Harnessing Time-Series Satellite Data and Deep Learning to Monitor Historical Patterns of Deforestation in Eastern Himalayan Foothills of India - Bhuyan, Jintu Moni; Nandy, Subrata; Padalia, Hitendra; Pebam, Rocky; Nath, Arun Jyoti; Kushwaha, S. P. S.; Das, Ashesh Kumar (Journal of the Indian Society of Remote Sensing, 2025)
Keywords: Algorithms; Biodiversity; Biodiversity hot spots; Biodiversity loss; Carbon; Classification; Climate change; conservation areas; Data collection; Datasets; Deep learning; Deforestation; Earth and Environmental Science; Earth Sciences; Effectiveness; Emissions; energy; Environmental monitoring; Foothills; Forest management; forests; Himalayan region; Hydrologic cycle; image analysis; Image segmentation; India; Landsat satellites; Machine learning; Neural networks; Performance measurement; Python; Remote sensing; Remote Sensing/Photogrammetry; Research Article; Tensors; time series analysis; Training; Trends; Tropical forests; Vegetation; Wildlife; Wildlife conservation; Wildlife refuges; India; Himalayan region; Landsat time series; Northeast India; Tropical forests; Land use/land cover change; Google Earth Engine; U-Net