{"id":10420,"date":"2024-06-06T23:18:01","date_gmt":"2024-06-06T21:18:01","guid":{"rendered":"https:\/\/geopard.tech\/?p=10420"},"modified":"2024-06-17T11:08:53","modified_gmt":"2024-06-17T09:08:53","slug":"kestavan-maatalouden-taloudellisten-vaikutusten-visualisointi-geopardia-kayttaen-tasmaviljelyssa","status":"publish","type":"post","link":"https:\/\/geopard.tech\/fin\/blog\/visualizing-economic-impacts-of-sustainable-farming-using-geopard-in-precision-agriculture\/","title":{"rendered":"Kest\u00e4v\u00e4n maatalouden taloudellisten vaikutusten visualisointi GeoPardin avulla t\u00e4sm\u00e4viljelyss\u00e4"},"content":{"rendered":"<p>Bayerische Landesanstalt f\u00fcr Landwirtschaftin (LfL) ja GeoPard Agriculturen tutkijat yhdistiv\u00e4t voimansa selvitt\u00e4\u00e4kseen kaistaleviljelyj\u00e4rjestelmien taloudellisia vaikutuksia kest\u00e4v\u00e4n maatalouden n\u00e4k\u00f6kulmasta. He jakoivat havaintojaan Hohenheimin yliopiston &quot;Edist\u00e4 biodiversiteetti\u00e4 digitaalisen maatalouden avulla&quot; -tapahtumassa, jossa keskityttiin ymp\u00e4rist\u00f6yst\u00e4v\u00e4llisiin viljelyk\u00e4yt\u00e4nt\u00f6ihin ja niiden taloudellisiin vaikutuksiin.<\/p>\n<p>Heid\u00e4n projektinsa \u201cTulevaisuuden viljely\u201d pyrki tutkimaan uusia viljelytapoja, erityisesti kaistaleviljely\u00e4. T\u00e4ss\u00e4 tekniikassa eri viljelykasveja viljell\u00e4\u00e4n rinnakkain kaistaleina samalla pellolla, mik\u00e4 voisi v\u00e4hent\u00e4\u00e4 kemikaalien tarvetta ja lis\u00e4t\u00e4 luonnon monimuotoisuutta. Tutkijat halusivat l\u00f6yt\u00e4\u00e4 tapoja tehd\u00e4 viljelyst\u00e4 ymp\u00e4rist\u00f6yst\u00e4v\u00e4llisemp\u00e4\u00e4 ja silti kannattavaa viljelij\u00f6ille.<\/p>\n<p>LfL:n Olivia Spykmanin ja Markus Gandorferin sek\u00e4 GeoPardin Victoria Sorokinan johdolla t\u00e4m\u00e4 yhteisty\u00f6 alkoi EIT Food Accelerator -ohjelman aikana. He k\u00e4yttiv\u00e4t maanviljelyn, digitaalisten ty\u00f6kalujen ja data-analyysin osaamistaan tutkiakseen kest\u00e4vien viljelyk\u00e4yt\u00e4nt\u00f6jen taloudellista puolta.<\/p>\n<p>Vaikka <span style=\"font-weight: 400;\">K\u00e4sitelless\u00e4\u00e4n synteettisten panosten v\u00e4hent\u00e4mist\u00e4 ja luonnon monimuotoisuuden lis\u00e4\u00e4mist\u00e4 he havaitsivat, ett\u00e4 kaistaleviljelyn ekologista potentiaalia on tutkittu hyvin. Sen mekanisointi ja ty\u00f6voimatalous, erityisesti autonomisten laitteiden kanssa, vaativat kuitenkin lis\u00e4arviointia. <\/span><\/p>\n<p>He havaitsivat, ett\u00e4 maanviljelij\u00e4t olivat ep\u00e4varmoja sen k\u00e4yt\u00e4nn\u00f6llisyydest\u00e4, erityisesti uuden teknologian kanssa. T\u00e4m\u00e4n ratkaisemiseksi he keskustelivat maanviljelij\u00f6iden kanssa kaistaleviljely\u00e4 k\u00e4sittelev\u00e4ss\u00e4 kentt\u00e4laboratoriossa ymm\u00e4rt\u00e4\u00e4kseen heid\u00e4n huolenaiheitaan ja kommunikoidakseen paremmin.<\/p>\n<p>Lis\u00e4ksi maiseman muutokset voivat tehd\u00e4 viljelij\u00f6ist\u00e4 ep\u00e4r\u00f6ivi\u00e4, joten selke\u00e4n tiedon tarjoaminen etuk\u00e4teen on t\u00e4rke\u00e4\u00e4. Siksi digitaaliset ty\u00f6kalut, kuten visualisoinnit, voivat helpottaa viljelij\u00f6iden ja heid\u00e4n yhteis\u00f6jens\u00e4 v\u00e4list\u00e4 viestint\u00e4\u00e4, mik\u00e4 lis\u00e4\u00e4 hyv\u00e4ksynt\u00e4\u00e4 ja arvostusta ekologisesti hy\u00f6dyllisille maisemamuutoksille.<\/p>\n<p>Esimerkiksi Uudessa-Seelannissa maanviljelij\u00e4t k\u00e4yttiv\u00e4t virtuaalitodellisuuslaseja (VR) visualisoidakseen sopivia metsitysalueita, mik\u00e4 auttoi maatilan suunnittelua havainnollistamalla vaikutuksia maatilan kannattavuuteen, maiseman estetiikkaan ja maaseutuyhteis\u00f6ihin. T\u00e4llaiset visualisoinnit voivat lis\u00e4t\u00e4 maanviljelij\u00f6iden ymm\u00e4rryst\u00e4 ja kiinnostusta maiseman muutoksiin, vaikka onnistunut toteutus riippuu my\u00f6s maanviljelij\u00f6iden itseluottamuksesta.<\/p>\n<p>Vastaavasti t\u00e4ss\u00e4 tutkimuksessa k\u00e4ytettiin pilvipohjaista GeoPard-ohjelmaa analysoimaan kaistaleviljelyyn perustuvaa tuotantoj\u00e4rjestelm\u00e4\u00e4 useista n\u00e4k\u00f6kulmista. GeoPardin yht\u00e4l\u00f6t parametrisoitiin Future Crop Farming -projektin empiiristen tietojen avulla. Alustaviin tuloksiin kuuluvat rikkakasvien torjunta-aineiden ja typen panoksen sek\u00e4 sadon visualisoinnit, ja monimutkaisempia laskelmia on suunnitteilla.<\/p>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"10431\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/visualizing-economic-impacts-of-sustainable-farming-using-geopard-in-precision-agriculture\/herbicide-application-map-displaying\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?fit=1075%2C767&amp;ssl=1\" data-orig-size=\"1075,767\" 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=\"Herbicide application map displaying\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?fit=1024%2C731&amp;ssl=1\" class=\"alignnone size-full wp-image-10431\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?resize=810%2C578&#038;ssl=1\" alt=\"Rikkakasvien torjunta-aineiden levityskartta n\u00e4ytet\u00e4\u00e4n\" width=\"810\" height=\"578\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?w=1075&amp;ssl=1 1075w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?resize=300%2C214&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?resize=1024%2C731&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Herbicide-application-map-displaying.jpg?resize=768%2C548&amp;ssl=1 768w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>Lis\u00e4ksi j\u00e4rjestelm\u00e4\u00e4n on integroitu useita eri tietol\u00e4hteit\u00e4, kuten:<\/p>\n<ul>\n<li>Tuotto- ja k\u00e4ytettyjen sy\u00f6tt\u00f6tietojen tietojoukot<\/li>\n<li>Kasvien ja kasvinsuojelun hintatiedot (k\u00e4ytt\u00e4j\u00e4n toimittamat)<\/li>\n<li>Satelliittikuvat (Sentinel-2, Landsat, Planet)<\/li>\n<li>Topografiatiedot<\/li>\n<li>GeoPardissa saatavilla olevien historiallisten tietojen vy\u00f6hykekartat<\/li>\n<\/ul>\n<p>Samaan aikaan k\u00e4ytetyt p\u00e4\u00e4asialliset tekniikat liittyiv\u00e4t spatiaaliseen analyysiin ja spatiaalisen datan tehokkaaseen k\u00e4sittelyyn NumPy-kehyksen avulla. Data hankittiin .xlsx- ja .shp-tiedostoista. Shape-tiedostosta puuttui kuitenkin tarkkoja tietoja yksitt\u00e4isist\u00e4 raidoista, mik\u00e4 edellytti erilaisten datamuotojen integrointia.<\/p>\n<p>GeoPard mahdollisti datan j\u00e4rjest\u00e4misen spatiaalisesti linkitt\u00e4m\u00e4ll\u00e4 kaistalekohtaiset yksityiskohdat niiden sijaintiin maastossa. N\u00e4in ollen integroitu datajoukko, joka n\u00e4ytti kaistaleet, muodosti perustan GeoPardin kuvailevalle koeanalyysille.<\/p>\n<p>Vaikka tutkimuksessa ei tarkasteltukaan muuttuvan annostelum\u00e4\u00e4r\u00e4n k\u00e4ytt\u00f6\u00e4, GeoPardin korkearesoluutioinen kartoitus (pikselikoko: 3 \u00d7 3 metri\u00e4) mahdollisti yksityiskohtaisen visualisoinnin pikselitasolla, mik\u00e4 lis\u00e4si monimutkaisuutta. T\u00e4m\u00e4 yksityiskohtainen kartoitus on arvokas tulevaisuuden sovelluksissa, kuten useiden kerrosten yhdist\u00e4misess\u00e4 tai spatiaalisesti vaihtelevampien tietojen, kuten tutkimushankkeessa koealan yhdist\u00e4jien ker\u00e4\u00e4mien pienimuotoisten satotietojen perusteella luotujen &quot;satoprofiilien&quot;, integroinnissa.<\/p>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"10432\" data-permalink=\"https:\/\/geopard.tech\/fin\/blog\/visualizing-economic-impacts-of-sustainable-farming-using-geopard-in-precision-agriculture\/yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.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=\"Yield-per-crop map in full view and zoomed-in to show pixel-level details\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?fit=1024%2C575&amp;ssl=1\" class=\"alignnone size-full wp-image-10432\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?resize=810%2C455&#038;ssl=1\" alt=\"Sato-kohtainen kartta t\u00e4ydess\u00e4 n\u00e4kym\u00e4ss\u00e4 ja suurennettuna pikselitason yksityiskohtien n\u00e4ytt\u00e4miseksi\" width=\"810\" height=\"455\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?w=1365&amp;ssl=1 1365w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?resize=1024%2C575&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/06\/Yield-per-crop-map-in-full-view-and-zoomed-in-to-show-pixel-level-details.jpg?resize=1200%2C674&amp;ssl=1 1200w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>Tutkijat ovat my\u00f6s havainneet, ett\u00e4 vaikka GeoPard on ensisijaisesti palvellut kuvailevia toimintoja, sill\u00e4 on potentiaalia monimutkaisempiin visualisointeihin. Esimerkiksi satotietojen ja hintatietojen sis\u00e4llytt\u00e4minen kaistaletasolla voisi auttaa luomaan voittokarttoja, jotka n\u00e4ytt\u00e4isiv\u00e4t reunavaikutukset vierekk\u00e4isten viljelykaistojen v\u00e4lill\u00e4.<\/p>\n<p>Lis\u00e4ksi ty\u00f6voimataloudellisten tietojen integrointi voisi paljastaa mittakaavaetujen v\u00e4hent\u00e4misen vaikutukset luonnon monimuotoisuuden edist\u00e4miseen. T\u00e4llaiset tiedot voivat auttaa skenaariomallinnuksessa, jolloin voidaan tutkia erilaisia viljelykiertoja, kaistaleveyksi\u00e4 ja koneellistamistyyppej\u00e4 keskittyen peltokohtaisiin tuloksiin maatalouden hallinnan ja p\u00e4\u00e4t\u00f6ksenteon parantamiseksi.<\/p>\n<p>N\u00e4in ollen laitteisto voisi toimia digitaalisena kaksosena, jossa reaaliaikainen tiedonsiirto peltokoneista ja antureista GeoPardiin olisi mahdollista, mik\u00e4 on jo mahdollista joillakin kaupallisilla teknologioilla ja satelliittidatalla. Viljelij\u00f6iden huolenaiheet teknologian yhteensopivuudesta kuitenkin korostavat tarvetta integroida lis\u00e4\u00e4 tietol\u00e4hteit\u00e4 laajemman sovellettavuuden saavuttamiseksi.<\/p>","protected":false},"excerpt":{"rendered":"<p>Bayerische Landesanstalt f\u00fcr Landwirtschaftin (LfL) ja GeoPard Agriculturen tutkijat yhdistiv\u00e4t voimansa selvitt\u00e4\u00e4kseen kaistaleviljelyj\u00e4rjestelmien taloudellisia vaikutuksia kest\u00e4v\u00e4ss\u00e4 viljelyss\u00e4. He jakoivat\u2026<\/p>","protected":false},"author":210249433,"featured_media":10422,"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,"_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","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1657,1661,1376,1367],"tags":[],"class_list":["post-10420","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-precision-farming","category-satellite-imagery","category-management-zones","category-use-cases"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - 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