Characterizing typhoon-disturbed biomass dynamics using multitemporal LiDAR, high-resolution imagery, and deep learning in cool-temperate forest, northern Japan

Hokkaido University issued a press release regarding the research conducted by the research group including Assoce. Prof. Ram Avtar（Division of Environmental Science Development） and Prof. Tatsuro Nakaji (Division of Biosphere Science)

URL：https://doi.org/10.1016/j.foreco.2026.123692

Detail(Japanese)：https://www.hokudai.ac.jp/news/2026/04/post-2265.html