{"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-och-cornell-university-inleder-nmsp-samarbete-om-datadrivet-jordbruk","status":"publish","type":"post","link":"https:\/\/geopard.tech\/swe\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/","title":{"rendered":"GeoPard och Cornell University CAST, NMSP Samarbete om datadriven jordbruk"},"content":{"rendered":"<p>Cornell Agricultural Systems Testbed and Demonstration Site (CAST) f\u00f6r framtidens g\u00e5rd och Cornell Nutrient Management Spear Program (NMSP) har samarbetat med precisionsjordbruksplattformen GeoPard Agriculture f\u00f6r att omvandla r\u00e5data p\u00e5 avkastning till handlingsbara jordbruksrekommendationer.<\/p>\n<p>CAST \u2013 ett kluster av tre verkliga g\u00e5rdar i delstaten New York \u2013 fungerar som en testb\u00e4dd f\u00f6r &quot;Framtidens g\u00e5rd&quot;-teknik och utvecklar datadrivna l\u00f6sningar f\u00f6r gr\u00f6do- och mejeriproduktion. NMSP-teamet bedriver forskning, underl\u00e4ttar teknik- och kunskaps\u00f6verf\u00f6ring och hj\u00e4lper till med implementeringen av f\u00f6rdelaktiga strategier f\u00f6r n\u00e4ringshantering fr\u00e5n gr\u00f6dor p\u00e5 f\u00e4ltet f\u00f6r att \u00f6ka h\u00e5llbarheten p\u00e5 g\u00e5rdar i hela delstaten New York.<\/p>\n<p>GeoPard samarbetar med CAST och NMSP f\u00f6r att utveckla databehandling till f\u00f6rb\u00e4ttrade digitala agronomiverktyg \u2013 en blandning av vetenskap, teknik och jordbruksledda f\u00f6rs\u00f6k som exemplifierar framtiden f\u00f6r precisionsjordbruk.<\/p>\n<h2>Cornells CAST och NMSP<\/h2>\n<p><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" data-attachment-id=\"12594\" data-permalink=\"https:\/\/geopard.tech\/swe\/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=\"Cornells CAST-testb\u00e4dd och 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 \u00e4r en del av USDA NIFA:s initiativ \u201cFramtidens g\u00e5rd\u201d och verkar under beskydd av Cornell Institute for Digital Agriculture. CAST sammanf\u00f6r tre kommersiella g\u00e5rdar (gr\u00f6dor och mejeri) under ett enhetligt FoU-ekosystem. Dess uppdrag \u00e4r att testa och demonstrera integrerade precisionsjordbrukstekniker (fr\u00e5n robotik till dataanalys) under verkliga jordbruksf\u00f6rh\u00e5llanden.<\/p>\n<p>Parallellt fokuserar Nutrient Management Spear Program (NMSP), lett av Dr. Quirine Ketterings, p\u00e5 till\u00e4mpad forskning och utveckling av jord och gr\u00f6dor. NMSP-teamet utv\u00e4rderar n\u00e4ringsf\u00f6rbrukning och avkastningsvariationer p\u00e5 g\u00e5rdar; till exempel var de pionj\u00e4rer inom &quot;avkastningsstabilitetszoner&quot;, d\u00e4r de kombinerade tre eller fler \u00e5rs avkastningsdata f\u00f6r att kartl\u00e4gga omr\u00e5den med konsekvent h\u00f6g och l\u00e5g avkastning kontra varierande fl\u00e4ckar.<\/p>\n<p>Dessa kartor \u00f6ver stabilitetszoner (med zonerna Q1\u2013Q4 f\u00f6r konsistens av h\u00f6g\/l\u00e5g avkastning) och nya f\u00f6rs\u00f6ksdesigner som Single-strip Spatial Evaluation Approach (SSEA) hj\u00e4lper jordbrukare att testa, genom forskning p\u00e5 g\u00e5rden, om f\u00f6r\u00e4ndringar i sk\u00f6tseln l\u00f6nar sig, givet k\u00e4nd variation inom f\u00e4ltet.<\/p>\n<h2>GeoPard-jordbruksplattformen<\/h2>\n<p><img data-recalc-dims=\"1\" decoding=\"async\" data-attachment-id=\"10804\" data-permalink=\"https:\/\/geopard.tech\/swe\/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=\"GeoPard-Bakgrunds-Precisions-Ag-programvara-G\u00f6r-mer-med-dina-data\" 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>GeoPard Agriculture tillhandah\u00e5ller en molnbaserad analysmotor som bearbetar all geospatial jordbruksdata. Som GeoPard uttrycker det \u00e4r plattformen &quot;ett opartiskt molnbaserat analyskraftverk f\u00f6r precisionsjordbruk&quot;, kapabelt att hantera flerskiktade, fler\u00e5riga data. I praktiken inh\u00e4mtar GeoPard avkastnings\u00f6vervakningsfiler, jordkartor, satellitbilder och mer f\u00f6r att producera f\u00e4rdiga kartor och recept. Viktiga funktioner inkluderar generering av fler\u00e5riga f\u00f6rvaltningszoner och kartor med variabel dosrecept (VRA), detaljerad analys av avkastningsdata och verktyg f\u00f6r gr\u00f6d\u00f6vervakning.<\/p>\n<p>Till exempel kan GeoPard rensa och kalibrera r\u00e5 sk\u00f6rdetr\u00f6skedata och till och med skapa syntetiska sk\u00f6rdekartor (uppskatta sk\u00f6rdar fr\u00e5n satellit-\/dr\u00f6narindata) f\u00f6r att fylla luckor d\u00e4r historiska data saknas. Plattformen st\u00f6der \u00e4ven topografi- och jorddataanalys, 3D-f\u00e4ltvisualisering, j\u00e4mf\u00f6relse av data fr\u00e5n bearbetning med mera.<\/p>\n<ul>\n<li><strong>Kartl\u00e4ggning av f\u00f6rvaltningszon och VRA:<\/strong> GeoPard anv\u00e4nder avkastnings-\/jordlager f\u00f6r att avgr\u00e4nsa f\u00e4ltzoner och skapa f\u00f6rskrivningskartor f\u00f6r exakt inmatning.<\/li>\n<li><strong>Bearbetning av avkastningsdata:<\/strong> Systemet implementerar automatiserad reng\u00f6ring och kalibrering av sk\u00f6rdarens avkastningsregister och kan generera syntetiska avkastningskartor fr\u00e5n fler\u00e5riga data och fj\u00e4rranalysdata.<\/li>\n<li><strong>\u00d6vervakning av gr\u00f6dor och f\u00e4lt:<\/strong> Satellitbaserade verktyg och multiindexanalyser hj\u00e4lper till att uppt\u00e4cka geografiska trender i gr\u00f6dors prestanda och begr\u00e4nsande faktorer fr\u00e5n \u00e5r till \u00e5r.<\/li>\n<\/ul>\n<h2>Samarbetsforskning och f\u00e4ltf\u00f6rs\u00f6k<\/h2>\n<p>I detta samarbete utforskar CAST och NMSP GeoPard Agriculture-plattformen f\u00f6r att bearbeta data fr\u00e5n r\u00e5 majsensilage och spannm\u00e5lsavkastnings\u00f6vervakning till rensade avkastningskartor, avkastningsstabilitetszoner och f\u00f6r att utv\u00e4rdera noggrannheten i genereringen av syntetiska avkastningsdata.<\/p>\n<p>Quirine Ketterings och hennes team p\u00e5 NMSP anv\u00e4nder data fr\u00e5n CAST-f\u00e4lt f\u00f6r att utv\u00e4rdera och f\u00f6rb\u00e4ttra noggrannheten hos GeoPards algoritmer f\u00f6r att kartl\u00e4gga avkastning, samt best\u00e4mma syntetisk avkastning f\u00f6r b\u00e5de helf\u00e4ltsbed\u00f6mningar och f\u00f6r experiment. Tillsammans med GeoPard utv\u00e4rderar Ketterings och hennes team datakvalitet och protokoll f\u00f6r att generera kartor \u00f6ver avkastningsstabilitetszoner f\u00f6r f\u00e4lt med flera \u00e5rs data.<\/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\/swe\/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=\"GeoPard och Cornell University CAST, NMSP Samarbete om datadriven jordbruk\" 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\">Foto av Madeline Hanscom\/NMSP<\/p><\/div>\n<p>Deras m\u00e5l \u00e4r att kunna analysera b\u00e5de konventionella forskningsf\u00f6rs\u00f6k p\u00e5 g\u00e5rdarna, s\u00e5v\u00e4l som de nyutvecklade Single-strip Spatial Evaluation Approach (SSEA)-f\u00f6rs\u00f6ken som anv\u00e4nder kunskap om variationer i avkastning inom f\u00e4lt. Viktiga aspekter av samarbetet inkluderar:<\/p>\n<ol>\n<li><strong>Dataintegration:<\/strong> CASTs sk\u00f6rde- och precisionsdata bearbetas i GeoPard, vilket omvandlar r\u00e5data till georefererade avkastningskartor och prestandalager.<\/li>\n<li><strong>Algoritmvalidering:<\/strong> GeoPards algoritmer f\u00f6r avkastningskartl\u00e4ggning och syntetisk avkastning testas mot CAST\/NMSP:s rigor\u00f6sa data fr\u00e5n g\u00e5rdstester, vilket f\u00f6rfinar tekniken baserat p\u00e5 verkliga m\u00e4tningar.<\/li>\n<li><strong>Rumslig analys:<\/strong> Teamet genererar kartor \u00f6ver avkastningsstabilitetszoner fr\u00e5n flera \u00e5rs data och utv\u00e4rderar hur v\u00e4l GeoPards modeller f\u00e5ngar verkliga f\u00e4ltm\u00f6nster.<\/li>\n<li><strong>Innovativ testdesign:<\/strong> Nya metoder som SSEA anv\u00e4nder avkastningsm\u00f6nster inom f\u00e4lt f\u00f6r att effektivt j\u00e4mf\u00f6ra behandlingar, med st\u00f6d av GeoPards rumsliga analys.<\/li>\n<\/ol>\n<p>Genom att arbeta tillsammans s\u00e4kerst\u00e4ller Cornell och GeoPard att plattformens resultat \u00e4r f\u00f6rankrade i g\u00e5rdarnas verklighet. \u00c4ven om GeoPard utnyttjar avancerad modellering (inklusive satellitbaserad avkastningsuppskattning), g\u00f6r validering p\u00e5 dessa datarika Cornell-g\u00e5rdar dess rekommendationer mer tillf\u00f6rlitliga. Denna integration av vetenskap, teknik och faktisk f\u00e4ltpraxis skapar en \u00e5terkopplingsslinga: b\u00e5de odlare och forskare drar nytta av mer tillf\u00f6rlitliga precisionsjordbruksverktyg.<\/p>\n<h2>Praktisk effekt: Mot h\u00e5llbart precisionsjordbruk<\/h2>\n<p>Det slutgiltiga m\u00e5let \u00e4r att oms\u00e4tta forskningsytor till praktisk v\u00e4gledning f\u00f6r jordbrukare. Avkastnings\u00f6vervakning och kartl\u00e4ggning ger jordbrukare insikt i variationer inom f\u00e4lt, vilket m\u00f6jligg\u00f6r riktade \u00e5tg\u00e4rder snarare \u00e4n generella behandlingar. Studier visar faktiskt att konsekvent avkastningskartl\u00e4ggning hj\u00e4lper jordbrukare att &quot;se vilka f\u00e4ltomr\u00e5den som presterar bra och vilka som beh\u00f6ver f\u00f6rb\u00e4ttras, vilket hj\u00e4lper dem att planera mer exakta \u00e5tg\u00e4rder&quot;.<\/p>\n<p>Till exempel kan en jordbrukare anv\u00e4nda GeoPard-kartor f\u00f6r att applicera g\u00f6dselmedel endast d\u00e4r gr\u00f6dor underpresterar i f\u00f6rh\u00e5llande till f\u00e4ltgenomsnittet, eller anta bevarandemetoder i zoner med konsekvent l\u00e5g avkastning. Genom att tillhandah\u00e5lla rensade data, analyser av avkastningsstabilitetskartor och syntetiska riktm\u00e4rken st\u00f6der Cornell-GeoPard-partnerskapet kostnadseffektiva och milj\u00f6m\u00e4ssigt smarta beslut.<\/p>","protected":false},"excerpt":{"rendered":"<p>Cornell Agricultural Systems Testbed and Demonstration Site (CAST) f\u00f6r framtidens g\u00e5rd och Cornell Nutrient Management Spear Program (NMSP) har g\u00e5tt samman\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":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture - GeoPard<\/title>\n<meta name=\"description\" content=\"cornell CAST is exploring the GeoPard Agriculture platform for processing corn silage and grain yield monitor data into yield maps.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/geopard.tech\/swe\/blogg\/geopard-och-cornell-university-inleder-nmsp-samarbete-om-datadrivet-jordbruk\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture - GeoPard\" \/>\n<meta property=\"og:description\" content=\"cornell CAST is exploring the GeoPard Agriculture platform for processing corn silage and grain yield monitor data into yield maps.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/swe\/blogg\/geopard-och-cornell-university-inleder-nmsp-samarbete-om-datadrivet-jordbruk\/\" \/>\n<meta property=\"og:site_name\" content=\"GeoPard - Precision agriculture Mapping software\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/geopardAgriculture\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-11-09T17:06:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-01-16T17:52:26+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"dementievgeopard\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:site\" content=\"@geopardagri\" \/>\n<meta name=\"twitter:label1\" content=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"dementievgeopard\" \/>\n\t<meta name=\"twitter:label2\" content=\"Ber\u00e4knad l\u00e4stid\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minuter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture\",\"datePublished\":\"2025-11-09T17:06:42+00:00\",\"dateModified\":\"2026-01-16T17:52:26+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/\"},\"wordCount\":921,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Partnership\"],\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/\",\"name\":\"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture - GeoPard\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2025-11-09T17:06:42+00:00\",\"dateModified\":\"2026-01-16T17:52:26+00:00\",\"description\":\"cornell CAST is exploring the GeoPard Agriculture platform for processing corn silage and grain yield monitor data into yield maps.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#breadcrumb\"},\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"name\":\"GeoPard - Precision agriculture software\",\"description\":\"Precision agriculture Mapping software\",\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"alternateName\":\"GeoPard\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/geopard.tech\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sv-SE\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\",\"name\":\"GeoPard Agriculture\",\"alternateName\":\"GeoPard\",\"url\":\"https:\\\/\\\/geopard.tech\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1\",\"width\":512,\"height\":68,\"caption\":\"GeoPard Agriculture\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/geopardAgriculture\\\/\",\"https:\\\/\\\/x.com\\\/geopardagri\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/geopard-agriculture\\\/\",\"https:\\\/\\\/www.instagram.com\\\/geopardagriculture\\\/\",\"https:\\\/\\\/www.youtube.com\\\/channel\\\/UCiaPGLAhRPNh-s85dXdC-Sw\",\"https:\\\/\\\/www.g2.com\\\/products\\\/geopard-agriculture-precision-farming-software\\\/reviews\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\",\"name\":\"dementievgeopard\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g\",\"caption\":\"dementievgeopard\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"GeoPard och Cornell University CAST, NMSP-samarbete kring datadrivet jordbruk - GeoPard","description":"Cornell CAST utforskar GeoPard Agriculture-plattformen f\u00f6r att bearbeta data fr\u00e5n majsensilage och spannm\u00e5lsavkastnings\u00f6vervakning till avkastningskartor.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/geopard.tech\/swe\/blogg\/geopard-och-cornell-university-inleder-nmsp-samarbete-om-datadrivet-jordbruk\/","og_locale":"sv_SE","og_type":"article","og_title":"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture - GeoPard","og_description":"cornell CAST is exploring the GeoPard Agriculture platform for processing corn silage and grain yield monitor data into yield maps.","og_url":"https:\/\/geopard.tech\/swe\/blogg\/geopard-och-cornell-university-inleder-nmsp-samarbete-om-datadrivet-jordbruk\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2025-11-09T17:06:42+00:00","article_modified_time":"2026-01-16T17:52:26+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png","type":"image\/png"}],"author":"dementievgeopard","twitter_card":"summary_large_image","twitter_creator":"@geopardagri","twitter_site":"@geopardagri","twitter_misc":{"Skriven av":"dementievgeopard","Ber\u00e4knad l\u00e4stid":"5 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture","datePublished":"2025-11-09T17:06:42+00:00","dateModified":"2026-01-16T17:52:26+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/"},"wordCount":921,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1","articleSection":["Partnership"],"inLanguage":"sv-SE","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/","url":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/","name":"GeoPard och Cornell University CAST, NMSP-samarbete kring datadrivet jordbruk - GeoPard","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1","datePublished":"2025-11-09T17:06:42+00:00","dateModified":"2026-01-16T17:52:26+00:00","description":"Cornell CAST utforskar GeoPard Agriculture-plattformen f\u00f6r att bearbeta data fr\u00e5n majsensilage och spannm\u00e5lsavkastnings\u00f6vervakning till avkastningskartor.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1","width":1920,"height":1080},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/geopard-and-cornell-university-cast-nmsp-collaboration-on-data-driven-agriculture\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"GeoPard and Cornell University CAST, NMSP Collaboration on Data-Driven Agriculture"}]},{"@type":"WebSite","@id":"https:\/\/geopard.tech\/#website","url":"https:\/\/geopard.tech\/","name":"GeoPard - Precisionsjordbruksmjukvara","description":"Precisionsjordbruk kartprogramvara","publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"alternateName":"GeoPard","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/geopard.tech\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sv-SE"},{"@type":"Organization","@id":"https:\/\/geopard.tech\/#organization","name":"GeoPard Jordbruk","alternateName":"GeoPard","url":"https:\/\/geopard.tech\/","logo":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2026\/07\/geopard_logo_transparentbackground.png?fit=512%2C68&ssl=1","width":512,"height":68,"caption":"GeoPard Agriculture"},"image":{"@id":"https:\/\/geopard.tech\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/geopardAgriculture\/","https:\/\/x.com\/geopardagri","https:\/\/www.linkedin.com\/company\/geopard-agriculture\/","https:\/\/www.instagram.com\/geopardagriculture\/","https:\/\/www.youtube.com\/channel\/UCiaPGLAhRPNh-s85dXdC-Sw","https:\/\/www.g2.com\/products\/geopard-agriculture-precision-farming-software\/reviews"]},{"@type":"Person","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a","name":"Demens","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7c09adac9c20b00454199df5a41ea67c812a6c97e948bf109899836ddde31354?s=96&d=identicon&r=g","caption":"dementievgeopard"}}]}},"jetpack_publicize_connections":[],"jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pdiCPa-3gW","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2025\/11\/GeoPard-and-Cornell-University-CAST-NMSP-Collaboration-on-Data-Driven-Agriculture.png?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/posts\/12582","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/users\/210157960"}],"replies":[{"embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/comments?post=12582"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/posts\/12582\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/media\/12593"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/media?parent=12582"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/categories?post=12582"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/tags?post=12582"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}