{"id":10609,"date":"2024-07-06T20:36:51","date_gmt":"2024-07-06T18:36:51","guid":{"rendered":"https:\/\/geopard.tech\/?p=10609"},"modified":"2024-07-06T20:36:51","modified_gmt":"2024-07-06T18:36:51","slug":"fjarranalysdatafusionsmetod-for-att-overvaka-skogsforstorelse","status":"publish","type":"post","link":"https:\/\/geopard.tech\/swe\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/","title":{"rendered":"Fj\u00e4rranalysdatafusionsmetod f\u00f6r att \u00f6vervaka skogsf\u00f6rst\u00f6relse: En ny studie"},"content":{"rendered":"<p>Mot bakgrund av globala klimatf\u00f6r\u00e4ndringar och \u00f6kande m\u00e4nsklig aktivitet hotas skogar runt om i v\u00e4rlden av olika skadedjur, patogener och sjukdomar. Dessa hot \u00e4ventyrar h\u00e4lsan, motst\u00e5ndskraften och produktiviteten hos b\u00e5de naturliga skogar och skogsplantager.<\/p>\n<p>Att hantera dessa problem effektivt kr\u00e4ver tidig uppt\u00e4ckt och \u00e5tg\u00e4rder, vilket \u00e4r utmanande \u00f6ver stora omr\u00e5den. Med insikt om vikten av detta har forskare utvecklat ny teknik baserad p\u00e5 jordobservationsdata f\u00f6r att \u00f6vervaka och hantera skogsf\u00f6rst\u00f6relse.<\/p>\n<p>En nyligen genomf\u00f6rd studie introducerar en maskininl\u00e4rningsbaserad metod f\u00f6r att identifiera skadade skogar med hj\u00e4lp av fj\u00e4rranalysbilder med \u00f6ppen k\u00e4llkod fr\u00e5n Sentinel-2, med st\u00f6d av Google Earth-data. Denna metod fokuserar specifikt p\u00e5 boreala skogar som drabbats av barkborren Polygraphus proximus Blandford.<\/p>\n<p>Studien anv\u00e4nde en kombination av fj\u00e4rranalysbilder och maskininl\u00e4rningsalgoritmer f\u00f6r att uppt\u00e4cka och bed\u00f6ma skogsskador. H\u00e4r \u00e4r en kort sammanfattning av deras metod och resultat:<\/p>\n<ul>\n<li><strong>Bildannotering och algoritmutveckling:<\/strong> Forskarna b\u00f6rjade med att annotera bilder i kanaler som motsvarar naturlig f\u00e4rguppfattning (r\u00f6d, gr\u00f6n och bl\u00e5) tillg\u00e4ngliga p\u00e5 Google Earth. De till\u00e4mpade sedan djupa neurala n\u00e4tverk i tv\u00e5 problemformuleringar: semantisk segmentering och detektion.<\/li>\n<li><strong>Experimentella resultat:<\/strong> Genom sina experiment utvecklade forskarna en modell som kvantitativt bed\u00f6mer f\u00f6r\u00e4ndringar i m\u00e5lobjekt med h\u00f6g noggrannhet. Modellen uppn\u00e5dde en F1-po\u00e4ng p\u00e5 84,56%, vilket effektivt best\u00e4mmer antalet skadade tr\u00e4d och uppskattar de omr\u00e5den som upptas av vissna best\u00e5nd.<\/li>\n<li><strong>Integrering med Sentinel-2-bilder:<\/strong> Skademaskerna som erh\u00f6lls fr\u00e5n de h\u00f6guppl\u00f6sta bilderna integrerades med Sentinel-2-bilder med medelh\u00f6g uppl\u00f6sning. Denna integration uppn\u00e5dde en noggrannhet p\u00e5 81.26%, vilket g\u00f6r l\u00f6sningen l\u00e4mplig f\u00f6r operativa \u00f6vervakningssystem. Denna utveckling erbjuder en snabb och kostnadseffektiv metod f\u00f6r att identifiera skadade skogar i regionen.<\/li>\n<li><strong>Unik kommenterad datam\u00e4ngd:<\/strong> Dessutom sammanst\u00e4llde forskarna en unik kommenterad datam\u00e4ngd f\u00f6r att identifiera skogsomr\u00e5den som skadats av polygrafbaggen i studieomr\u00e5det. Denna datam\u00e4ngd \u00e4r ov\u00e4rderlig f\u00f6r framtida forskning och \u00f6vervakningsinsatser.<\/li>\n<\/ul>\n<p>Tidig uppt\u00e4ckt och kvantifiering av skogsf\u00f6rst\u00f6relse med hj\u00e4lp av denna fj\u00e4rranalysbaserade datafusionsmetod \u00e4r mycket lovande f\u00f6r skogsf\u00f6rvaltning och bevarandestrategier. Genom att m\u00f6jligg\u00f6ra snabba \u00e5tg\u00e4rder kan s\u00e5dan teknik bidra till att begr\u00e4nsa spridningen av skador och st\u00f6dja h\u00e5llbara skogsf\u00f6rvaltningsmetoder.<\/p>\n<p>\u00c4ven om den fullst\u00e4ndiga artikeln som beskriver denna forskning \u00e4nnu inte har publicerats, belyser denna tidiga sammanfattning potentialen i att integrera fj\u00e4rranalysdata med avancerade maskininl\u00e4rningstekniker f\u00f6r att ta itu med den akuta fr\u00e5gan om skogsf\u00f6rst\u00f6relse. I takt med att dessa tekniker forts\u00e4tter att utvecklas kommer de att spela en avg\u00f6rande roll f\u00f6r att skydda v\u00e5ra skogar mot de v\u00e4xande hoten som klimatf\u00f6r\u00e4ndringar och m\u00e4nskliga aktiviteter utg\u00f6r.<\/p>\n<p>H\u00e5ll utkik efter den fullst\u00e4ndiga publiceringen av denna banbrytande forskning, som utan tvekan kommer att ge ytterligare insikter och till\u00e4mpningar inom skogsf\u00f6rvaltning.<\/p>\n<p><strong>K\u00e4lla<\/strong>: <a href=\"https:\/\/www.frontiersin.org\/journals\/environmental-science\/articles\/10.3389\/fenvs.2024.1412870\/abstract\" rel=\"nofollow\">https:\/\/www.frontiersin.org\/journals\/environmental-science\/articles\/10.3389\/fenvs.2024.1412870\/abstract<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Inf\u00f6r globala klimatf\u00f6r\u00e4ndringar och \u00f6kande m\u00e4nsklig aktivitet hotas skogar runt om i v\u00e4rlden av olika skadedjur, patogener och sjukdomar. Dessa\u2026<\/p>","protected":false},"author":210157960,"featured_media":10612,"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":[1378],"tags":[],"class_list":["post-10609","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-remote-sensing"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study - GeoPard Agriculture<\/title>\n<meta name=\"description\" content=\"A recent study introduces a machine learning-based approach for identifying damaged forests using remote sensing images from Sentinel-2.\" \/>\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\/fjarranalysdatafusionsmetod-for-att-overvaka-skogsforstorelse\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study - GeoPard Agriculture\" \/>\n<meta property=\"og:description\" content=\"A recent study introduces a machine learning-based approach for identifying damaged forests using remote sensing images from Sentinel-2.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/geopard.tech\/swe\/blogg\/fjarranalysdatafusionsmetod-for-att-overvaka-skogsforstorelse\/\" \/>\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=\"2024-07-06T18:36:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.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=\"2 minuter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/\"},\"author\":{\"name\":\"dementievgeopard\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/#\\\/schema\\\/person\\\/dd217733c742620adc57befbbcd84a8a\"},\"headline\":\"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study\",\"datePublished\":\"2024-07-06T18:36:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/\"},\"wordCount\":458,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1\",\"articleSection\":[\"Remote Sensing\"],\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/\",\"url\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/\",\"name\":\"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study - GeoPard Agriculture\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1\",\"datePublished\":\"2024-07-06T18:36:51+00:00\",\"description\":\"A recent study introduces a machine learning-based approach for identifying damaged forests using remote sensing images from Sentinel-2.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#breadcrumb\"},\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#primaryimage\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/geopard.tech\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1\",\"width\":1920,\"height\":1080,\"caption\":\"Remote Sensing Data Fusion Approach To Monitor Forest Degradation\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/geopard.tech\\\/blog\\\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/geopard.tech\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study\"}]},{\"@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":"Fj\u00e4rranalysdatafusionsmetod f\u00f6r att \u00f6vervaka skogsf\u00f6rst\u00f6relse: En ny studie - GeoPard Agriculture","description":"En nyligen genomf\u00f6rd studie introducerar en maskininl\u00e4rningsbaserad metod f\u00f6r att identifiera skadade skogar med hj\u00e4lp av fj\u00e4rranalysbilder fr\u00e5n Sentinel-2.","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\/fjarranalysdatafusionsmetod-for-att-overvaka-skogsforstorelse\/","og_locale":"sv_SE","og_type":"article","og_title":"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study - GeoPard Agriculture","og_description":"A recent study introduces a machine learning-based approach for identifying damaged forests using remote sensing images from Sentinel-2.","og_url":"https:\/\/geopard.tech\/swe\/blogg\/fjarranalysdatafusionsmetod-for-att-overvaka-skogsforstorelse\/","og_site_name":"GeoPard - Precision agriculture Mapping software","article_publisher":"https:\/\/www.facebook.com\/geopardAgriculture\/","article_published_time":"2024-07-06T18:36:51+00:00","og_image":[{"width":1920,"height":1080,"url":"https:\/\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.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":"2 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#article","isPartOf":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/"},"author":{"name":"dementievgeopard","@id":"https:\/\/geopard.tech\/#\/schema\/person\/dd217733c742620adc57befbbcd84a8a"},"headline":"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study","datePublished":"2024-07-06T18:36:51+00:00","mainEntityOfPage":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/"},"wordCount":458,"commentCount":0,"publisher":{"@id":"https:\/\/geopard.tech\/#organization"},"image":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1","articleSection":["Remote Sensing"],"inLanguage":"sv-SE","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/","url":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/","name":"Fj\u00e4rranalysdatafusionsmetod f\u00f6r att \u00f6vervaka skogsf\u00f6rst\u00f6relse: En ny studie - GeoPard Agriculture","isPartOf":{"@id":"https:\/\/geopard.tech\/#website"},"primaryImageOfPage":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#primaryimage"},"image":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#primaryimage"},"thumbnailUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1","datePublished":"2024-07-06T18:36:51+00:00","description":"En nyligen genomf\u00f6rd studie introducerar en maskininl\u00e4rningsbaserad metod f\u00f6r att identifiera skadade skogar med hj\u00e4lp av fj\u00e4rranalysbilder fr\u00e5n Sentinel-2.","breadcrumb":{"@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#primaryimage","url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1","contentUrl":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1","width":1920,"height":1080,"caption":"Remote Sensing Data Fusion Approach To Monitor Forest Degradation"},{"@type":"BreadcrumbList","@id":"https:\/\/geopard.tech\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/geopard.tech\/"},{"@type":"ListItem","position":2,"name":"Remote Sensing Data Fusion Approach To Monitor Forest Degradation: A New Study"}]},{"@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-2L7","jetpack_featured_media_url":"https:\/\/i0.wp.com\/geopard.tech\/wp-content\/uploads\/2024\/07\/Remote-Sensing-Data-Fusion-Approach-To-Monitor-Forest-Degradation.png?fit=1920%2C1080&ssl=1","_links":{"self":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/posts\/10609","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=10609"}],"version-history":[{"count":0,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/posts\/10609\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/media\/10612"}],"wp:attachment":[{"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/media?parent=10609"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/categories?post=10609"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/geopard.tech\/swe\/wp-json\/wp\/v2\/tags?post=10609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}