{"id":5661,"date":"2022-10-11T19:50:54","date_gmt":"2022-10-11T17:50:54","guid":{"rendered":"https:\/\/geopard.tech\/?p=5661"},"modified":"2026-09-13T10:54:35","modified_gmt":"2026-09-13T08:54:35","slug":"yhtalopohjaisen-analytiikan-tarkkuus","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fin\/blog\/equation-based-analytics-precision\/","title":{"rendered":"Yht\u00e4l\u00f6pohjainen analytiikka t\u00e4sm\u00e4viljelyss\u00e4"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Yht\u00e4l\u00f6pohjaisen analytiikkamoduulin julkaisun my\u00f6t\u00e4 GeoPard-tiimi on ottanut suuren askeleen eteenp\u00e4in antaakseen maanviljelij\u00f6ille, agronomeille ja paikkatietoanalyytikoille k\u00e4ytt\u00f6kelpoisia n\u00e4kemyksi\u00e4 jokaisesta neli\u00f6metrist\u00e4. Moduuli sis\u00e4lt\u00e4\u00e4 yli 50 ennalta m\u00e4\u00e4ritetyn GeoPard-tarkkuuskaavan luettelon, jotka kattavat laajan kirjon maatalouteen liittyvi\u00e4 analytiikkaty\u00f6kaluja.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Tarkkuuskaavat on kehitetty perustuen <strong>monivuotinen itsen\u00e4inen maatalousyliopiston ja teollisuuden tutkimus<\/strong> ja niiden tarkkuuden ja hy\u00f6dyllisyyden varmistamiseksi on testattu perusteellisesti. Ne voidaan helposti konfiguroida <strong>suoritetaan automaattisesti<\/strong> mill\u00e4 tahansa pellolla, tarjoten k\u00e4ytt\u00e4jille tehokkaita ja luotettavia tietoja, jotka voivat auttaa heit\u00e4 optimoimaan satonsa ja v\u00e4hent\u00e4m\u00e4\u00e4n tuotantokustannuksia.<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Yht\u00e4l\u00f6pohjainen analytiikkamoduuli on GeoPard-alustan ydinominaisuus. Se tarjoaa k\u00e4ytt\u00e4jille tehokkaan ty\u00f6kalun toiminnan syv\u00e4lliseen ymm\u00e4rt\u00e4miseen ja datal\u00e4ht\u00f6isten p\u00e4\u00e4t\u00f6sten tekemiseen viljelyk\u00e4yt\u00e4nn\u00f6ist\u00e4\u00e4n. Jatkuvasti kasvavan kaavaluettelon ja erilaisiin peltotilanteisiin r\u00e4\u00e4t\u00e4l\u00f6intimahdollisuuden ansiosta GeoPard voi vastata mink\u00e4 tahansa maataloustoiminnan erityistarpeisiin.<\/p>\r\n\r\n\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"has-black-color has-text-color has-medium-font-size wp-block-paragraph\"><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/GlMwn4wfmG_uCEh4YaAY7w8wMmZ-eqdVkS9y8gZr1GFxnS7SJX_oH7njtMadYROdlHRkmsqg69JEGGFl-m02gJhdipOKxaoyohJDuzo5lAdmsx3CEGc3jUbTgaakZZc1ZzL1IThM15urylg81hoYv3Fv_lfHK3Y3iYtNiOBMhEGBzKF_eoyV8QBcJQ\" alt=\"Kaliumin poisto satotietojen perusteella\" width=\"900\" height=\"517\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><em>Kaliumin poisto satotietojen perusteella<\/em><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading has-luminous-vivid-orange-color has-text-color\">K\u00e4ytt\u00f6tapaukset (katso esimerkkej\u00e4 alta):<\/h2>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>Typen otto<\/strong> absoluuttisina lukuina k\u00e4ytt\u00e4en saanto- ja proteiinitietoja<\/li>\r\n\r\n\r\n\r\n<li><a style=\"font-weight: bold;\" href=\"https:\/\/geopard.tech\/fin\/blogi\/mika-on-typen-puute-ja-miten-se-korjataan-kasveissa\/\">Typen k\u00e4ytt\u00f6tehokkuus (NUE)<\/a> ja ylim\u00e4\u00e4r\u00e4laskelmat saanto- ja proteiinitietotasoilla<\/li>\r\n\r\n\r\n\r\n<li>Kalkkisuositukset perustuvat maaper\u00e4n\u00e4ytteiden pH-tietoihin tai <a href=\"https:\/\/geopard.tech\/fin\/blogi\/soiloptix-data-analyysi-tasmaviljelyssa\/\">maaper\u00e4skannerit<\/a><\/li>\r\n\r\n\r\n\r\n<li>Alikentt\u00e4 (vy\u00f6hykkeet tai pikselitaso <strong>ROI-kartat<\/strong>)<\/li>\r\n\r\n\r\n\r\n<li>Mikro- ja makroravinteiden lannoitussuositukset maaper\u00e4n\u00e4ytteiden, peltopotentiaalin, topografian ja satotietojen perusteella<\/li>\r\n\r\n\r\n\r\n<li><a href=\"https:\/\/geopard.tech\/fin\/hiiliviljely\/\">Hiilimallinnus<\/a><\/li>\r\n\r\n\r\n\r\n<li>Muutosten havaitseminen ja h\u00e4lytt\u00e4minen (laske ero Sentinel-2-, Landsat8-9- tai Planet-kuvien v\u00e4lill\u00e4)<\/li>\r\n\r\n\r\n\r\n<li>Maaper\u00e4n ja viljan kosteusmallinnus<\/li>\r\n\r\n\r\n\r\n<li>Kuiva-aineen laskeminen m\u00e4rk\u00e4-ainesatoaineistoista<\/li>\r\n\r\n\r\n\r\n<li>Kohde-Rx vs. As-applicated -karttojen erolaskelma<\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/S9ASOYQ8p5Kl0ypoAYHi9SOSvHdQVEfobTDr5MzLda20LlhseQJ-yP6npZrKG9Z0bMheGSD51rVO4bWOe_dvwip0ABR0pyrletctTwR_sFG-a6Pe67EqT3V82dXmoRiwRb0kqrIsnqXxBEJ9IGt2yAC_wESVcn0yXQfr_Xmz0x1co8fplQgdR-F9cw\" alt=\"Kalium-suositukset perustuvat kahteen satotavoitteeseen (tuottovy\u00f6hykkeet)\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Kalium-suositukset perustuvat kahteen satotavoitteeseen (tuottovy\u00f6hykkeet)<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/CwtWL3lCUlFP3r2Df6xl7QHtu4WjwKOesvFvxApUUmXj_uhqxN51hdvmNnGq3dzhHywDVMnHoPr-xd4BIb7vEZRE04fL1IJyLcBRykIGW6hNMTgBu2VzmtHLuIUZ03SSIpq7bIquqBtNFCo-JtJaSzwKXmtazVS0gA8ZtBGzL7AbNpNE2i9bgDsmBw\" alt=\"Lannoite: Suositusopas. Kalium \/ Maissi. \" width=\"814\" height=\"437\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Lannoitteiden suositusopas (Etel\u00e4-Dakotan osavaltionyliopisto): Kalium \/ maissi. Kertaus ja korjaus: Jason Clark | Apulaisprofessori ja SDSU:n lis\u00e4koulutuksen maaper\u00e4n hedelm\u00e4llisyyden asiantuntija<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/R35yIeirbkCDth8X4l3hgjIC441uWamnfMRXpG7XFDwk9B1gkUARx1QZDe8pe0DOQbl0BeOxxMJiYvT9eJ86mM537KukQSmMzR9ewxMg-8tq98zIh6T_v1IukYDTZH5EBm96CHHRsF9zGTEuHAE3f0qgKiNGppGQmEgkQwCFo125yFPM8o1RaJbXzw\" alt=\"Kaliumin k\u00e4ytt\u00f6tehokkuus kg\/ha\" width=\"688\" height=\"397\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Kaliumin k\u00e4ytt\u00f6tehokkuus kg\/ha<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh4.googleusercontent.com\/UGrJfn-X5MRt0GAE5Yql31Se8jD9Llyimy3spvq45WcUHQJovnQLCLt4UIonKTIs1aBZc4ezqxOuxod4Yq4rT9yJI26BfVVX_vZLi1MTwWYBc6bUl_bQ_MGGcEhxOdd8EwaHXV8v3acAWfVNhCzYzd_74EU6hg0jBuckTlo6VViTeTXQJoXbLwvePg\" alt=\"Typen k\u00e4ytt\u00f6tehokkuus prosentteina. Laskelma perustuu sato-, proteiini- ja jyv\u00e4n kosteustietoihin.\" width=\"864\" height=\"496\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Typen k\u00e4ytt\u00f6tehokkuus prosentteina. Laskelma perustuu sato-, proteiini- ja jyv\u00e4n kosteustietoihin.<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh5.googleusercontent.com\/ECaxW913XKaKjD4lWxRND4U6FZIPO7I0HpP7ZXYmbAqBQpSFCw2Zu0Fn-xha7MuuIjnlfqTw1ZX_Um5ZT45HznAHFzEfDmLcj5NY5kTaylTfm7QnI4Iky5_XRtowvbXfoP-GEIBppt4SKUEVi3yKg0vpuE74aIYY0GzTluQG1Xc7Vk-kuyrhJkATkQ\" alt=\"Typpi: kohdennettu reseptill\u00e4 annettu typpi vs. ajankohtaisesti k\u00e4ytetty typpi\" width=\"793\" height=\"458\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Typpi: kohdennettu reseptill\u00e4 annettu typpi vs. ajankohtaisesti k\u00e4ytetty typpi<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/TrWMeO6MbH5auZ80g-A9xeuyfD9OfphrbwplHvO0TMjbV8UfIipZVtpQHeVAo2mGRDZQ8sHZU9iVe7jRr5wWYVEDXXQRWkfwzwgmP1pzoH5AlY9kBZdXBnDrZEmaPW1gTFoiufg8S8DTlNIMqiwJOngZaGXcJp17BrEJ2UUNKqGSVqJ8WQMeSlTu9w\" alt=\"Klorofyllin ero kahden satelliittikuvan v\u00e4lill\u00e4\" width=\"864\" height=\"499\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Klorofyllin ero kahden satelliittikuvan v\u00e4lill\u00e4<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">GeoPardin k\u00e4ytt\u00e4j\u00e4 voi muokata olemassa olevia ja luoda omia <strong>yksityiset kaavat<\/strong> kuvien, maaper\u00e4n, tuoton, topografian tai muiden GeoPardin tukemien tietotasojen perusteella.\u00a0<\/p>\r\n\r\n\r\n\r\n<p class=\"has-text-align-center wp-block-paragraph\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone\" src=\"https:\/\/lh6.googleusercontent.com\/251VKzGe3zEjtsjuVTl3B3G-ViTC2tQo9fPWHBoQ-fshW1jAfifZcsXtZ2KJc5ImMLGWFL94V9ko-wy6aJQ7zSiqNiMkhl3Ab6BnGFDAiCLUFIAaKruVeEtmky_qLCptWjk8hY4Ogcx5QpO7Ph3VGfeMX4x0OCv4VFvMBGA8rkTiKNcVEOy983tu\" alt=\"Esimerkkej\u00e4 GeoPard-yht\u00e4l\u00f6iden mallista\" width=\"329\" height=\"461\" \/><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-heading has-text-align-center\" style=\"text-align: center;\"><strong><em>Esimerkkej\u00e4 GeoPard-yht\u00e4l\u00f6iden mallista<\/em><\/strong><\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n\r\n\r\n<p class=\"wp-block-paragraph\">Kaavapohjainen analytiikka auttaa maanviljelij\u00f6it\u00e4, agronomeja ja datatieteilij\u00f6it\u00e4 automatisoimaan ty\u00f6nkulkujaan ja tekem\u00e4\u00e4n p\u00e4\u00e4t\u00f6ksi\u00e4 useiden tietojen ja tieteellisen tutkimuksen perusteella, mik\u00e4 helpottaa kest\u00e4v\u00e4n ja t\u00e4sm\u00e4viljelyn toteuttamista.<\/p>\r\n<h2>Mit\u00e4 on yht\u00e4l\u00f6pohjainen analytiikka t\u00e4sm\u00e4viljelyss\u00e4? Tarkkuuskaavojen k\u00e4ytt\u00f6<\/h2>\r\n<p>Yht\u00e4l\u00f6pohjainen analytiikka t\u00e4sm\u00e4viljelyss\u00e4 viittaa matemaattisten mallien, yht\u00e4l\u00f6iden, tarkkuuskaavojen ja algoritmien k\u00e4ytt\u00f6\u00f6n maatalousdatan analysoimiseksi ja sellaisten n\u00e4kemysten saamiseksi, jotka voivat auttaa viljelij\u00f6it\u00e4 tekem\u00e4\u00e4n parempia p\u00e4\u00e4t\u00f6ksi\u00e4 viljelyst\u00e4.<\/p>\r\n<p>N\u00e4m\u00e4 analytiikkamenetelm\u00e4t ottavat huomioon useita tekij\u00f6it\u00e4, kuten s\u00e4\u00e4olosuhteet, maaper\u00e4n ominaisuudet, sadon kasvun ja ravinnetarpeet, optimoidakseen maatalousk\u00e4yt\u00e4nt\u00f6j\u00e4 ja parantaakseen satoja samalla minimoiden resurssien tuhlausta ja ymp\u00e4rist\u00f6vaikutuksia.<\/p>\r\n<p>Joitakin yht\u00e4l\u00f6pohjaisen analytiikan keskeisi\u00e4 komponentteja t\u00e4sm\u00e4viljelyss\u00e4 ovat:<\/p>\r\n<ul>\r\n<li><strong>Kasvumallit:<\/strong> N\u00e4m\u00e4 mallit kuvaavat eri tekij\u00f6iden, kuten s\u00e4\u00e4n, maaper\u00e4n ominaisuuksien ja viljelyk\u00e4yt\u00e4nt\u00f6jen, v\u00e4list\u00e4 suhdetta viljelykasvien kasvun ja sadon ennustamiseksi. Esimerkkej\u00e4 t\u00e4llaisista malleista ovat CERES (Crop Environment Resource Synthesis) ja APSIM (Agricultural Production Systems sIMulator). N\u00e4m\u00e4 mallit voivat auttaa viljelij\u00f6it\u00e4 tekem\u00e4\u00e4n tietoon perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4 istutusp\u00e4ivist\u00e4, viljelykasvilajikkeista ja kastelun aikataulutuksesta.<\/li>\r\n<li><strong>Maaper\u00e4-vesimallit:<\/strong> N\u00e4m\u00e4 mallit arvioivat maaper\u00e4n vesipitoisuutta esimerkiksi sateen, haihtumisen ja viljelykasvien vedenk\u00e4yt\u00f6n perusteella. Ne voivat auttaa viljelij\u00f6it\u00e4 optimoimaan kasteluk\u00e4yt\u00e4nt\u00f6j\u00e4 varmistaen, ett\u00e4 vett\u00e4 k\u00e4ytet\u00e4\u00e4n tehokkaasti ja oikeaan aikaan satojen maksimoimiseksi.<\/li>\r\n<li><strong>Ravinteiden hallintamallit:<\/strong> N\u00e4m\u00e4 mallit ennustavat viljelykasvien ravinnetarpeita ja auttavat viljelij\u00f6it\u00e4 m\u00e4\u00e4ritt\u00e4m\u00e4\u00e4n optimaaliset lannoitteiden levitysm\u00e4\u00e4r\u00e4t ja -ajoituksen. N\u00e4iden mallien avulla viljelij\u00e4t voivat varmistaa, ett\u00e4 viljelykasvit saavat oikean m\u00e4\u00e4r\u00e4n ravinteita ja samalla minimoida ravinteiden valumisen ja ymp\u00e4rist\u00f6n saastumisen riskin.<\/li>\r\n<li><strong>Tuholaisten ja tautien mallit:<\/strong> N\u00e4m\u00e4 mallit ennustavat tuholaisten ja tautien puhkeamisen todenn\u00e4k\u00f6isyytt\u00e4 esimerkiksi s\u00e4\u00e4olosuhteiden, viljelykasvien kasvuvaiheiden ja hoitok\u00e4yt\u00e4nt\u00f6jen perusteella. N\u00e4iden mallien avulla viljelij\u00e4t voivat tehd\u00e4 ennakoivia p\u00e4\u00e4t\u00f6ksi\u00e4 tuholaisten ja tautien torjunnasta, kuten istutusp\u00e4ivien muuttamisesta tai torjunta-aineiden k\u00e4yt\u00f6st\u00e4 oikeaan aikaan.<\/li>\r\n<li><strong>Kaukokartoitukseen perustuvat mallit:<\/strong> N\u00e4m\u00e4 mallit k\u00e4ytt\u00e4v\u00e4t satelliittikuvia ja muita kaukokartoitustietoja sadon terveyden seurantaan, stressitekij\u00f6iden havaitsemiseen ja sadon arvioimiseen. Yhdist\u00e4m\u00e4ll\u00e4 n\u00e4m\u00e4 tiedot muihin tietol\u00e4hteisiin viljelij\u00e4t voivat tehd\u00e4 parempia p\u00e4\u00e4t\u00f6ksi\u00e4 sadonhoidosta ja optimoida resurssien k\u00e4ytt\u00f6\u00e4.<\/li>\r\n<\/ul>\r\n<p>Yhteenvetona voidaan todeta, ett\u00e4 t\u00e4sm\u00e4viljelyss\u00e4 yht\u00e4l\u00f6pohjainen analytiikka k\u00e4ytt\u00e4\u00e4 matemaattisia malleja ja algoritmeja analysoidakseen monimutkaisia vuorovaikutuksia eri tekij\u00f6iden v\u00e4lill\u00e4, jotka vaikuttavat sadon kasvuun ja hoitoon. Hy\u00f6dynt\u00e4m\u00e4ll\u00e4 t\u00e4t\u00e4 analytiikkaa viljelij\u00e4t voivat tehd\u00e4 dataan perustuvia p\u00e4\u00e4t\u00f6ksi\u00e4 maatalousk\u00e4yt\u00e4nt\u00f6jen optimoimiseksi, satojen parantamiseksi ja ymp\u00e4rist\u00f6vaikutusten minimoimiseksi.<\/p>\r\n<hr \/>\r\n<h2>Usein kysytyt kysymykset<\/h2>\r\n<hr \/>\r\n<p><strong>1. Miten t\u00e4sm\u00e4viljely voi auttaa ratkaisemaan maatalouden resurssien k\u00e4ytt\u00f6\u00f6n ja saastumiseen liittyvi\u00e4 ongelmia?<\/strong><\/p>\r\n<p>Se voi auttaa ratkaisemaan maatalouden resurssien k\u00e4ytt\u00f6\u00f6n ja saastumiseen liittyvi\u00e4 ongelmia kohdennetun resurssien k\u00e4yt\u00f6n, tehokkaan resurssienhallinnan, tehostetun seurannan ja luonnonsuojeluk\u00e4yt\u00e4nt\u00f6jen k\u00e4ytt\u00f6\u00f6noton avulla. K\u00e4ytt\u00e4m\u00e4ll\u00e4 lannoitteita ja torjunta-aineita vain tarvittaessa viljelij\u00e4t voivat v\u00e4hent\u00e4\u00e4 j\u00e4tett\u00e4 ja minimoida saastumista.<\/p>\r\n<p>Dataan perustuva p\u00e4\u00e4t\u00f6ksenteko mahdollistaa optimaalisen resurssien hallinnan, kun taas reaaliaikainen seuranta mahdollistaa oikea-aikaiset toimenpiteet saastumisonnettomuuksien ehk\u00e4isemiseksi. Lis\u00e4ksi luonnonsuojeluk\u00e4yt\u00e4nt\u00f6jen toteuttaminen edist\u00e4\u00e4 kest\u00e4v\u00e4\u00e4 maataloutta ja v\u00e4hent\u00e4\u00e4 ymp\u00e4rist\u00f6vaikutuksia.<\/p>","protected":false},"excerpt":{"rendered":"<p>Yht\u00e4l\u00f6pohjaisen analytiikkamoduulin julkaisun my\u00f6t\u00e4 GeoPard-tiimi on ottanut suuren askeleen eteenp\u00e4in maanviljelij\u00f6iden, agronomien ja paikkatietoanalyytikoiden voimaannuttamisessa\u2026<\/p>","protected":false},"author":210157960,"featured_media":5673,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_coblocks_attr":"","_coblocks_dimensions":"","_coblocks_responsive_height":"","_coblocks_accordion_ie_support":"","_eb_attr":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1586,1372,1376,1378,1379,1368,1369],"tags":[1598],"class_list":["post-5661","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-product-features","category-blog","category-management-zones","category-remote-sensing","category-soil-data","category-yield","category-vra","tag-precision-agriculture"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - 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