{"id":322,"date":"2021-02-04T18:39:00","date_gmt":"2021-02-04T17:39:00","guid":{"rendered":"https:\/\/geopard.tech\/?p=322"},"modified":"2023-05-29T15:09:25","modified_gmt":"2023-05-29T13:09:25","slug":"7b27v4yf41-satotiedot-ja-analytiikka-geopardissa","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/","title":{"rendered":"Tuottotiedot ja analytiikka GeoPardissa"},"content":{"rendered":"<p class=\"wp-block-paragraph\">T\u00e4ss\u00e4 artikkelissa:<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li>Satoanalytiikan k\u00e4ytt\u00f6 t\u00e4sm\u00e4viljelyss\u00e4<\/li>\r\n<li>Syv\u00e4llist\u00e4 satotietojen analytiikkaa GeoPard Agriculturessa\u00a0<\/li>\r\n<li>Kunkin attribuutin visualisointi Yield-tiedostoissa<\/li>\r\n<li>Raakadatan korjaus\u00a0<\/li>\r\n<li>5 k\u00e4yt\u00e4nn\u00f6n esimerkki\u00e4 satokarttojen k\u00e4yt\u00f6st\u00e4<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"324\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-03__181226\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?fit=1680%2C964&amp;ssl=1\" data-orig-size=\"1680,964\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Raw and cleaned yield data in GeoPard\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?fit=1024%2C588&amp;ssl=1\" class=\"alignnone wp-image-324\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=810%2C465&#038;ssl=1\" alt=\"Raaka- ja puhdistettu satodata GeoPardissa\" width=\"810\" height=\"465\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1024%2C588&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=300%2C172&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=768%2C441&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1536%2C881&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?resize=1200%2C689&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-03__181226.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Raaka- ja puhdistettu satodata GeoPardissa<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Tuottotiedot\u00a0<\/strong>antaa sinulle mahdollisuuden tehd\u00e4 tietoisempia p\u00e4\u00e4t\u00f6ksi\u00e4 ja parantaa kasvutehokkuutta.<br \/>Useiden vuosien satotiedoista muodostetut peltoalueiden hoitovy\u00f6hykkeet soveltuvat potentiaalisen sadon ja maaper\u00e4n ravinnevaihtelun alustavaan arviointiin tulevien viljelyp\u00e4\u00e4t\u00f6sten tekemiseksi.<\/p>\r\n<p>Satotietojen analyysi voidaan muuntaa muuttuvan levitysm\u00e4\u00e4r\u00e4n kartaksi ja k\u00e4ytt\u00e4\u00e4 sit\u00e4 esimerkiksi lannoitteiden levityksess\u00e4. Sen kalibrointi on toinen asia, joka sinun on otettava huomioon, ja k\u00e4sittelemme sit\u00e4 erillisess\u00e4 blogikirjoituksessa.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>GeoPardin edistynyt analytiikka\u00a0<\/strong>on, ett\u00e4 voit suorittaa monitasoanalyysin yhdist\u00e4m\u00e4ll\u00e4 useita datakerroksia yhdeksi kartaksi ja etsim\u00e4ll\u00e4 datakerrosten v\u00e4lisi\u00e4 suhteita.\u00a0<\/p>\r\n<p>Yhdistettyj\u00e4 tuottavuusvy\u00f6hykkeit\u00e4 voidaan luoda satelliittikuvista saatujen kasvillisuusindeksien, topografian, koneiden tietojen, kuten sadon, s\u00e4hk\u00f6njohtavuuden, maaper\u00e4n kosteuden ja muiden, sek\u00e4 agrokemiallisten analyysien tulosten perusteella.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Tuottotiedostojen visualisointi\u00a0<\/strong>tehd\u00e4\u00e4n automaattisesti tiedoston lataamisen j\u00e4lkeen, se k\u00e4sittelee ja puhdistaa automaattisesti. Alla on kaksi karttaversiota \u2013 alkuper\u00e4inen kuva, jossa on tiedot laitteen monitorista sellaisenaan, ja GeoPard-visualisointi.<\/p>\r\n<p>Raakadatan muodossa olevasta jatkuvasta gradienttipintakuvasta on saatu helpompaa ymm\u00e4rryst\u00e4 kent\u00e4n heterogeenisyydest\u00e4 ja luotua hallinta-alueita.<\/p>\r\n<p>Jokainen tuottotiedoston ominaisuus on visualisoitavissa, kuten kosteus, tuottomassa, tuottotilavuus m\u00e4rk\u00e4n\u00e4 ja kuivana, downforce, polttoaineenkulutus, koneen nopeus ja niin edelleen.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Raakadatan korjaus\u00a0<\/strong>tarkoittaa, ett\u00e4 jos pellolla oleva piste on luonnoton, se tasoitetaan (esimerkiksi jos leikkuup\u00f6yt\u00e4\u00e4 ei k\u00e4sitell\u00e4 koko leveydelt\u00e4). Vy\u00f6hykepohjaisia satotietoja luotaessa voit korjata yksitt\u00e4isi\u00e4 vy\u00f6hykkeit\u00e4 ja monikulmioita.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>Katsotaanpa k\u00e4yt\u00e4nn\u00f6n esimerkkej\u00e4 satokarttojen ja muiden GeoPard-tietotasojen k\u00e4yt\u00f6st\u00e4.<\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>1. Satotietoihin perustuvat hoitovy\u00f6hykkeet.<\/strong>\u00a0Hallintavy\u00f6hykkeet voidaan rakentaa joko yhden vuoden tai useamman vuoden satotietojen perusteella. On t\u00e4rke\u00e4\u00e4 huomata, ett\u00e4 eri vuosien satoja ei voi suoraan pinota, koska silloin jokin vuosi suosii vinoumaa.<\/p>\r\n<p>T\u00e4m\u00e4n vaikutuksen v\u00e4hent\u00e4miseksi GeoPard k\u00e4ytt\u00e4\u00e4 useita algoritmeja, jotka tekev\u00e4t kunkin vuoden painosta tasaisen. Voit asettaa yksitt\u00e4isen vuoden t\u00e4rkeyden Paino-ty\u00f6kalulla, kun luot monitasoisen kartan.<\/p>\r\n<p>T\u00e4llaisia peltoalueiden hallintavy\u00f6hykkeit\u00e4 voidaan k\u00e4ytt\u00e4\u00e4 levitys-\/m\u00e4\u00e4r\u00e4ys-\/l\u00e4\u00e4kem\u00e4\u00e4r\u00e4yskarttojen (VRA) laatimiseen ja kunkin vy\u00f6hykkeen potentiaalisen sadon laskemiseen.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"326\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_vr_seeding_m\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?fit=1680%2C874&amp;ssl=1\" data-orig-size=\"1680,874\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Multi-year and multi-layer yield potential map\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?fit=1024%2C533&amp;ssl=1\" class=\"alignnone wp-image-326\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=810%2C422&#038;ssl=1\" alt=\"Monivuotinen ja monikerroksinen tuottopotentiaalikartta\" width=\"810\" height=\"422\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1024%2C533&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=300%2C156&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=768%2C400&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1536%2C799&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?resize=1200%2C624&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_VR_seeding_m.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Monivuotinen ja monikerroksinen tuottopotentiaalikartta<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>2. Monikerroksiset vy\u00f6hykkeet, joissa on satotietoja ja muita tietol\u00e4hteit\u00e4 (topografia, maaper\u00e4, anturit, satelliitti).\u00a0<\/strong>Se voidaan lis\u00e4t\u00e4 <a href=\"\/fin\/blogi\/monikerroksinen-analytiikka\/\">monikerroksinen analytiikka<\/a>\u00a0ja aseta sen painoarvo viimeisille vy\u00f6hykkeille.<\/p>\r\n<p>T\u00e4ss\u00e4 esimerkiss\u00e4 karttaan lis\u00e4t\u00e4\u00e4n kolme tietotasoa: sato, satelliittikuvat ja topografia. Voit yhdist\u00e4\u00e4 mit\u00e4 tahansa analytiikan kannalta olennaisia tietotasoja. Monitasokarttaa voidaan k\u00e4ytt\u00e4\u00e4 lis\u00e4analyyseihin ja VRA-karttojen luomiseen.\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"810\" height=\"351\" data-attachment-id=\"327\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-02__184019\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?fit=1680%2C729&amp;ssl=1\" data-orig-size=\"1680,729\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Yield, Topography and Satellite imagery\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?fit=1024%2C444&amp;ssl=1\" class=\"wp-image-327\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=810%2C351&#038;ssl=1\" alt=\"Sato, topografia ja satelliittikuvat\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1024%2C444&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=300%2C130&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=768%2C333&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1536%2C667&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?resize=1200%2C521&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184019.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Monikerroksiset vy\u00f6hykkeet: Sato, topografia ja satelliittikuvat<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>3. Satolaskenta vy\u00f6hyke- ja lohkotasolla.\u00a0<\/strong>Eri k\u00e4sittelyjen, siemenlajikkeiden ja viljelyk\u00e4yt\u00e4nt\u00f6jen analysoimiseksi haluat luultavasti verrata keskim\u00e4\u00e4r\u00e4ist\u00e4 ja kokonaissatoa kullakin vy\u00f6hykkeell\u00e4, kaistaleella tai peltojen v\u00e4lill\u00e4.<\/p>\r\n<p>GeoPard laskee t\u00e4m\u00e4n automaattisesti puolestasi, jotta absoluuttisten lukujen vertailu on helpompaa.\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"329\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_yield_estima\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?fit=626%2C938&amp;ssl=1\" data-orig-size=\"626,938\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"GeoPard calculates yield in abs numbers based on Yield files. Total and average for field and each zone\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?fit=626%2C938&amp;ssl=1\" class=\"alignnone wp-image-329\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?resize=626%2C938&#038;ssl=1\" alt=\"GeoPard laskee sadon abs-lukuina satotiedostojen perusteella. Kokonais- ja keskiarvo pellolle ja kullekin vy\u00f6hykkeelle.\" width=\"626\" height=\"938\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?w=626&amp;ssl=1 626w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_Yield_estima.png?resize=200%2C300&amp;ssl=1 200w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\r\n<figcaption><em>GeoPard laskee sadon abs-lukuina satotiedostojen perusteella. Kokonais- ja keskiarvo pellolle ja kullekin vy\u00f6hykkeelle.<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>4. Riippuvuusvy\u00f6hykkeet perustuvat<\/strong> satotiedot. Satotietoihin perustuvat vy\u00f6hykkeet voidaan p\u00e4\u00e4llekk\u00e4in asettaa muiden datavy\u00f6hykkeiden p\u00e4\u00e4lle, ja voit etsi\u00e4 datakerrosten v\u00e4lisi\u00e4 riippuvuuksia. T\u00e4ss\u00e4 esimerkiss\u00e4 on esitetty eri vehn\u00e4lajikkeiden korkean sadon ja keskim\u00e4\u00e4r\u00e4isen proteiinin (1) sek\u00e4 matalan sadon ja korkean proteiinin (2) p\u00e4\u00e4llekk\u00e4isyys pellolla.<\/p>\r\n<p>Muita esimerkkej\u00e4 ovat topografian vaikutuksen ja sadon v\u00e4linen suhde, alhaisten satojen yhtym\u00e4kohta sek\u00e4 maaper\u00e4n makro- ja mikroravinteiden puute, maaper\u00e4n kosteus ja s\u00e4hk\u00f6njohtavuuskerrokset.<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"330\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/2021-02-02__184254\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?fit=895%2C1003&amp;ssl=1\" data-orig-size=\"895,1003\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Intersections of different yield and protein levels\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?fit=895%2C1003&amp;ssl=1\" class=\"alignnone wp-image-330\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=810%2C908&#038;ssl=1\" alt=\"Eri saanto- ja proteiinitasojen leikkauspisteet \" width=\"810\" height=\"908\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?w=895&amp;ssl=1 895w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=268%2C300&amp;ssl=1 268w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/2021-02-02__184254.png?resize=768%2C861&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Eri saanto- ja proteiinitasojen leikkauspisteet<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><strong>5. Muuttuvan ruiskutusm\u00e4\u00e4r\u00e4n (VRA) kartat\u00a0<\/strong>satotietojen perusteella. Voit luoda reseptikarttoja eri toimenpiteille \u2013 lannoitukselle, kylv\u00f6lle, ruiskutukselle, kasteluun ja maaper\u00e4n n\u00e4ytteenoton suunnittelulle. Voit muokata vy\u00f6hykkeiden lukum\u00e4\u00e4r\u00e4\u00e4 ja muotoa.<\/p>\r\n<p>Voit my\u00f6s luoda ohjekartan muuttuvalle ruiskutusm\u00e4\u00e4r\u00e4lle yhdist\u00e4m\u00e4ll\u00e4 satotietoja muihin tietol\u00e4hteisiin (maaper\u00e4, EC, satelliitti, topografia).\u00a0<\/p>\r\n\r\n\r\n\r\n<figure class=\"wp-block-image size-large is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" data-attachment-id=\"332\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/7b27v4yf41-yield-data-and-analytics-in-geopard\/geopard_seeding_rate\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?fit=1680%2C696&amp;ssl=1\" data-orig-size=\"1680,696\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;}\" data-image-title=\"Variable rate Seeding rates per zone\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?fit=1024%2C424&amp;ssl=1\" class=\"wp-image-332\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=810%2C336&#038;ssl=1\" alt=\"Muuttuva kylv\u00f6m\u00e4\u00e4r\u00e4 vy\u00f6hykett\u00e4 kohden\" width=\"810\" height=\"336\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1024%2C424&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=300%2C124&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=768%2C318&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1536%2C636&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?resize=1200%2C497&amp;ssl=1 1200w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?w=1680&amp;ssl=1 1680w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2021\/09\/GeoPard_seeding_rate.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/>\r\n<figcaption><em>Muuttuva kylv\u00f6m\u00e4\u00e4r\u00e4 vy\u00f6hykkeitt\u00e4in<\/em><\/figcaption>\r\n<\/figure>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Vaikka sinulla ei olisikaan satotietoja, voit k\u00e4ytt\u00e4\u00e4 GeoPardia\u00a0<a href=\"https:\/\/geopard.tech\/fin\/blogi\/r8yc32d9jc-monivuotiset-vyohykkeet\/\" target=\"_blank\" rel=\"noreferrer noopener\">monivuotiset vy\u00f6hykkeet (jopa 33 vuotta)<\/a>\u00a0satelliittikuvien perusteella tai\u00a0<a href=\"\/fin\/blogi\/ms1jkd7ey1-comparison-of-data-layers\/\">yhdist\u00e4\u00e4 sen muihin tietokerroksiin, kuten topografiaan<\/a>\u00a0aloittaaksesi t\u00e4sm\u00e4viljelymatkasi. N\u00e4m\u00e4 analyysit korreloivat usein satoanalyysitietojen kanssa, mutta t\u00e4m\u00e4 onkin toinen tarina.<\/p>\r\n<hr \/>\r\n<h2>Usein kysytyt kysymykset<\/h2>\r\n<hr \/>\r\n<p><strong>1. Miten tuottoanalyysi tehd\u00e4\u00e4n?<\/strong><\/p>\r\n<p>Satoanalyysi on prosessi, jota k\u00e4ytet\u00e4\u00e4n arvioimaan viljelykasvin tai maatalousj\u00e4rjestelm\u00e4n tuottavuutta ja suorituskyky\u00e4. T\u00e4ss\u00e4 ovat vaiheet perussatoanalyysin suorittamiseksi:<\/p>\r\n<ul>\r\n<li><strong>Mittaa korjatun kokonaissadon<\/strong>Ker\u00e4\u00e4 kaikki tietylt\u00e4 alueelta korjatut tuotteet ja punnitse ne.<\/li>\r\n<li><strong>M\u00e4\u00e4rit\u00e4 alue<\/strong>Mittaa tai laske kokonaispinta-ala, jolta sato on saatu.<\/li>\r\n<li><strong>Laske sato pinta-alayksikk\u00f6\u00e4 kohti:<\/strong> Jaa kokonaiskorjattu sato pinta-alalla saadaksesi sadon pinta-alayksikk\u00f6\u00e4 kohti (esim. sato hehtaaria kohden).<\/li>\r\n<li><strong>Vertaile ja analysoi:<\/strong> Vertaa saatua satoa edellisten vuosien tietoihin tai alueellisiin keskiarvoihin arvioidaksesi suorituskyky\u00e4 ja tunnistaaksesi mahdolliset vaihtelut tai trendit.<\/li>\r\n<\/ul>\r\n<p>Satoanalyysi auttaa viljelij\u00f6it\u00e4 tekem\u00e4\u00e4n tietoon perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4, seuraamaan sadon tuottavuutta ja tunnistamaan parannuskohteita viljelyk\u00e4yt\u00e4nn\u00f6iss\u00e4\u00e4n.<\/p>\r\n<p><strong>2. Mit\u00e4 satotiedot ovat?<\/strong><\/p>\r\n<p>Satotiedoilla tarkoitetaan tietylt\u00e4 maa-alueelta ker\u00e4tty\u00e4 ja tallennettua tietoa sadon tai maataloustuotteiden m\u00e4\u00e4r\u00e4st\u00e4. Se sis\u00e4lt\u00e4\u00e4 korjatun sadon m\u00e4\u00e4r\u00e4n mittauksia tai arvioita, jotka yleens\u00e4 ilmaistaan painona tai tilavuutena.<\/p>\r\n<p>Se tarjoaa arvokasta tietoa viljelykasvien tuottavuudesta ja suorituskyvyst\u00e4, auttaen viljelij\u00f6it\u00e4 tekem\u00e4\u00e4n tietoon perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4 viljelyk\u00e4yt\u00e4nn\u00f6ist\u00e4\u00e4n, arvioimaan eri tekniikoiden tai tuotantopanosten tehokkuutta ja seuraamaan satojen trendej\u00e4 tai vaihteluita ajan kuluessa.<\/p>\r\n<p><strong>3. Mik\u00e4 on tuottopotentiaali?<\/strong><\/p>\r\n<p>Satopotentiaali viittaa viljelykasvin saavutettavissa olevaan suurimpaan satoon tai tuotantotasoon ihanteellisissa kasvuolosuhteissa. Se edustaa tietyn viljelykasvilajikkeen tai kasvilajin m\u00e4\u00e4r\u00e4n ja laadun yl\u00e4rajaa.<\/p>\r\n<p>Satopotentiaaliin vaikuttavat useat tekij\u00e4t, kuten genetiikka, ymp\u00e4rist\u00f6olosuhteet, ravinteiden saatavuus ja hoitok\u00e4yt\u00e4nn\u00f6t. Se toimii vertailukohtana tai viitekohtana viljelij\u00f6ille ja agronomeille eri viljelykasvilajikkeiden suorituskyvyn ja tuottavuuden arvioimiseksi sek\u00e4 alueiden tunnistamiseksi, joilla voidaan tehd\u00e4 parannuksia satotason optimoimiseksi.<\/p>","protected":false},"excerpt":{"rendered":"<p>T\u00e4ss\u00e4 artikkelissa: Satoanalytiikan k\u00e4ytt\u00f6 t\u00e4sm\u00e4viljelyss\u00e4 Syv\u00e4llinen satodata-analytiikka GeoPard Agriculturessa Kunkin ominaisuuden visualisointi satotiedostoissa Korjaus\u2026<\/p>","protected":false},"author":210157960,"featured_media":1472,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1587,1368],"tags":[1617],"class_list":["post-322","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-partnership","category-yield","tag-geopard"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Yield analytics for Ag business<\/title>\n<meta name=\"description\" content=\"In this article, you can find content to help you properly use yield data in precision farming. 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