{"id":8223,"date":"2023-09-10T23:03:39","date_gmt":"2023-09-10T21:03:39","guid":{"rendered":"https:\/\/geopard.tech\/?p=8223"},"modified":"2026-09-13T11:21:35","modified_gmt":"2026-09-13T09:21:35","slug":"automatiseeritud-saagiandmete-puhastamine-ja-kalibreerimine","status":"publish","type":"post","link":"https:\/\/geopard.tech\/est\/blog\/automated-yield-data-cleaning-and-calibration\/","title":{"rendered":"Automatiseeritud saagikuse andmete puhastamine ja kalibreerimine"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Automatiseeritud saagiandmete puhastamine ja kalibreerimine (AYDCC) on protsess, mis kasutab algoritme ja mudeleid saagiandmete vigade, n\u00e4iteks k\u00f5rvalekallete, l\u00fcnkade v\u00f5i eelarvamuste tuvastamiseks ja parandamiseks. AYDCC saab parandada saagiandmete kvaliteeti ja usaldusv\u00e4\u00e4rsust, mis omakorda v\u00f5ib viia p\u00f5llumeestele paremate teadmiste ja soovitusteni.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-to-yield-data\">Sissejuhatus saagikuse andmetesse<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Saagikusandmed on 21. sajandi p\u00f5llumeeste jaoks \u00fcks olulisemaid teabeallikaid. Need viitavad erinevatelt p\u00f5llumajandusmasinatelt, n\u00e4iteks kombainidelt, k\u00fclvikutelt ja saagikoristusmasinatelt kogutud andmetele, mis m\u00f5\u00f5davad antud p\u00f5llul v\u00f5i piirkonnas toodetud saagi kogust ja kvaliteeti.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">See on mitmel p\u00f5hjusel \u00e4\u00e4rmiselt oluline. Esiteks aitab see p\u00f5llumeestel teha teadlikke otsuseid. \u00dcksikasjalike saagiandmete abil saavad p\u00f5llumehed oma tavasid t\u00e4psustada, et tootlikkust maksimeerida.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks kui konkreetne p\u00f5ld annab pidevalt madalamat saaki, saavad p\u00f5llumehed uurida algp\u00f5hjuseid, nagu mulla tervis v\u00f5i niisutusprobleemid, ja v\u00f5tta parandusmeetmeid.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lisaks v\u00f5imaldab see t\u00e4ppisp\u00f5llumajandust. P\u00f5llukultuuride tootlikkuse erinevuste kaardistamise abil saavad p\u00f5llumehed kohandada oma sisendite, n\u00e4iteks v\u00e4etiste ja pestitsiidide, kasutamist konkreetsetele aladele. See sihip\u00e4rane l\u00e4henemisviis mitte ainult ei optimeeri ressursside kasutamist, vaid v\u00e4hendab ka keskkonnam\u00f5ju.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Toidu- ja P\u00f5llumajandusorganisatsiooni (FAO) andmetel peab \u00fclemaailmne p\u00f5llumajandustoodang 2050. aastaks suurenema 60% v\u00f5rra, et rahuldada kasvavat toidun\u00f5udlust. Saagikuse andmed on selle eesm\u00e4rgi saavutamisel \u00fcliolulised, kuna need aitavad suurendada p\u00f5llukultuuride tootlikkust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lisaks kasutas Brasiilias sojaoa kasvataja saagiandmeid koos mullaprooviv\u00f5tu andmetega, et luua oma p\u00f5ldude jaoks muutuva normiga v\u00e4etisekaarte. Ta kasutas erinevaid v\u00e4etisenorme vastavalt iga tsooni mullaviljakusele ja saagipotentsiaalile.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Samuti kasutas ta saagiandmeid erinevate sojaoa sortide v\u00f5rdlemiseks ja oma tingimustele parimate valimiseks. Selle tulemusena suurendas ta oma keskmist saagikust 12% v\u00f5rra ja v\u00e4hendas v\u00e4etisekulusid 15% v\u00f5rra.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Samamoodi kasutas Indias \u00fcks riisikasvataja saagikuse andmekogumeid koos ilmastikuandmetega oma p\u00f5ldude niisutusgraafiku kohandamiseks. Ta j\u00e4lgis mulla niiskustaset ja sademete mustrit andurite ja satelliidipiltide abil.<\/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\/est\/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-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=\"saagikuse andmete m\u00f5istmine ja kasutamine\" 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\">Samuti kasutas ta seda erinevate riisisortide v\u00f5rdlemiseks ja oma oludele parimate valimiseks. Selle tulemusel suurendas ta oma keskmist saagikust 10% v\u00f5rra ja v\u00e4hendas veekasutust 20% v\u00f5rra.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Vaatamata eelistele on saagikuse andmete arendamisel ja kasutuselev\u00f5tul siiski m\u00f5ningaid v\u00e4ljakutseid. M\u00f5ned neist v\u00e4ljakutsetest on j\u00e4rgmised:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Andmete kvaliteet:<\/strong> Selle t\u00e4psus ja usaldusv\u00e4\u00e4rsus s\u00f5ltuvad andurite kvaliteedist, masinate kalibreerimisest, andmekogumismeetoditest ning andmet\u00f6\u00f6tlus- ja anal\u00fc\u00fcsitehnikatest. Halb andmete kvaliteet v\u00f5ib p\u00f5hjustada vigu, eelarvamusi v\u00f5i vastuolusid, mis v\u00f5ivad m\u00f5jutada andmete kehtivust ja kasulikkust.<\/li>\n\n\n\n<li><strong>Andmetele juurdep\u00e4\u00e4s:<\/strong> Saagikuse andmete k\u00e4ttesaadavus ja taskukohasus s\u00f5ltuvad p\u00f5llumajandusmasinate, andurite, andmesalvestusseadmete ja andmeplatvormide k\u00e4ttesaadavusest ja omandi\u00f5igusest. Juurdep\u00e4\u00e4su v\u00f5i omandi\u00f5iguse puudumine v\u00f5ib piirata p\u00f5llumajandustootjate v\u00f5imet oma andmeid koguda, salvestada, jagada v\u00f5i kasutada.<\/li>\n\n\n\n<li><strong>Andmete privaatsus:<\/strong> Selle turvalisus ja konfidentsiaalsus s\u00f5ltuvad andmete kaitsmisest ja reguleerimisest p\u00f5llumeeste, masinatootjate, andmepakkujate ja andmete kasutajate poolt. Kaitse v\u00f5i reguleerimise puudumine v\u00f5ib andmeid volitamata v\u00f5i ebaeetiliselt kasutada, n\u00e4iteks varguse, manipuleerimise v\u00f5i \u00e4rakasutamise eesm\u00e4rgil.<\/li>\n\n\n\n<li><strong>Andmep\u00e4devus:<\/strong> Saagikuse andmete m\u00f5istmine ja kasutamine s\u00f5ltub p\u00f5llumeeste, n\u00f5ustajate, n\u00f5ustajate ja teadlaste oskustest ja teadmistest. Oskuste v\u00f5i teadmiste puudumine v\u00f5ib takistada nende osalejate v\u00f5imet andmeid t\u00f5husalt t\u00f5lgendada, edastada v\u00f5i rakendada.<\/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\/est\/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-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=\"andmekogumite kogumine p\u00f5llumajandusmasinate, n\u00e4iteks kombainide abil\" 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\">Seet\u00f5ttu on nende v\u00e4ljakutsete \u00fcletamiseks ja saagiandmete t\u00e4ieliku potentsiaali realiseerimiseks oluline saagiandmed puhastada ja kalibreerida.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-introduction-to-yield-data-cleaning-and-calibration\">Sissejuhatus saagikuse andmete puhastamisse ja kalibreerimisse<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Saagiandmed on v\u00e4\u00e4rtuslikud teabeallikad p\u00f5llumeestele ja teadlastele, kes soovivad anal\u00fc\u00fcsida saagi tootlikkust, tuvastada haldustsoone ja optimeerida otsuste langetamist. Siiski vajavad need sageli andmete usaldusv\u00e4\u00e4rsuse ja t\u00e4psuse tagamiseks puhastamist ja kalibreerimist.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201cYieldDataseti\u201d kalibreerimine on funktsioon, mis korrigeerib v\u00e4\u00e4rtuste jaotust koosk\u00f5las matemaatiliste p\u00f5him\u00f5tetega, suurendades andmete \u00fcldist terviklikkust. See tugevdab otsuste tegemise kvaliteeti ja muudab andmestiku v\u00e4\u00e4rtuslikuks edasiseks p\u00f5hjalikuks anal\u00fc\u00fcsiks.<\/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\">GeoPard Yield puhastuskalibreerimismoodul<\/h2>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">GeoPard v\u00f5imaldas saagikuse andmekogumeid puhastada ja parandada oma Yield Clean-Calibration mooduli abil. <\/p>\n\n\n\n\n\n<p class=\"wp-block-paragraph\">Oleme teie saagikuse andmekogumite kvaliteedi parandamise lihtsamaks teinud, andes p\u00f5llumeestele v\u00f5imaluse teha andmep\u00f5hiseid otsuseid, millele saate kindel olla.<\/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\/est\/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-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 - saagikuse puhastamine ja kalibreerimine, sarnane p\u00f5llupotentsiaali tsoonidega\" 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\">P\u00e4rast kalibreerimist ja puhastamist muutub saadud saagikuse andmestik homogeenseks, ilma k\u00f5rvalekallete v\u00f5i j\u00e4rskude muutusteta naabergeomeetriate vahel. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Meie uue mooduliga saate:<\/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\/est\/?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-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=\"J\u00e4tkamiseks valige suvand\" 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\">J\u00e4tkamiseks valige suvand<\/figcaption><\/figure>\n<\/div>\n\n\n<ul class=\"wp-block-list\">\n<li>Eemaldage rikutud, kattuvad ja ebanormaalsed andmepunktid<\/li>\n\n\n\n<li>Saagikuse v\u00e4\u00e4rtuste kalibreerimine mitme masina vahel<\/li>\n\n\n\n<li>Alusta kalibreerimist vaid m\u00f5ne kl\u00f5psuga (lihtsustades kasutajakogemust) v\u00f5i k\u00e4ivita seotud GeoPad API l\u00f5pp-punkt<\/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=\"Vaizd\u0173 karusel\u0117\" 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 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (1)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"2 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (2)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"3 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (3)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"4 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (4)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"5 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (5)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"6 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (6)\" \/><\/figure><\/div><div class=\"swiper-slide\" role=\"group\" aria-roledescription=\"slide\" aria-label=\"7 i\u0161 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=\"Automatiseeritud_saagikuse_andmete_puhastamine_kalibreerimine_GeoPardiga (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\">M\u00f5ned automatiseeritud saagiandmete puhastamise ja kalibreerimise k\u00f5ige levinumad kasutusjuhud on j\u00e4rgmised:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Andmete s\u00fcnkroonimine, kui mitu kombaini on t\u00f6\u00f6tanud kas samaaegselt v\u00f5i mitme p\u00e4eva jooksul, tagades j\u00e4rjepidevuse.<\/li>\n\n\n\n<li>Andmestiku homogeensemaks ja t\u00e4psemaks muutmine variatsioonide silumise abil.<\/li>\n\n\n\n<li>Andmem\u00fcra ja k\u00f5rvalise teabe eemaldamine, mis v\u00f5ib teadmisi h\u00e4gustada.<\/li>\n\n\n\n<li>P\u00f6\u00f6rete v\u00f5i ebanormaalsete geomeetriate k\u00f5rvaldamine, mis v\u00f5ivad moonutada tegelikke mustreid ja suundumusi p\u00f5llul.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Alloleval pildil on n\u00e4ha p\u00f5ld, kus t\u00f6\u00f6tas korraga 15 kombaini. See n\u00e4itab, kuidas algne saagikuse andmestik ja t\u00e4iustatud andmestik p\u00e4rast GeoPardi saagikuse puhaskalibreerimismooduliga kalibreerimist n\u00e4evad v\u00e4lja \u00fcsna erinevad ja kergesti m\u00f5istetavad.<\/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\/est\/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-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=\"Erinevus algse ja t\u00e4iustatud saagikuse andmekogumi vahel GeoPardi kalibreerimismooduli abil\" 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>Miks on oluline puhastada ja kalibreerida?<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Saagiandmeid kogutakse kombainide k\u00fclge kinnitatud saagimonitoride ja andurite abil. Need seadmed m\u00f5\u00f5davad koristatud saagi massivoolukiirust ja niiskusesisaldust ning kasutavad andmete georeferentsimiseks GPS-koordinaate.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Siiski ei ole need m\u00f5\u00f5tmised alati t\u00e4psed ega j\u00e4rjepidevad mitmesuguste tegurite t\u00f5ttu, mis v\u00f5ivad m\u00f5jutada seadmete j\u00f5udlust v\u00f5i saagi tingimusi. M\u00f5ned neist teguritest on:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. Varustuse variatsioonid:<\/strong> P\u00f5llumajandusmasinatel, n\u00e4iteks kombainidel ja saagikoristusmasinatel, on sageli loomup\u00e4raseid erinevusi, mis v\u00f5ivad p\u00f5hjustada andmete kogumisel lahknevusi. Need erinevused v\u00f5ivad h\u00f5lmata andurite tundlikkuse v\u00f5i masinate kalibreerimise erinevusi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks v\u00f5ivad m\u00f5ned saagikuse monitorid kasutada lineaarset seost pinge ja massivoolukiiruse vahel, teised aga mittelineaarset. M\u00f5ned andurid v\u00f5ivad olla tolmu v\u00f5i mustuse suhtes tundlikumad kui teised. Need erinevused v\u00f5ivad p\u00f5hjustada saagikuse andmete lahknevusi erinevate masinate v\u00f5i p\u00f5ldude vahel.<\/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\/est\/?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-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=\"N\u00e4ide 1 U-p\u00f6\u00f6rded, peatused, kasutatud pool varustuse laiust\" 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\">N\u00e4ide 1 U-p\u00f6\u00f6rded, peatused, kasutatud pool varustuse laiust<\/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\/est\/?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-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=\"N\u00e4ide 2 U-p\u00f6\u00f6rded, peatused, kasutatud pool varustuse laiust\" 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\">N\u00e4ide 2 U-p\u00f6\u00f6rded, peatused, kasutatud pool varustuse laiust<\/figcaption><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\"><strong>2. Keskkonnategurid:<\/strong> Ilmastikutingimused, mullat\u00fc\u00fcbid ja topograafia m\u00e4ngivad saagikuses olulist rolli. Kui neid keskkonnategureid ei arvestata, v\u00f5ivad need saagiandmetesse m\u00fcra ja ebat\u00e4psusi tekitada.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks v\u00f5ivad liivased pinnased v\u00f5i j\u00e4rsud n\u00f5lvad anda madalama saagikuse kui savised pinnased v\u00f5i tasane maastik. Samamoodi v\u00f5ib suurema istutustihedusega aladel olla suurem saagikus kui v\u00e4iksema istutustihedusega aladel.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Anduri ebat\u00e4psused:<\/strong> Andurid, hoolimata oma t\u00e4psusest, ei ole eksimatud. Need v\u00f5ivad aja jooksul triivida, andes ebat\u00e4pseid n\u00e4itu, kui neid regulaarselt ei kalibreerita.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks v\u00f5ib vigane koormusandur v\u00f5i lahtine juhtmestik p\u00f5hjustada ebat\u00e4pseid massivoolukiiruse n\u00e4ite. M\u00e4\u00e4rdunud v\u00f5i kahjustatud niiskuseandur v\u00f5ib anda valesid niiskusesisalduse v\u00e4\u00e4rtusi. Operaatori sisestatud vale p\u00f5llu nimi v\u00f5i ID v\u00f5ib saagikuse andmed m\u00e4\u00e4rata valele p\u00f5llufailile.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Need tegurid v\u00f5ivad p\u00f5hjustada m\u00fcrarikkaid, vigaseid v\u00f5i vastuolulisi saagikuse andmestikke. Kui neid andmeid korralikult ei puhastata ja kalibreerita, v\u00f5ivad need viia eksitavate j\u00e4relduste v\u00f5i otsusteni.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks v\u00f5ib saagikaartide koostamine puhastamata saagiandmete p\u00f5hjal p\u00f5hjustada p\u00f5llu k\u00f5rge v\u00f5i madala saagikusega alade vale tuvastamise.<\/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\/est\/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-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=\"Miks on oluline saagikuse andmestikku puhastada ja kalibreerida?\" 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\">Kalibreerimata saagiandmete kasutamine saagikuse v\u00f5rdlemiseks p\u00f5ldude v\u00f5i aastate l\u00f5ikes v\u00f5ib kaasa tuua eba\u00f5iglasi v\u00f5i ebat\u00e4pseid v\u00f5rdlusi. Puhastamata v\u00f5i kalibreerimata saagiandmete kasutamine toitainete bilansi v\u00f5i p\u00f5llukultuuride sisendite arvutamiseks v\u00f5ib kaasa tuua v\u00e4etiste v\u00f5i pestitsiidide \u00fcle- v\u00f5i alalaotamise.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Seet\u00f5ttu on enne saagiandmete kasutamist mis tahes anal\u00fc\u00fcsi v\u00f5i otsuste tegemise eesm\u00e4rgil oluline need puhastada ja kalibreerida. Saagiandmete kogumite puhastamine on protsess, mille k\u00e4igus eemaldatakse v\u00f5i parandatakse saagimonitoride ja andurite kogutud toorandmetes olevad vead v\u00f5i m\u00fcra.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-automated-methods-for-cleaning-and-calibrating-yield-data\">Saagikuse andmete puhastamise ja kalibreerimise automatiseeritud meetodid<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Siin tulevadki kasuks automatiseeritud andmete puhastamise tehnikad. Automatiseeritud andmete puhastamise tehnikad on meetodid, mis suudavad andmete puhastamise \u00fclesandeid t\u00e4ita ilma inimese sekkumiseta v\u00f5i minimaalse inimese sekkumisega.<\/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\/est\/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-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=\"Kalibreerimise etapi seadistamine\" 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\">Automatiseeritud puhastus- ja kalibreerimismeetodid <\/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\">Automatiseeritud andmete puhastamise tehnikad aitavad s\u00e4\u00e4sta aega ja ressursse, v\u00e4hendada inimlikke vigu ning parandada andmete puhastamise skaleeritavust ja t\u00f5husust. M\u00f5ned levinumad automatiseeritud andmete puhastamise tehnikad saagikuse andmete jaoks on:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>1. K\u00f5rvalv\u00e4\u00e4rtuste tuvastamine:<\/strong> Erandv\u00e4\u00e4rtused on andmepunktid, mis kalduvad normist oluliselt k\u00f5rvale. Automatiseeritud algoritmid suudavad neid anomaaliaid tuvastada, v\u00f5rreldes andmepunkte statistiliste n\u00e4itajatega, nagu keskmine, mediaan ja standardh\u00e4lve.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks kui saagikuse andmestik n\u00e4itab konkreetse p\u00f5llu erakordselt suurt saagikust, saab k\u00f5rvalekallete tuvastamise algoritm selle edasiseks uurimiseks m\u00e4rgistada.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2. M\u00fcra v\u00e4hendamine:<\/strong> Saagikuse andmete m\u00fcra v\u00f5ib tuleneda erinevatest allikatest, sealhulgas keskkonnateguritest ja andurite ebat\u00e4psustest.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Automatiseeritud m\u00fcra v\u00e4hendamise tehnikad, n\u00e4iteks silumisalgoritmid, filtreerivad v\u00e4lja ebaregulaarsed k\u00f5ikumised, muutes andmed stabiilsemaks ja usaldusv\u00e4\u00e4rsemaks. See aitab tuvastada andmetes tegelikke trende ja mustreid.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>3. Andmete imputeerimine<\/strong>Puuduvad andmed on saagikuse andmekogumites levinud probleem. Andmete imputeerimise tehnikad hindavad ja t\u00e4idavad puuduvad v\u00e4\u00e4rtused automaatselt andmetes olevate mustrite ja seoste p\u00f5hjal.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00e4iteks kui andur ei suuda teatud ajaperioodi andmeid salvestada, saavad imputeerimismeetodid puuduvaid v\u00e4\u00e4rtusi hinnata k\u00fclgnevate andmepunktide p\u00f5hjal.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Seega toimivad automatiseeritud andmete puhastamise tehnikad andmekvaliteedi v\u00e4ravavahtidena, tagades, et saagikuse andmekogumid j\u00e4\u00e4vad usaldusv\u00e4\u00e4rseks ja v\u00e4\u00e4rtuslikuks varaks p\u00f5llumeestele kogu maailmas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lisaks on palju k\u00e4ep\u00e4raseid t\u00f6\u00f6riistu ja arvutiprogramme, mis saavad saagiandmeid automaatselt puhastada ja korrigeerida, ja GeoPard on \u00fcks neist. GeoPard Yield Clean-Calibration Module koos sarnaste lahendustega on andmete t\u00e4psuse ja usaldusv\u00e4\u00e4rsuse tagamiseks \u00fclioluline.<\/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\/est\/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-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 - Saagikuse puhastamine ja kalibreerimine - 3 kombaini\" 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\">Kokkuv\u00f5te<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Automatiseeritud saagikuse andmete puhastamine ja kalibreerimine (AYDCC) on t\u00e4ppisp\u00f5llumajanduses oluline. See tagab saagiandmete t\u00e4psuse, eemaldades vead ja parandades kvaliteeti, v\u00f5imaldades p\u00f5llumeestel teha teadlikke otsuseid. AYDCC tegeleb andmetega seotud v\u00e4ljakutsetega ja kasutab usaldusv\u00e4\u00e4rsete tulemuste saamiseks automatiseeritud tehnikaid. T\u00f6\u00f6riistad, nagu GeoPardi saagikuse puhastamise ja kalibreerimise moodul, lihtsustavad seda protsessi p\u00f5llumeeste jaoks, aidates kaasa t\u00f5husatele ja produktiivsetele p\u00f5llumajandustavadele.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Kui saagikuse andmed on selged, siis <a style=\"color:#15701e;text-decoration:underline;text-underline-offset:2px;font-weight:600\" href=\"https:\/\/geopard.tech\/est\/tootlusaruanne\/\">Automatiseeritud saagikuse aruanne<\/a> See viib selle veelgi kaugemale: see v\u00f5rdleb saaki tsoonide v\u00f5i selle hooaja kasutatud normidega, hindab iga normi sammu ja \u00fctleb, kas lisatoodang tasus end \u00e4ra.<\/p>","protected":false},"excerpt":{"rendered":"<p>Automatiseeritud saagikuse andmete puhastamine ja kalibreerimine (AYDCC) on protsess, mis kasutab algoritme ja mudeleid saagikuse andmete vigade tuvastamiseks ja parandamiseks, n\u00e4iteks\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_hide_featured_image":false,"_jetpack_featured_image_duplicate_dismissed":0,"_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 v28.8 - 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