoc\u0105 GeoPard (6)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"7 \u0645\u0646 7\" 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\/2023\/09\/Automated_Yield_Data_Cleaning_Calibration_with_GeoPard-7.jpg?fit=818%2C1024&amp;ssl=1\" alt=\"Automatyczna kalibracja czyszczenia danych wydajno\u015bciowych za pomoc\u0105 GeoPard (7)\" \/><\/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\n\n\n\n<p class=\"wp-block-paragraph\">Oto niekt\u00f3re z najcz\u0119stszych przypadk\u00f3w u\u017cycia automatycznego czyszczenia i kalibracji danych dotycz\u0105cych wydajno\u015bci:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Synchronizacja danych w przypadku jednoczesnej pracy wielu kombajn\u00f3w lub przez kilka dni, zapewniaj\u0105ca sp\u00f3jno\u015b\u0107.<\/li>\n\n\n\n<li>Uczynienie zbioru danych bardziej jednorodnym i dok\u0142adnym poprzez wyg\u0142adzenie odchyle\u0144.<\/li>\n\n\n\n<li>Usuwanie szumu danych i zb\u0119dnych informacji, kt\u00f3re mog\u0105 zaciemnia\u0107 wnioski.<\/li>\n\n\n\n<li>Eliminacja rotacji i nietypowych geometrii, kt\u00f3re mog\u0105 zniekszta\u0142ca\u0107 rzeczywiste wzorce i trendy w terenie.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na poni\u017cszym zdj\u0119ciu wida\u0107 pole, na kt\u00f3rym pracowa\u0142o jednocze\u015bnie 15 kombajn\u00f3w. Pokazuje ono, jak oryginalny zestaw danych dotycz\u0105cych plon\u00f3w i ulepszony zestaw danych po kalibracji za pomoc\u0105 modu\u0142u GeoPard Yield Clean-Calibration wygl\u0105daj\u0105 zupe\u0142nie inaczej i s\u0105 \u0142atwe do zrozumienia.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"388\" data-attachment-id=\"8227\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/difference-between-the-original-and-improved-yield-datasets-with-geopards-calibration-module\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?fit=1920%2C919&amp;ssl=1\" data-orig-size=\"1920,919\" 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=\"difference between the original and improved yield datasets with GeoPard&amp;#8217;s Calibration Module\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?fit=1024%2C490&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=810%2C388&#038;ssl=1\" alt=\"r\u00f3\u017cnica mi\u0119dzy oryginalnymi i ulepszonymi zestawami danych dotycz\u0105cych plon\u00f3w z modu\u0142em kalibracyjnym GeoPard\" class=\"wp-image-8227\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=300%2C144&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=1024%2C490&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=768%2C368&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=1536%2C735&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?resize=1200%2C574&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/difference-between-the-original-and-improved-yield-datasets-with-GeoPards-Calibration-Module.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-why-is-it-important-to-clean-and-calibrate\"><strong>Dlaczego wa\u017cne jest czyszczenie i kalibracja?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dane dotycz\u0105ce plon\u00f3w s\u0105 zbierane przez monitory plon\u00f3w i czujniki zamontowane na kombajnach. Urz\u0105dzenia te mierz\u0105 nat\u0119\u017cenie przep\u0142ywu masy i wilgotno\u015b\u0107 zebranego plonu, a nast\u0119pnie wykorzystuj\u0105 wsp\u00f3\u0142rz\u0119dne GPS do georeferencji danych.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Jednak pomiary te nie zawsze s\u0105 dok\u0142adne i sp\u00f3jne ze wzgl\u0119du na r\u00f3\u017cne czynniki, kt\u00f3re mog\u0105 wp\u0142ywa\u0107 na wydajno\u015b\u0107 sprz\u0119tu lub warunki uprawy. Niekt\u00f3re z tych czynnik\u00f3w to:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Warianty wyposa\u017cenia:<\/strong> Maszyny rolnicze, takie jak kombajny i kombajny, cz\u0119sto charakteryzuj\u0105 si\u0119 pewnymi odchyleniami, kt\u00f3re mog\u0105 prowadzi\u0107 do rozbie\u017cno\u015bci w zbieraniu danych. R\u00f3\u017cnice te mog\u0105 obejmowa\u0107 r\u00f3\u017cnice w czu\u0142o\u015bci czujnik\u00f3w lub kalibracji maszyn.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad, niekt\u00f3re monitory wydajno\u015bci mog\u0105 wykorzystywa\u0107 liniow\u0105 zale\u017cno\u015b\u0107 mi\u0119dzy napi\u0119ciem a nat\u0119\u017ceniem przep\u0142ywu masy, podczas gdy inne \u2013 nieliniow\u0105. Niekt\u00f3re czujniki mog\u0105 by\u0107 bardziej wra\u017cliwe na kurz i brud ni\u017c inne. Te r\u00f3\u017cnice mog\u0105 powodowa\u0107 rozbie\u017cno\u015bci w danych dotycz\u0105cych wydajno\u015bci dla r\u00f3\u017cnych maszyn lub p\u00f3l.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"399\" data-attachment-id=\"9314\" data-permalink=\"https:\/\/geopard.tech\/pl\/?attachment_id=9314\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?fit=1920%2C945&amp;ssl=1\" data-orig-size=\"1920,945\" 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=\"Example 1 U-turns, Stops, Half Equipment Width Used\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Example 1 U-turns, Stops, Half Equipment Width Used&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?fit=1024%2C504&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=810%2C399&#038;ssl=1\" alt=\"Przyk\u0142ad 1 Zawracanie, zatrzymanie, u\u017cycie po\u0142owy szeroko\u015bci sprz\u0119tu\" class=\"wp-image-9314\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=300%2C148&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1024%2C504&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=768%2C378&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1536%2C756&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1200%2C591&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-1-U-turns-Stops-Half-Equipment-Width-Used.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><figcaption class=\"wp-element-caption\">Przyk\u0142ad 1 Zawracanie, zatrzymanie, u\u017cycie po\u0142owy szeroko\u015bci sprz\u0119tu<\/figcaption><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"383\" data-attachment-id=\"9316\" data-permalink=\"https:\/\/geopard.tech\/pl\/?attachment_id=9316\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?fit=1920%2C909&amp;ssl=1\" data-orig-size=\"1920,909\" 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=\"Example 2 U-turns, Stops, Half Equipment Width Used\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Example 2 U-turns, Stops, Half Equipment Width Used&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?fit=1024%2C485&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=810%2C383&#038;ssl=1\" alt=\"Przyk\u0142ad 2 Zawracanie, zatrzymania, u\u017cycie po\u0142owy szeroko\u015bci sprz\u0119tu\" class=\"wp-image-9316\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=300%2C142&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1024%2C485&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=768%2C364&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1536%2C727&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?resize=1200%2C568&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/12\/Example-2-U-turns-Stops-Half-Equipment-Width-Used.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><figcaption class=\"wp-element-caption\">Przyk\u0142ad 2 Zawracanie, zatrzymania, u\u017cycie po\u0142owy szeroko\u015bci sprz\u0119tu<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Czynniki \u015brodowiskowe:<\/strong> Warunki pogodowe, rodzaje gleby i topografia odgrywaj\u0105 znacz\u0105c\u0105 rol\u0119 w plonach. Je\u015bli nie zostan\u0105 uwzgl\u0119dnione, te czynniki \u015brodowiskowe mog\u0105 wprowadza\u0107 szum i nie\u015bcis\u0142o\u015bci do danych dotycz\u0105cych plon\u00f3w.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad gleby piaszczyste lub strome zbocza mog\u0105 powodowa\u0107 ni\u017csze plony ni\u017c gleby gliniaste lub tereny p\u0142askie. Podobnie obszary o wi\u0119kszym zag\u0119szczeniu upraw mog\u0105 mie\u0107 wy\u017csze plony ni\u017c obszary o mniejszym zag\u0119szczeniu.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Niedok\u0142adno\u015bci czujnika:<\/strong> Czujniki, pomimo swojej precyzji, nie s\u0105 nieomylne. Mog\u0105 z czasem zmienia\u0107 swoje po\u0142o\u017cenie, dostarczaj\u0105c niedok\u0142adne odczyty, je\u015bli nie b\u0119d\u0105 regularnie kalibrowane.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad, wadliwe ogniwo wagowe lub lu\u017ane okablowanie mo\u017ce powodowa\u0107 niedok\u0142adne odczyty nat\u0119\u017cenia przep\u0142ywu masy. Brudny lub uszkodzony czujnik wilgotno\u015bci mo\u017ce podawa\u0107 b\u0142\u0119dne warto\u015bci zawarto\u015bci wilgoci. B\u0142\u0119dna nazwa lub identyfikator pola wprowadzony przez operatora mo\u017ce spowodowa\u0107 przypisanie danych o plonie do niew\u0142a\u015bciwego pliku pola.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Czynniki te mog\u0105 skutkowa\u0107 zbiorami danych obarczonymi szumem, b\u0142\u0119dnymi lub niesp\u00f3jnymi. Je\u015bli dane te nie zostan\u0105 odpowiednio oczyszczone i skalibrowane, mog\u0105 prowadzi\u0107 do b\u0142\u0119dnych wniosk\u00f3w lub decyzji.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Przyk\u0142adowo, wykorzystanie nieoczyszczonych danych o plonach do stworzenia map plon\u00f3w mo\u017ce skutkowa\u0107 b\u0142\u0119dn\u0105 identyfikacj\u0105 obszar\u00f3w o wysokich lub niskich plonach na polu.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"544\" data-attachment-id=\"8250\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/why-is-it-important-to-clean-and-calibrate-yield-data\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?fit=1143%2C767&amp;ssl=1\" data-orig-size=\"1143,767\" 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=\"Why is it important to clean and calibrate yield data\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?fit=1024%2C687&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?resize=810%2C544&#038;ssl=1\" alt=\"Dlaczego wa\u017cne jest czyszczenie i kalibracja zbioru danych dotycz\u0105cych wydajno\u015bci\" class=\"wp-image-8250\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?w=1143&amp;ssl=1 1143w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?resize=300%2C201&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?resize=1024%2C687&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Why-is-it-important-to-clean-and-calibrate-yield-data.jpg?resize=768%2C515&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">Por\u00f3wnywanie plon\u00f3w z r\u00f3\u017cnych p\u00f3l lub lat za pomoc\u0105 nieskalibrowanych zbior\u00f3w danych o plonach mo\u017ce prowadzi\u0107 do niesprawiedliwych lub niedok\u0142adnych por\u00f3wna\u0144. Wykorzystanie nieoczyszczonych lub nieskalibrowanych danych o plonach do obliczania bilansu sk\u0142adnik\u00f3w od\u017cywczych lub nak\u0142ad\u00f3w na upraw\u0119 mo\u017ce skutkowa\u0107 nadmiernym lub niedostatecznym zastosowaniem nawoz\u00f3w lub pestycyd\u00f3w.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Dlatego te\u017c, przed wykorzystaniem danych dotycz\u0105cych plon\u00f3w do jakichkolwiek analiz lub podejmowania decyzji, konieczne jest przeprowadzenie czyszczenia i kalibracji. Czyszczenie zbior\u00f3w danych dotycz\u0105cych plon\u00f3w to proces usuwania lub korygowania wszelkich b\u0142\u0119d\u00f3w lub szum\u00f3w w surowych danych dotycz\u0105cych plon\u00f3w zebranych przez monitory i czujniki plon\u00f3w.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-automated-methods-for-cleaning-and-calibrating-yield-data\">Zautomatyzowane metody czyszczenia i kalibracji danych dotycz\u0105cych wydajno\u015bci<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">W tym miejscu z pomoc\u0105 przychodz\u0105 zautomatyzowane techniki czyszczenia danych. Zautomatyzowane techniki czyszczenia danych to metody, kt\u00f3re umo\u017cliwiaj\u0105 czyszczenie danych bez ingerencji cz\u0142owieka lub z minimaln\u0105 ingerencj\u0105 cz\u0142owieka.<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\"><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<figure class=\"wp-block-image size-large is-resized\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"666\" height=\"1024\" data-attachment-id=\"9357\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/configure-the-calibrate-step\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?fit=1070%2C1646&amp;ssl=1\" data-orig-size=\"1070,1646\" 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=\"Configure the Calibrate step\" data-image-description=\"\" data-image-caption=\"&lt;p&gt;Configure the Calibrate step&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?fit=666%2C1024&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?resize=666%2C1024&#038;ssl=1\" alt=\"Skonfiguruj krok Kalibracja\" class=\"wp-image-9357\" style=\"width:372px;height:auto\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?resize=666%2C1024&amp;ssl=1 666w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?resize=195%2C300&amp;ssl=1 195w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?resize=768%2C1181&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?resize=998%2C1536&amp;ssl=1 998w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Configure-the-Calibrate-step.webp?w=1070&amp;ssl=1 1070w\" sizes=\"(max-width: 666px) 100vw, 666px\" \/><\/a><figcaption class=\"wp-element-caption\">Zautomatyzowane metody czyszczenia i kalibracji <\/figcaption><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:20%\"><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Zautomatyzowane techniki czyszczenia danych pozwalaj\u0105 zaoszcz\u0119dzi\u0107 czas i zasoby, ograniczy\u0107 b\u0142\u0119dy ludzkie oraz zwi\u0119kszy\u0107 skalowalno\u015b\u0107 i wydajno\u015b\u0107 czyszczenia danych. Oto niekt\u00f3re z typowych zautomatyzowanych technik czyszczenia danych dotycz\u0105cych wydajno\u015bci:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Wykrywanie warto\u015bci odstaj\u0105cych:<\/strong> Warto\u015bci odstaj\u0105ce to punkty danych, kt\u00f3re znacz\u0105co odbiegaj\u0105 od normy. Zautomatyzowane algorytmy potrafi\u0105 identyfikowa\u0107 te anomalie, por\u00f3wnuj\u0105c punkty danych z miarami statystycznymi, takimi jak \u015brednia, mediana i odchylenie standardowe.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad, je\u015bli zbi\u00f3r danych dotycz\u0105cych plon\u00f3w wskazuje na wyj\u0105tkowo wysoki plon na okre\u015blonym polu, algorytm wykrywania warto\u015bci odstaj\u0105cych mo\u017ce oznaczy\u0107 to jako wymagaj\u0105ce dalszego zbadania.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Redukcja ha\u0142asu:<\/strong> Szum w danych dotycz\u0105cych wydajno\u015bci mo\u017ce mie\u0107 r\u00f3\u017cne \u017ar\u00f3d\u0142a, w tym czynniki \u015brodowiskowe i niedok\u0142adno\u015bci czujnik\u00f3w.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Zautomatyzowane techniki redukcji szum\u00f3w, takie jak algorytmy wyg\u0142adzaj\u0105ce, filtruj\u0105 nieregularne fluktuacje, zwi\u0119kszaj\u0105c stabilno\u015b\u0107 i wiarygodno\u015b\u0107 danych. Pomaga to w identyfikacji rzeczywistych trend\u00f3w i wzorc\u00f3w w danych.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Imputacja danych<\/strong>Brakuj\u0105ce dane to cz\u0119sty problem w zbiorach danych dotycz\u0105cych plon\u00f3w. Techniki imputacji danych automatycznie szacuj\u0105 i uzupe\u0142niaj\u0105 brakuj\u0105ce warto\u015bci na podstawie wzorc\u00f3w i relacji w danych.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Na przyk\u0142ad, je\u015bli czujnik nie zarejestruje danych w okre\u015blonym przedziale czasowym, metody imputacji pozwalaj\u0105 oszacowa\u0107 brakuj\u0105ce warto\u015bci na podstawie s\u0105siaduj\u0105cych punkt\u00f3w danych.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Zautomatyzowane techniki oczyszczania danych pe\u0142ni\u0105 zatem funkcj\u0119 stra\u017cnik\u00f3w jako\u015bci danych, gwarantuj\u0105c, \u017ce zbiory danych o plonach pozostaj\u0105 wiarygodnym i cennym zasobem dla rolnik\u00f3w na ca\u0142ym \u015bwiecie.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Co wi\u0119cej, istnieje wiele przydatnych narz\u0119dzi i program\u00f3w komputerowych, kt\u00f3re mog\u0105 automatycznie czy\u015bci\u0107 i korygowa\u0107 dane dotycz\u0105ce plon\u00f3w, a GeoPard jest jednym z nich. Modu\u0142 GeoPard Yield Clean-Calibration, wraz z podobnymi rozwi\u0105zaniami, jest niezwykle wa\u017cny dla zapewnienia dok\u0142adno\u015bci i wiarygodno\u015bci danych.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter\"><a href=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?ssl=1\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"810\" height=\"324\" data-attachment-id=\"8232\" data-permalink=\"https:\/\/geopard.tech\/pl\/blog\/automated-yield-data-cleaning-and-calibration\/geopard-yield-cleaning-calibration-3-harvesters\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?fit=1920%2C767&amp;ssl=1\" data-orig-size=\"1920,767\" 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 &amp;#8211; Yield Cleaning &amp;#038; Calibration &amp;#8211; 3 harvesters\" data-image-description=\"&lt;p&gt;Cleaning and Calibrating data from multiple harvesters&lt;\/p&gt;\" data-image-caption=\"&lt;p&gt;Cleaning and Calibrating data from multiple harvesters&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?fit=1024%2C409&amp;ssl=1\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=810%2C324&#038;ssl=1\" alt=\"GeoPard - Czyszczenie i kalibracja plon\u00f3w - 3 kombajny\" class=\"wp-image-8232\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=300%2C120&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=1024%2C409&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=768%2C307&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=1536%2C614&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?resize=1200%2C479&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/GeoPard-Yield-Cleaning-Calibration-3-harvesters.jpg?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/a><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\" id=\"h-conclusion\">Wniosek<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Automatyczna Kalibracja i Czyszczenie Danych o Plonach (AYDCC) jest niezb\u0119dna w rolnictwie precyzyjnym. Zapewnia dok\u0142adno\u015b\u0107 danych o plonach poprzez eliminacj\u0119 b\u0142\u0119d\u00f3w i popraw\u0119 jako\u015bci, umo\u017cliwiaj\u0105c rolnikom podejmowanie \u015bwiadomych decyzji. AYDCC rozwi\u0105zuje problemy zwi\u0105zane z danymi i wykorzystuje zautomatyzowane techniki, aby zapewni\u0107 wiarygodne wyniki. Narz\u0119dzia takie jak Modu\u0142 Kalibracji i Czyszczenia Plon\u00f3w firmy GeoPard upraszczaj\u0105 ten proces rolnikom, przyczyniaj\u0105c si\u0119 do efektywnych i produktywnych praktyk rolniczych.<\/p>","protected":false},"excerpt":{"rendered":"<p>Automatyczne czyszczenie i kalibracja danych dotycz\u0105cych plon\u00f3w (AYDCC) to proces wykorzystuj\u0105cy algorytmy i modele do wykrywania i korygowania b\u0142\u0119d\u00f3w w danych dotycz\u0105cych plon\u00f3w, takich jak\u2026<\/p>","protected":false},"author":210157960,"featured_media":8230,"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":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1660,1661,1377,1378,1368],"tags":[],"class_list":["post-8223","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-agriculture-mapping","category-satellite-imagery","category-crop-monitoring","category-remote-sensing","category-yield"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Automated Yield Data Cleaning and Calibration - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"Use cases of automated yield data cleaning and calibration include making dataset more homogeneous and accurate by smoothing out variations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/pl\/blog\/automatyczne-czyszczenie-i-kalibracja-danych-dotyczacych-wydajnosci\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Automated Yield Data Cleaning and Calibration - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"Use cases of automated yield data cleaning and calibration include making dataset more homogeneous and accurate by smoothing out variations.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/pl\/blog\/automatyczne-czyszczenie-i-kalibracja-danych-dotyczacych-wydajnosci\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-10T21:03:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-01T15:32:13+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"Napisane przez\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data2\" content=\"9 minut\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Automated Yield Data Cleaning and Calibration\",\"datePublished\":\"2023-09-10T21:03:39+00:00\",\"dateModified\":\"2024-12-01T15:32:13+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/\"},\"wordCount\":1721,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Precision Farming\",\"Agriculture Mapping\",\"Satellite Imagery\",\"Crop monitoring\",\"Remote Sensing\",\"Yield\"],\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/\",\"name\":\"Automated Yield Data Cleaning and Calibration - GeoPard Agriculture\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2023-09-10T21:03:39+00:00\",\"dateModified\":\"2024-12-01T15:32:13+00:00\",\"description\":\"Use cases of automated yield data cleaning and calibration include making dataset more homogeneous and accurate by smoothing out variations.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2023\\\/09\\\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080,\"caption\":\"Automated Yield Data Cleaning and Calibration\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/automated-yield-data-cleaning-and-calibration\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Automated Yield Data Cleaning and Calibration\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"pl-PL\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/03\\\/favicon.png?fit=200%2C200&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2022\\\/03\\\/favicon.png?fit=200%2C200&ssl=1\",\"width\":200,\"height\":200,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Automatyczne czyszczenie i kalibracja danych dotycz\u0105cych plon\u00f3w \u2013 GeoPard Agriculture","description":"Przyk\u0142ady zastosowa\u0144 automatycznego czyszczenia i kalibracji danych dotycz\u0105cych plon\u00f3w obejmuj\u0105 zwi\u0119kszenie jednorodno\u015bci i dok\u0142adno\u015bci zbioru danych poprzez wyg\u0142adzanie odchyle\u0144.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/pl\/blog\/automatyczne-czyszczenie-i-kalibracja-danych-dotyczacych-wydajnosci\/","og_locale":"pl_PL","og_type":"article","og_title":"Automated Yield Data Cleaning and Calibration - GeoPard Agriculture","og_description":"Use cases of automated yield data cleaning and calibration include making dataset more homogeneous and accurate by smoothing out variations.","og_url":"https:\/\/geopard.tech\/pl\/blog\/automatyczne-czyszczenie-i-kalibracja-danych-dotyczacych-wydajnosci\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2023-09-10T21:03:39+00:00","article_modified_time":"2024-12-01T15:32:13+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg","type":"image\/jpeg"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"Napisane przez":"dementievgeopard","Szacowany czas czytania":"9 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Automated Yield Data Cleaning and Calibration","datePublished":"2023-09-10T21:03:39+00:00","dateModified":"2024-12-01T15:32:13+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/"},"wordCount":1721,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1","articleSection":["Precision Farming","Agriculture Mapping","Satellite Imagery","Crop monitoring","Remote Sensing","Yield"],"inLanguage":"pl-PL","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/","url":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/","name":"Automatyczne czyszczenie i kalibracja danych dotycz\u0105cych plon\u00f3w \u2013 GeoPard Agriculture","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1","datePublished":"2023-09-10T21:03:39+00:00","dateModified":"2024-12-01T15:32:13+00:00","description":"Przyk\u0142ady zastosowa\u0144 automatycznego czyszczenia i kalibracji danych dotycz\u0105cych plon\u00f3w obejmuj\u0105 zwi\u0119kszenie jednorodno\u015bci i dok\u0142adno\u015bci zbioru danych poprzez wyg\u0142adzanie odchyle\u0144.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/"]}]},{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1","width":1920,"height":1080,"caption":"Automated Yield Data Cleaning and Calibration"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/automated-yield-data-cleaning-and-calibration\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Automated Yield Data Cleaning and Calibration"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"GeoPard - Oprogramowanie dla rolnictwa precyzyjnego","description":"Oprogramowanie do mapowania w rolnictwie precyzyjnym","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pl-PL"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"GeoPard Rolnictwo","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/03\/favicon.png?fit=200%2C200&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2022\/03\/favicon.png?fit=200%2C200&ssl=1","width":200,"height":200,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"dementievgeopard","image":{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-28D","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2023\/09\/Automated-Yield-Data-Cleaning-and-Calibration.jpg?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/posts\/8223","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/comments?post=8223"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/posts\/8223\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/media\/8230"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/media?parent=8223"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/categories?post=8223"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/pl\/wp-json\/wp\/v2\/tags?post=8223"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}