{"id":80452,"date":"2026-03-16T15:03:50","date_gmt":"2026-03-16T14:03:50","guid":{"rendered":"https:\/\/www.he-arc.ch\/?post_type=he-arc_work&#038;p=80452"},"modified":"2026-03-18T10:25:59","modified_gmt":"2026-03-18T09:25:59","slug":"kidane-millena","status":"publish","type":"he-arc_work","link":"https:\/\/www.he-arc.ch\/en\/projets-etudiants\/kidane-millena\/","title":{"rendered":"KIDANE Millena"},"content":{"rendered":"\n<p>This project aimed to monitor forest health using remote sensing data, focusing on Sentinel-2 satellite imagery from 2015 to 2024.<\/p>\n\n\n\n<p>By calculating the Normalized Difference Vegetation Index (NDVI), we detected changes in vegetation over time that could indicate stress or tree mortality.<\/p>\n\n\n\n<p>A LiDAR-derived forest mask was applied to limit analysis to vegetated areas.<\/p>\n\n\n\n<p>Different anomaly detection approaches were used &#8211; such as year-to-year differences, seasonal comparisons, and z-score standardization.<\/p>\n\n\n\n<p>Visual validation was performed using high-resolution orthophotos from 2017, 2019, 2020, and 2023, confirming the observed patterns.<\/p>\n\n\n\n<p>The method is scalable, reproducible, and offers valuable support for forest managers aiming to detect early signs of decline.<\/p>\n\n\n\n<p>While machine learning was not implemented due to time constraints, it is proposed as a future improvement for automated classification of tree health.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><a href=\"https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Poster du travail de bachelor de Millena Kidane<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"423\" src=\"https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684-1024x423.png\" alt=\"\" class=\"wp-image-79893\" style=\"width:487px;height:auto\" srcset=\"https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684-1024x423.png 1024w, https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684-300x124.png 300w, https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684-768x317.png 768w, https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684-1536x634.png 1536w, https:\/\/www.he-arc.ch\/wp-content\/uploads\/2026\/03\/25ISC-TB202_Kidane_Millena-e1773669733684.png 1575w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"author":63,"featured_media":79893,"template":"","he-arc_domain":[3],"he-arc_training_branch":[48],"he-arc_training_orientation":[53],"he-arc_training_level":[58],"he-arc_project_year":[111],"class_list":["post-80452","he-arc_work","type-he-arc_work","status-publish","has-post-thumbnail","hentry","he-arc_domain-ingenierie","he-arc_training_branch-informatique-et-systemes-de-communication","he-arc_training_orientation-ingenierie-des-donnees","he-arc_training_level-travail-de-bachelor","he-arc_project_year-111"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>KIDANE Millena - Haute-Ecole Arc<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.he-arc.ch\/en\/projets-etudiants\/kidane-millena\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"KIDANE Millena - Haute-Ecole Arc\" \/>\n<meta property=\"og:description\" content=\"This project aimed to monitor forest health using remote sensing data, focusing on Sentinel-2 satellite imagery from 2015 to 2024. 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