{"id":12582,"date":"2025-11-09T18:06:42","date_gmt":"2025-11-09T17:06:42","guid":{"rendered":"https:\/\/geopard.tech\/?p=12582"},"modified":"2026-01-16T18:52:26","modified_gmt":"2026-01-16T17:52:26","slug":"geopard-ir-kornelio-universiteto-nmsp-bendradarbiavimas-duomenimis-pagristo-zemes-ukio-srityje","status":"publish","type":"post","link":"https:\/\/geopard.tech\/lt\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/","title":{"rendered":"\u201eGeoPard\u201c ir Kornelio universiteto CAST, NMSP bendradarbiavimas duomenimis grind\u017eiamoje \u017eemdirbyst\u0117je"},"content":{"rendered":"<p>Kornelio \u017eem\u0117s \u016bkio sistem\u0173 bandym\u0173 ir demonstravimo vieta (CAST), skirta ateities \u016bkiui, ir Kornelio maistini\u0173 med\u017eiag\u0173 valdymo ieties programa (NMSP) suvienijo j\u0117gas su tiksliosios \u017eemdirbyst\u0117s platforma \u201eGeoPard Agriculture\u201c, kad neapdorotus derliaus duomenis paverst\u0173 veiksmingomis \u016bkininkavimo rekomendacijomis.<\/p>\n<p>CAST \u2013 trij\u0173 reali\u0173 \u016bki\u0173 Niujorko valstijoje grup\u0117 \u2013 tarnauja kaip \u201cAteities \u016bkio\u201d technologij\u0173 bandym\u0173 platforma, tobulinanti duomenimis pagr\u012fstus sprendimus augalininkyst\u0117s ir pieno produkt\u0173 gamybai. NMSP komanda atlieka tyrimus, palengvina technologij\u0173 ir \u017eini\u0173 perdavim\u0105 bei padeda \u016bkiuose \u012fgyvendinti naudingas lauko kult\u016br\u0173 maistini\u0173 med\u017eiag\u0173 valdymo strategijas, siekiant padidinti \u016bki\u0173 tvarum\u0105 visoje Niujorko valstijoje.<\/p>\n<p>\u201eGeoPard\u201c bendradarbiauja su CAST ir NMSP, siekdama patobulinti duomen\u0173 apdorojim\u0105 ir sukurti patobulintus skaitmeninius agronomijos \u012frankius \u2013 mokslo, technologij\u0173 ir \u016bkinink\u0173 vadovaujam\u0173 bandym\u0173 derin\u012f, kuris yra tiksliojo \u016bkininkavimo ateities pavyzdys.<\/p>\n<h2>Kornelio CAST ir NMSP<\/h2>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"12594\" data-permalink=\"https:\/\/geopard.tech\/lt\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/cornells-cast-testbed-and-the-nmsp\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?fit=1920%2C1080&amp;ssl=1\" data-orig-size=\"1920,1080\" data-comments-opened=\"1\" data-image-title=\"Cornell\u2019s CAST Testbed and the NMSP\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?fit=1024%2C576&amp;ssl=1\" class=\"alignnone size-full wp-image-12594\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?resize=810%2C456&#038;ssl=1\" alt=\"Kornelio CAST bandym\u0173 platforma ir NMSP\" width=\"810\" height=\"456\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?w=1920&amp;ssl=1 1920w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?resize=1536%2C864&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/Cornells-CAST-Testbed-and-the-NMSP.png?w=1620&amp;ssl=1 1620w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>CAST yra USDA NIFA iniciatyvos \u201cAteities \u016bkis\u201d dalis ir veikia globojamas Kornelio skaitmenin\u0117s \u017eemdirbyst\u0117s instituto. CAST jungia tris komercinio masto \u016bkius (augal\u0173 ir pieno) \u012f viening\u0105 mokslini\u0173 tyrim\u0173 ir pl\u0117tros ekosistem\u0105. Jos misija \u2013 i\u0161bandyti ir demonstruoti integruotas tiksliosios \u017eemdirbyst\u0117s technologijas (nuo robotikos iki duomen\u0173 analiz\u0117s) realiomis \u016bkininkavimo s\u0105lygomis.<\/p>\n<p>Tuo pa\u010diu metu Dr. Quirine Ketterings vadovaujama Maistini\u0173 med\u017eiag\u0173 valdymo ieties programa (NMSP) daugiausia d\u0117mesio skiria taikomiesiems dirvo\u017eemio ir pas\u0117li\u0173 tyrimams bei konsultavimui. NMSP komanda vertina maistini\u0173 med\u017eiag\u0173 naudojim\u0105 ir derliaus kintamum\u0105 \u016bkiuose; pavyzd\u017eiui, ji pirmoji suk\u016br\u0117 \u201cderliaus stabilumo zonas\u201d, apjungdama trej\u0173 ar daugiau met\u0173 derliaus duomenis, kad nuosekliai sudaryt\u0173 didelio ir ma\u017eo derlingumo plot\u0173, palyginti su kintamo derlingumo vietov\u0117mis, \u017eem\u0117lapius.<\/p>\n<p>\u0160ie stabilumo zon\u0173 \u017eem\u0117lapiai (su Q1\u2013Q4 zonomis, skirtomis didelio\/ma\u017eo derliaus pastovumui) ir nauji bandym\u0173 modeliai, tokie kaip vienos juostos erdvinio vertinimo metodas (SSEA), padeda \u016bkininkams, atliekant tyrimus \u016bkyje, patikrinti, ar valdymo pakeitimai atsiperka, atsi\u017evelgiant \u012f \u017einom\u0105 kintamum\u0105 lauke.<\/p>\n<h2>\u201eGeoPard\u201c \u017eem\u0117s \u016bkio platforma<\/h2>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"10804\" data-permalink=\"https:\/\/geopard.tech\/lt\/home\/geopard-background-precision-ag-software-do-more-with-your-data\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?fit=3116%2C1754&amp;ssl=1\" data-orig-size=\"3116,1754\" data-comments-opened=\"1\" data-image-title=\"GeoPard &amp;#8211; Background &amp;#8211; Precision Ag software &amp;#8211; Do more with your data\" data-image-description=\"&lt;p&gt;GeoPard-Background-Precision-Ag-software-Do-more-with-your-data&lt;\/p&gt;\" data-image-caption=\"&lt;p&gt;GeoPard-Background-Precision-Ag-software-Do-more-with-your-data&lt;\/p&gt;\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?fit=1024%2C576&amp;ssl=1\" class=\"size-full wp-image-10804\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=810%2C456&#038;ssl=1\" alt=\"\u201eGeoPard\u201c \u2013 tiksliosios \u017eem\u0117s \u016bkio fonin\u0117 programin\u0117 \u012franga \u2013 nuveikite daugiau su savo duomenimis\" width=\"810\" height=\"456\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?w=3116&amp;ssl=1 3116w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=1024%2C576&amp;ssl=1 1024w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=768%2C432&amp;ssl=1 768w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=1536%2C865&amp;ssl=1 1536w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?resize=2048%2C1153&amp;ssl=1 2048w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?w=1620&amp;ssl=1 1620w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/10\/GeoPard-Background-Precision-Ag-software-Do-more-with-your-data.png?w=2430&amp;ssl=1 2430w\" sizes=\"(max-width: 810px) 100vw, 810px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u201cGeoPard Agriculture\u201d teikia debesijos pagrindu veikian\u010di\u0105 analiz\u0117s varikl\u012f, kuris apdoroja bet kokius geoprinius \u016bkio duomenis. Kaip teigia \u201eGeoPard\u201c, \u0161i platforma yra \u201ene\u0161ali\u0161ka debesijos pagrindu veikianti analiz\u0117s j\u0117gain\u0117 tiksliajai \u017eemdirbystei\u201c, galinti apdoroti daugiasluoksnius, daugiame\u010dius duomenis. Prakti\u0161kai \u201eGeoPard\u201c \u012ftraukia derliaus steb\u0117jimo failus, dirvo\u017eemio \u017eem\u0117lapius, palydovinius vaizdus ir kt., kad sukurt\u0173 paruo\u0161tus naudoti \u017eem\u0117lapius ir nurodymus. Pagrindin\u0117s funkcijos apima daugiame\u010di\u0173 valdymo zon\u0173 ir kintamos normos nurodym\u0173 (VRA) \u017eem\u0117lapi\u0173 generavim\u0105, i\u0161sami\u0105 derliaus duomen\u0173 analiz\u0119 ir pas\u0117li\u0173 steb\u0117jimo \u012frankius.<\/p>\n<p>Pavyzd\u017eiui, \u201eGeoPard\u201c gali i\u0161valyti ir kalibruoti neapdorotus kombain\u0173 derliaus duomenis ir netgi sukurti sintetinius derliaus \u017eem\u0117lapius (\u012fvertinant derli\u0173 pagal palydov\u0173 \/ dron\u0173 duomenis), kad u\u017epildyt\u0173 tr\u016bkstamus istorinius duomenis. Platforma taip pat palaiko topografijos ir dirvo\u017eemio duomen\u0173 analiz\u0119, 3D lauko vizualizacij\u0105, panaudot\u0173 duomen\u0173 palyginim\u0105 ir kt.<\/p>\n<ul>\n<li><strong>Valdymo zonos ir VRA \u017eem\u0117lapiai:<\/strong> \u201eGeoPard\u201c naudoja derliaus\/dirvo\u017eemio sluoksnius, kad apibr\u0117\u017et\u0173 lauko zonas ir sukurt\u0173 paskirtus \u017eem\u0117lapius tiksliam \u012fvedimui.<\/li>\n<li><strong>Derliaus duomen\u0173 apdorojimas:<\/strong> Sistema \u012fgyvendina automatin\u012f kombain\u0173 derliaus \u012fra\u0161\u0173 valym\u0105 ir kalibravim\u0105, taip pat gali generuoti sintetinius derliaus \u017eem\u0117lapius i\u0161 daugiame\u010di\u0173 ir nuotolinio steb\u0117jimo duomen\u0173.<\/li>\n<li><strong>Pas\u0117li\u0173 ir lauk\u0173 steb\u0117sena:<\/strong> Palydovin\u0117s priemon\u0117s ir daugiaindeks\u0117 analiz\u0117 padeda nustatyti erdvines pas\u0117li\u0173 derlingumo tendencijas ir ribojan\u010dius veiksnius kiekvienais metais.<\/li>\n<\/ul>\n<h2>Bendradarbiavimo tyrimai ir lauko bandymai<\/h2>\n<p>\u0160io bendradarbiavimo metu CAST ir NMSP tyrin\u0117ja \u201eGeoPard Agriculture\u201c platform\u0105, skirt\u0105 neapdoroto kukur\u016bz\u0173 siloso ir gr\u016bd\u0173 derliaus steb\u0117jimo duomenims apdoroti \u012f i\u0161valytus derliaus \u017eem\u0117lapius, derliaus stabilumo zonas ir sintetini\u0173 derliaus duomen\u0173 generavimo tikslumui \u012fvertinti.<\/p>\n<p>Quirine Ketterings ir jos komanda NMSP naudoja duomenis i\u0161 CAST lauk\u0173, kad \u012fvertint\u0173 ir pagerint\u0173 \u201eGeoPard\u201c algoritm\u0173 tikslum\u0105 derliaus \u017eem\u0117lapiams sudaryti, taip pat sintetiniam derliui nustatyti tiek viso lauko vertinimams, tiek eksperimentams. Kartu su \u201eGeoPard\u201c Ketterings ir jos komanda vertina duomen\u0173 kokyb\u0119 ir protokolus, kad sukurt\u0173 derliaus stabilumo zon\u0173 \u017eem\u0117lapius laukams, turintiems keli\u0173 met\u0173 duomenis.<\/p>\n<div id=\"attachment_12591\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img data-recalc-dims=\"1\" decoding=\"async\" aria-describedby=\"caption-attachment-12591\" data-attachment-id=\"12591\" data-permalink=\"https:\/\/geopard.tech\/lt\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture-2\/\" data-orig-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?fit=800%2C450&amp;ssl=1\" data-orig-size=\"800,450\" data-comments-opened=\"1\" data-image-title=\"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?fit=800%2C450&amp;ssl=1\" class=\"wp-image-12591 size-full\" src=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?resize=800%2C450&#038;ssl=1\" alt=\"\u201eGeoPard\u201c ir Kornelio universiteto CAST, NMSP bendradarbiavimas duomenimis grind\u017eiamoje \u017eemdirbyst\u0117je\" width=\"800\" height=\"450\" srcset=\"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?w=800&amp;ssl=1 800w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?resize=300%2C169&amp;ssl=1 300w, https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.jpg?resize=768%2C432&amp;ssl=1 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><p id=\"caption-attachment-12591\" class=\"wp-caption-text\">Madeline Hanscom \/ NMSP nuotr.<\/p><\/div>\n<p>J\u0173 tikslas \u2013 analizuoti tiek \u012fprastus \u016bkyje atliekamus tyrimus, tiek naujai sukurtus vienos juostos erdvinio vertinimo metodo (SSEA) bandymus, kuriuose panaudojamos \u017einios apie derliaus kintamum\u0105 lauke. Pagrindiniai bendradarbiavimo aspektai:<\/p>\n<ol>\n<li><strong>Duomen\u0173 integravimas:<\/strong> CAST derliaus ir tikslumo duomenys apdorojami \u201eGeoPard\u201c programoje, neapdorotus failus paver\u010diant georeferenciniais derliaus \u017eem\u0117lapiais ir na\u0161umo sluoksniais.<\/li>\n<li><strong>Algoritmo patvirtinimas:<\/strong> \u201eGeoPard\u201c derliaus \u017eem\u0117lapi\u0173 sudarymo ir sintetinio derliaus algoritmai yra testuojami pagal grie\u017etus CAST\/NMSP \u016bkiuose atlikt\u0173 bandym\u0173 duomenis, tobulinant technologij\u0105 remiantis realiais matavimais.<\/li>\n<li><strong>Erdvin\u0117 analiz\u0117:<\/strong> Komanda, remdamasi keli\u0173 met\u0173 duomenimis, generuoja derliaus stabilumo zonos \u017eem\u0117lapius ir \u012fvertina, kaip gerai \u201eGeoPard\u201c modeliai atspindi tikruosius lauko modelius.<\/li>\n<li><strong>Novatori\u0161kas tyrimo dizainas:<\/strong> Nauji metodai, tokie kaip SSEA, naudoja lauko derliaus modelius, kad b\u016bt\u0173 galima efektyviai palyginti apdorojim\u0105, o tai patvirtina \u201eGeoPard\u201c erdvin\u0117 analiz\u0117.<\/li>\n<\/ol>\n<p>Bendradarbiaudamos Kornelio ir \u201eGeoPard\u201c u\u017etikrina, kad platformos rezultatai b\u016bt\u0173 pagr\u012fsti \u016bki\u0173 realijomis. Nors \u201eGeoPard\u201c naudoja pa\u017eang\u0173 modeliavim\u0105 (\u012fskaitant palydovin\u012f derliaus vertinim\u0105), patvirtinimas \u0161iuose daug duomen\u0173 turin\u010diuose Kornelio \u016bkiuose padidina jos rekomendacij\u0173 patikimum\u0105. \u0160i mokslo, technologij\u0173 ir realios lauko praktikos integracija sukuria gr\u012f\u017etamojo ry\u0161io cikl\u0105: tiek augintojai, tiek tyr\u0117jai gauna naudos i\u0161 patikimesni\u0173 tiksliosios \u017eemdirbyst\u0117s \u012franki\u0173.<\/p>\n<h2>Praktinis poveikis: link tvaraus tikslaus \u016bkininkavimo<\/h2>\n<p>Galutinis tikslas \u2013 tyrim\u0173 sklypus paversti praktin\u0117mis gair\u0117mis \u016bkininkams. Derliaus steb\u0117sena ir \u017eem\u0117lapi\u0173 sudarymas suteikia \u016bkininkams matomum\u0105 apie lauko viduje esan\u010dius kintamumus, leid\u017eia imtis tiksling\u0173 veiksm\u0173, o ne imtis visuotini\u0173 priemoni\u0173. I\u0161 ties\u0173, tyrimai rodo, kad nuoseklus derliaus \u017eem\u0117lapi\u0173 sudarymas padeda \u016bkininkams \u201cpamatyti, kurie lauko plotai na\u0161\u016bs, o kuriuos reikia tobulinti, tod\u0117l jie gali planuoti tikslesnius veiksmus\u201d.<\/p>\n<p>Pavyzd\u017eiui, \u016bkininkas gali naudoti \u201eGeoPard\u201c \u017eem\u0117lapius tr\u0105\u0161oms skleisti tik tose vietose, kur pas\u0117liai duoda ma\u017eiau derli\u0173 nei lauko vidurkis, arba taikyti gamtosaugos praktikas nuolat ma\u017eo derlingumo zonose. Pateikdama i\u0161valytus duomenis, derlingumo stabilumo analiz\u0117s \u017eem\u0117lapius ir sintetinius etalonus, Kornelio ir \u201eGeoPard\u201c partneryst\u0117 padeda priimti ekonomi\u0161kai efektyvius ir aplinkai draugi\u0161kus sprendimus.<\/p>","protected":false},"excerpt":{"rendered":"<p>Kornelio \u017eem\u0117s \u016bkio sistem\u0173 bandym\u0173 ir demonstravimo vieta (CAST), skirta ateities \u016bkiui, ir Kornelio maistini\u0173 med\u017eiag\u0173 valdymo programa (NMSP) suvienijo j\u0117gas\u2026<\/p>","protected":false},"author":210157960,"featured_media":12593,"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":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"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],"tags":[],"class_list":["post-12582","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-partnership"],"acf":[],"yoast_head":"<!-- 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