Publications
Udawalpola, M.R., A. Hasan, A. Liljedahl, A. Soliman, J. Terstriep, and C. Witharana, 2022: An Optimal GeoAI Workflow for Pan-Arctic Permafrost Feature Detection from High-Resolution Satellite Imagery, Photogrammetric Engineering & Remote Sensing, 88(3):181-188, https://doi.org/10.14358/PERS.21-00059R2
Abolt, C.J., A.L. Atchley, D.R. Harp, M.T. Jorgenson, C. Witharana, W.R. Bolton, J. Schwenk, T. Rettelbach, G. Grosse, J. Boike, I. Nitze, A.K. Liljedahl, C.T. Rumpca, C.J. Wilson, and K.E. Bennett, 2024:Topography Controls Variability in Circumpolar Permafrost Thaw Pond Expansion, Journal of Geophysical Research: Earth Surface, 129(9), https://doi.org/10.1029/2024JF007675
Udawalpola, M.R., C. Witharana, A. Hasan, A. Liljedahl, M. Ward Jones, and B. Jones, 2022: AUTOMATED RECOGNITION OF PERMAFROST DISTURBANCES USING HIGH-SPATIAL RESOLUTION SATELLITE IMAGERY AND DEEP LEARNING MODELS, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, XLVI-M-2, https://doi.org/10.5194/isprs-archives-XLVI-M-2-2022-203-2022
Udawalpola, M., A. Hasan, A.K. Liljedahl, A. Soliman, and C. Witharana, 2021: OPERATIONAL-SCALE GEOAI FOR PAN-ARCTIC PERMAFROST FEATURE DETECTION FROM HIGH-RESOLUTION SATELLITE IMAGERY, International Archives of the Photogrammetry, Remote Sensing, and Spatial Information Science, XLIV-M-3, https://doi.org/10.5194/isprs-archives-XLIV-M-3-2021-175-2021
Manos, E., C. Witharana, A.S. Perera, and A.K. Liljedahl, 2023: A multi-objective comparison of CNN architectures in Arctic human-built infrastructure mapping from sub-meter resolution satellite imagery, International Journal of Remote Sensing, 44(24):7670-7705, https://doi.org/10.1080/01431161.2023.2287563
Li, W., C.-Y. Hsu, S. Wang, C. Witharana, and A. Liljedahl, 2022: Real-time GeoAI for high-resolution mapping and segmentation of arctic permafrost features: the case of ice-wedge polygons, GeoAI '22: Proceedings of the 5th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, p.62-65, https://doi.org/10.1145/3557918.3565869
Hasan, A., C. Witharana, M.R. Udawalpola, and A.K. Liljedahl, 2022: DETECTION OF CLOUDS IN MEDIUM-RESOLUTION SATELLITE IMAGERY USING DEEP CONVOLUTIONAL NEURAL NETS, The International Archives of the Photogrammetry, Remote Sensing, and Spatial Information Sciences, XLVI-M-2, https://doi.org/10.5194/isprs-archives-XLVI-M-2-2022-103-2022
Hasan, A., M.R. Udawalpola, C. Witharana, and A.K. Liljedahl, 2021: COUNTING ICE-WEDGE POLYGONS FROM SPACE: USE OF COMMERCIAL SATELLITE IMAGERY TO MONITOR CHANGING ARCTIC POLYGONAL TUNDRA, The International Archives of the Photogrammetry, Remote Sensing, and Spatial Information Sciences, XLIV-M-3, https://doi.org/10.5194/isprs-archives-XLIV-M-3-2021-67-2021