{"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":"abordarea-fuziunii-datelor-de-teledetectie-pentru-monitorizarea-degradarii-padurilor","status":"publish","type":"post","link":"https:\/\/geopard.tech\/ro\/blog\/remote-sensing-data-fusion-approach-to-monitor-forest-degradation\/","title":{"rendered":"Abordarea fuziunii datelor de teledetec\u021bie pentru monitorizarea degrad\u0103rii p\u0103durilor: un nou studiu"},"content":{"rendered":"<p>\u00cen fa\u021ba schimb\u0103rilor climatice globale \u0219i a cre\u0219terii activit\u0103\u021bilor umane, p\u0103durile din \u00eentreaga lume sunt amenin\u021bate de diver\u0219i d\u0103un\u0103tori, agen\u021bi patogeni \u0219i boli. Aceste amenin\u021b\u0103ri compromit s\u0103n\u0103tatea, rezisten\u021ba \u0219i productivitatea at\u00e2t a p\u0103durilor naturale, c\u00e2t \u0219i a planta\u021biilor forestiere.<\/p>\n<p>Gestionarea eficient\u0103 a acestor probleme necesit\u0103 o detectare \u0219i o ac\u021biune timpurie, ceea ce este o provocare pe suprafe\u021be extinse. Recunosc\u00e2nd importan\u021ba acestui aspect, cercet\u0103torii au dezvoltat noi tehnologii bazate pe date de observare a P\u0103m\u00e2ntului pentru a monitoriza \u0219i gestiona degradarea p\u0103durilor.<\/p>\n<p>Un studiu recent introduce o abordare bazat\u0103 pe \u00eenv\u0103\u021bare automat\u0103 pentru identificarea p\u0103durilor deteriorate folosind imagini de teledetec\u021bie open-source de la Sentinel-2, sus\u021binute de date Google Earth. Aceast\u0103 abordare se concentreaz\u0103 \u00een mod specific pe p\u0103durile boreale afectate de g\u00e2ndacul de scoar\u021b\u0103, Polygraphus proximus Blandford.<\/p>\n<p>Studiul a utilizat o combina\u021bie de imagini de teledetec\u021bie \u0219i algoritmi de \u00eenv\u0103\u021bare automat\u0103 pentru a detecta \u0219i evalua daunele aduse p\u0103durilor. Iat\u0103 un scurt rezumat al metodologiei \u0219i constat\u0103rilor lor:<\/p>\n<ul>\n<li><strong>Adnotare de imagini \u0219i dezvoltare de algoritmi:<\/strong> Cercet\u0103torii au \u00eenceput prin a adnota imagini \u00een canale care corespund percep\u021biei naturale a culorilor (ro\u0219u, verde \u0219i albastru) disponibile pe Google Earth. Apoi au aplicat re\u021bele neuronale profunde \u00een dou\u0103 formul\u0103ri de probleme: segmentare semantic\u0103 \u0219i detectare.<\/li>\n<li><strong>Rezultate experimentale:<\/strong> Prin intermediul experimentelor lor, cercet\u0103torii au dezvoltat un model care evalueaz\u0103 cantitativ schimb\u0103rile obiectelor \u021bint\u0103 cu o precizie ridicat\u0103. Modelul a ob\u021binut un scor F1 de 84,56%, determin\u00e2nd eficient num\u0103rul de copaci deteriora\u021bi \u0219i estim\u00e2nd suprafe\u021bele ocupate de arboretele ofilite.<\/li>\n<li><strong>Integrare cu imagini Sentinel-2:<\/strong> M\u0103\u0219tile de deteriorare ob\u021binute din imaginile de \u00eenalt\u0103 rezolu\u021bie au fost integrate cu imagini Sentinel-2 de rezolu\u021bie medie. Aceast\u0103 integrare a atins o precizie de 81.26%, ceea ce face ca solu\u021bia s\u0103 fie potrivit\u0103 pentru sistemele opera\u021bionale de monitorizare. Aceast\u0103 \u00eembun\u0103t\u0103\u021bire ofer\u0103 o metod\u0103 rapid\u0103 \u0219i rentabil\u0103 pentru recunoa\u0219terea p\u0103durilor deteriorate din regiune.<\/li>\n<li><strong>Set de date adnotat unic:<\/strong> \u00cen plus, cercet\u0103torii au compilat un set unic de date adnotate pentru a identifica zonele forestiere afectate de g\u00e2ndacul poligraf \u00een regiunea studiat\u0103. Acest set de date este nepre\u021buit pentru cercet\u0103rile \u0219i eforturile de monitorizare viitoare.<\/li>\n<\/ul>\n<p>Detectarea \u0219i cuantificarea timpurie a degrad\u0103rii p\u0103durilor folosind aceast\u0103 abordare de fuziune a datelor de teledetec\u021bie ofer\u0103 perspective semnificative pentru strategiile de gestionare \u0219i conservare a p\u0103durilor. Permi\u021b\u00e2nd luarea de m\u0103suri \u00een timp util, astfel de tehnologii pot ajuta la limitarea r\u0103sp\u00e2ndirii daunelor \u0219i pot sprijini practicile de gestionare durabil\u0103 a p\u0103durilor.<\/p>\n<p>De\u0219i lucrarea complet\u0103 care detaliaz\u0103 aceast\u0103 cercetare nu a fost \u00eenc\u0103 publicat\u0103, acest rezumat timpuriu eviden\u021biaz\u0103 poten\u021bialul integr\u0103rii datelor de teledetec\u021bie cu tehnici avansate de \u00eenv\u0103\u021bare automat\u0103 pentru a aborda problema presant\u0103 a degrad\u0103rii p\u0103durilor. Pe m\u0103sur\u0103 ce aceste tehnologii continu\u0103 s\u0103 evolueze, ele vor juca un rol crucial \u00een protejarea p\u0103durilor noastre \u00eempotriva amenin\u021b\u0103rilor tot mai mari reprezentate de schimb\u0103rile climatice \u0219i activit\u0103\u021bile umane.<\/p>\n<p>R\u0103m\u00e2ne\u021bi pe faz\u0103 pentru publicarea complet\u0103 a acestei cercet\u0103ri inovatoare, care va oferi, f\u0103r\u0103 \u00eendoial\u0103, perspective \u0219i aplica\u021bii suplimentare \u00een domeniul gestion\u0103rii p\u0103durilor.<\/p>\n<p><strong>Surs\u0103<\/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>\u00cen fa\u021ba schimb\u0103rilor climatice globale \u0219i a cre\u0219terii activit\u0103\u021bilor umane, p\u0103durile din \u00eentreaga lume sunt amenin\u021bate de diver\u0219i d\u0103un\u0103tori, agen\u021bi patogeni \u0219i boli. Acestea\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":"","_crdt_document":"","content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_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":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.6 (Yoast SEO v27.4) - 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