{"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":"nuotolinio-stebejimo-duomenu-sintezes-metodas-misku-nykimo-stebejimui","status":"publish","type":"post","link":"https:\/\/geopard.tech\/lt\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/","title":{"rendered":"Nuotolinio steb\u0117jimo duomen\u0173 sintez\u0117s metodas mi\u0161k\u0173 nykimo steb\u0117jimui: naujas tyrimas"},"content":{"rendered":"<p>D\u0117l pasaulin\u0117s klimato kaitos ir did\u0117jan\u010dios \u017emoni\u0173 veiklos mi\u0161kams visame pasaulyje gresia \u012fvair\u016bs kenk\u0117jai, patogenai ir ligos. \u0160ios gr\u0117sm\u0117s kenkia tiek nat\u016brali\u0173 mi\u0161k\u0173, tiek mi\u0161ko plantacij\u0173 sveikatai, atsparumui ir produktyvumui.<\/p>\n<p>Norint veiksmingai valdyti \u0161ias problemas, reikia ankstyvo aptikimo ir veiksm\u0173, o tai sud\u0117tinga dideliuose plotuose. Pripa\u017eindami to svarb\u0105, tyr\u0117jai suk\u016br\u0117 naujas technologijas, pagr\u012fstas \u017dem\u0117s steb\u0117jimo duomenimis, skirtas mi\u0161k\u0173 nykimui steb\u0117ti ir valdyti.<\/p>\n<p>Neseniai atliktame tyrime pristatomas ma\u0161ininio mokymosi metodas pa\u017eeistiems mi\u0161kams nustatyti naudojant atvirojo kodo nuotolinio steb\u0117jimo vaizdus i\u0161 \u201eSentinel-2\u201c, pagr\u012fstus \u201eGoogle Earth\u201c duomenimis. \u0160is metodas konkre\u010diai skirtas borealiniams mi\u0161kams, kuriuos paveik\u0117 \u017eiev\u0117grau\u017eis Polygraphus proximus Blandford.<\/p>\n<p>Tyrime mi\u0161k\u0173 \u017ealai aptikti ir \u012fvertinti buvo naudojamas nuotolinio steb\u0117jimo vaizd\u0173 ir ma\u0161ininio mokymosi algoritm\u0173 derinys. Pateikiame trump\u0105 j\u0173 metodologijos ir i\u0161vad\u0173 santrauk\u0105:<\/p>\n<ul>\n<li><strong>Vaizd\u0173 anotavimas ir algoritmo k\u016brimas:<\/strong> Tyr\u0117jai prad\u0117jo komentuodami vaizdus kanaluose, kurie atitinka nat\u016brali\u0105 spalv\u0173 suvokim\u0105 (raudona, \u017ealia ir m\u0117lyna), prieinam\u0105 \u201eGoogle Earth\u201c. Tada jie pritaik\u0117 giliuosius neuroninius tinklus dviem problem\u0173 formuluot\u0117ms: semantinei segmentacijai ir aptikimui.<\/li>\n<li><strong>Eksperimentiniai rezultatai:<\/strong> Eksperiment\u0173 metu tyr\u0117jai suk\u016br\u0117 model\u012f, kuris kiekybi\u0161kai ir labai tiksliai \u012fvertina tikslini\u0173 objekt\u0173 poky\u010dius. Modelis pasiek\u0117 84,56% F1 bal\u0105, efektyviai nustatydamas pa\u017eeist\u0173 med\u017ei\u0173 skai\u010di\u0173 ir \u012fvertindamas nud\u017ei\u016bvusi\u0173 medyn\u0173 u\u017eimamus plotus.<\/li>\n<li><strong>Integracija su \u201eSentinel-2\u201c vaizdais:<\/strong> I\u0161 didel\u0117s skiriamosios gebos vaizd\u0173 gautos pa\u017eeidim\u0173 kauk\u0117s buvo integruotos su vidutin\u0117s skiriamosios gebos \u201eSentinel-2\u201c vaizdais. \u0160i integracija pasiek\u0117 81,26% tikslum\u0105, tod\u0117l sprendimas tinka operacin\u0117ms steb\u0117jimo sistemoms. \u0160i pa\u017eanga si\u016blo greit\u0105 ir ekonomi\u0161k\u0105 metod\u0105 pa\u017eeistiems mi\u0161kams regione atpa\u017einti.<\/li>\n<li><strong>Unikalus anotuotas duomen\u0173 rinkinys:<\/strong> Be to, tyr\u0117jai surinko unikal\u0173 anotuot\u0105 duomen\u0173 rinkin\u012f, skirt\u0105 nustatyti poligrafvabalio pa\u017eeistus mi\u0161ko plotus tyrimo regione. \u0160is duomen\u0173 rinkinys yra ne\u012fkainojamas b\u016bsimiems tyrimams ir steb\u0117senos darbams.<\/li>\n<\/ul>\n<p>Ankstyvas mi\u0161k\u0173 nykimo nustatymas ir kiekybinis \u012fvertinimas naudojant \u0161\u012f nuotolinio steb\u0117jimo duomen\u0173 suliejimo metod\u0105 yra labai perspektyvus mi\u0161k\u0173 tvarkymo ir i\u0161saugojimo strategijoms. Sudarydamos s\u0105lygas laiku imtis veiksm\u0173, tokios technologijos gali pad\u0117ti apriboti \u017ealos plitim\u0105 ir remti tvarios mi\u0161k\u0173 tvarkymo praktik\u0105.<\/p>\n<p>Nors visas \u0161io tyrimo dokumentas dar nepaskelbtas, \u0161ioje ankstyvoje santraukoje pabr\u0117\u017eiamas nuotolinio steb\u0117jimo duomen\u0173 integravimo su pa\u017eangiomis ma\u0161ininio mokymosi technologijomis potencialas sprend\u017eiant aktuali\u0105 mi\u0161k\u0173 nykimo problem\u0105. \u0160ioms technologijoms toliau tobul\u0117jant, jos atliks lemiam\u0105 vaidmen\u012f saugant m\u016bs\u0173 mi\u0161kus nuo did\u0117jan\u010di\u0173 klimato kaitos ir \u017emogaus veiklos keliam\u0173 gr\u0117smi\u0173.<\/p>\n<p>Laukite i\u0161samaus \u0161io novatori\u0161ko tyrimo paskelbimo, kuris neabejotinai suteiks daugiau \u012f\u017evalg\u0173 ir pritaikym\u0173 mi\u0161k\u0173 tvarkymo srityje.<\/p>\n<p><strong>\u0160altinis<\/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>Susid\u016brus su pasauline klimato kaita ir did\u0117jan\u010dia \u017emoni\u0173 veikla, mi\u0161kams visame pasaulyje gresia \u012fvair\u016bs kenk\u0117jai, patogenai ir ligos. \u0160ie\u2026<\/p>","protected":false},"author":210249433,"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,"_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":[1378],"tags":[],"class_list":["post-10609","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-remote-sensing"],"acf":[],"yoast_head":"<!-- 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