Breiman, L.: Random Forests, Mach. Learn., 45, 5–32, https://doi.org/10.1023/A:1010933404324, 2001.
Cook, A. J., Murray, T., Luckman, A., Vaughan, D. G., and Barrand, N. E.: A new 100-m Digital Elevation Model of the Antarctic Peninsula derived from ASTER Global DEM: methods and accuracy assessment, Earth Syst. Sci. Data, 4, 129–142, https://doi.org/10.5194/essd-4-129-2012, 2012.
Crippen, R., Buckley, S., Agram, P., Belz, E., Gurrola, E., Hensley, S., Kobrick, M., Lavalle, M., Martin, J., Neumann, M., Nguyen, Q., Rosen, P., Shimada, J., Simard, M., and Tung, W.: Nasadem global elevation model: Methods and progress, ISPRS – International Archives of the Photogrammetry, Rem. Sens. Spat. Inf. Sci., XLI-B4, 125–128, https://doi.org/10.5194/isprs-archives-XLI-B4-125-2016, 2016.
del Rosario González-Moradas, M., Viveen, W., Andrés Vidal-Villalobos, R., and Carlos Villegas-Lanza, J.: A performance comparison of SRTM v. 3.0, AW3D30, ASTER GDEM3, Copernicus and TanDEM-X for tectonogeomorphic analysis in the South American Andes, CATENA, 228, 107160, https://doi.org/10.1016/j.catena.2023.107160, 2023.
Dubayah, R., Blair, J. B., Goetz, S., Fatoyinbo, L., Hansen, M., Healey, S., Hofton, M., Hurtt, G., Kellner, J., Luthcke, S., Armston, J., Tang, H., Duncanson, L., Hancock, S., Jantz, P., Marselis, S., Patterson, P. L., Qi, W., and Silva, C.: The Global Ecosystem Dynamics Investigation: High-resolution laser ranging of the Earth's forests and topography, Sci. Remote Sens., 1, 100002, https://doi.org/10.1016/j.srs.2020.100002, 2020.
Fahrland, E., Paschko, H., Jacob, P., and Kahabka, H.: Copernicus DEM Product Handbook, Airbus Defense and Space GmbH, Alemania AO/1-9422/18/I-LG, 2022.
Fan, Y., Ke, C.-Q., and Shen, X.: A new Greenland digital elevation model derived from ICESat-2 during 2018–2019, Earth Syst. Sci. Data, 14, 781–794, https://doi.org/10.5194/essd-14-781-2022, 2022.
Farr, T. G., Rosen, P. A., Caro, E., Crippen, R., Duren, R., Hensley, S., Kobrick, M., Paller, M., Rodriguez, E., Roth, L., Seal, D., Shaffer, S., Shimada, J., Umland, J., Werner, M., Oskin, M., Burbank, D., and Alsdorf, D.: The Shuttle Radar Topography Mission, Rev. Geophys., 45, RG2004, https://doi.org/10.1029/2005RG000183, 2007.
Fernandez-Diaz, J. C., Velikova, M., and Glennie, C. L.: Validation of ICESat-2 ATL08 Terrain and Canopy Height Retrievals in Tropical Mesoamerican Forests, IEEE J. Sel. Top. Appl., 15, 2956–2970, https://doi.org/10.1109/JSTARS.2022.3163208, 2022.
Franks, S., Storey, J., and Rengarajan, R.: The New Landsat Collection-2 Digital Elevation Model, Remote Sens.-Basel, 12, 3909, https://doi.org/10.3390/rs12233909, 2020.
García-Álvarez, D. and Lara Hinojosa, J.: Global Thematic Land Use Cover Datasets Characterizing Vegetation Covers, in: Land Use Cover Datasets and Validation Tools: Validation Practices with QGIS, edited by: García-Álvarez, D., Camacho Olmedo, M. T., Paegelow, M., and Mas, J. F., Springer International Publishing, Cham, 373–398, https://doi.org/10.1007/978-3-030-90998-7_19, 2022.
Geoscience Australia: Digital Elevation Model (DEM) of Australia derived from LiDAR 5 Metre Grid, Geoscience Australia, Canberra [data set], https://doi.org/10.26186/89644, 2015.
Gong, P., Liu, H., Zhang, M., Li, C., Wang, J., Huang, H., Clinton, N., Ji, L., Li, W., Bai, Y., Chen, B., Xu, B., Zhu, Z., Yuan, C., Suen, H., Guo, J., Xu, N., Li, W., Zhao, Y., and Song, L.: Stable classification with limited sample: transferring a 30 m resolution sample set collected in 2015 to mapping 10 m resolution global land cover in 2017, Sci. Bull., 64, 370–373, https://doi.org/10.1016/j.scib.2019.03.002, 2019 (data available at:
https://data-starcloud.pcl.ac.cn/zh/resource/1, last access: 17 January 2025).
Hawker, L., Neal, J., and Bates, P.: Accuracy assessment of the TanDEM-X 90 Digital Elevation Model for selected floodplain sites, Remote Sens. Environ., 232, 111319, https://doi.org/10.1016/j.rse.2019.111319, 2019.
Hawker, L., Uhe, P., Paulo, L., Sosa, J., Savage, J., Sampson, C., and Neal, J.: A 30 m global map of elevation with forests and buildings removed, Environ. Res. Lett., 17, 024016, https://doi.org/10.1088/1748-9326/ac4d4f, 2022.
Huang, J. and Yu, Y.: Vertical Accuracy Assessment of the ASTER, SRTM, GLO-30, and ATLAS in a Forested Environment, https://doi.org/10.3390/f15030426, 2024.
Instituto Geográfico Nacional: Argentina, Ministerio de Defensa [data set],
https://www.ign.gob.ar/NuestrasActividades/Geodesia/ModeloDigitalElevaciones/Mapa, last access: 1 October 2023.
Li, B., Xie, H., Tong, X., Tang, H., Liu, S., Jin, Y., Wang, C., and Ye, Z.: High-Accuracy Laser Altimetry Global Elevation Control Point Dataset for Satellite Topographic Mapping, IEEE T. Geosci. Remote, 60, 4411416, https://doi.org/10.1109/TGRS.2022.3177026, 2022.
Li, B., Xie, H., Liu, S., Sun, Y., Xu, Q., and Tong, X.: Correction of ICESat-2 terrain within urban areas using a water pump deployment criterion with the vertical contour of the terrain, Remote Sens. Environ., 298, 113817, https://doi.org/10.1016/j.rse.2023.113817, 2023a.
Li, B., Xie, H., Tong, X., Liu, S., Xu, Q., and Sun, Y.: Extracting accurate terrain in vegetated areas from ICESat-2 data, Int. J. Appl. Earth Obs., 117, 103200, https://doi.org/10.1016/j.jag.2023.103200, 2023b.
Li, B., Xie, H., Tong, X., Tang, H., and Liu, S.: A Global-Scale DEM Elevation Correction Model Using ICESat-2 Laser Altimetry Data, IEEE T. Geosci. Remote, 61, 1–15, https://doi.org/10.1109/TGRS.2023.3321956, 2023c.
Li, B. B., Xie, H., Liu, S. J., Tong, X. H., Tang, H., and Wang, X.: A Method of Extracting High-Accuracy Elevation Control Points from ICESat-2 Altimetry Data, Photogramm. Eng. Rem. S., 87, 821–830, https://doi.org/10.14358/PERS.21-00009R2, 2021.
Li, P., Shi, C., Li, Z., Muller, J.-P., Drummond, J., Li, X., Li, T., Li, Y., and Liu, J.: Evaluation of ASTER GDEM using GPS benchmarks and SRTM in China, Int. J. Remote Sens., 34, 1744–1771, https://doi.org/10.1080/01431161.2012.726752, 2013.
Magruder, L., Neuenschwander, A., and Klotz, B.: Digital terrain model elevation corrections using space-based imagery and ICESat-2 laser altimetry, Remote Sens. Environ., 264, 112621, https://doi.org/10.1016/j.rse.2021.112621, 2021.
Markus, T., Neumann, T., Martino, A., Abdalati, W., Brunt, K., Csatho, B., Farrell, S., Fricker, H., Gardner, A., Harding, D., Jasinski, M., Kwok, R., Magruder, L., Lubin, D., Luthcke, S., Morison, J., Nelson, R., Neuenschwander, A., Palm, S., Popescu, S., Shum, C. K., Schutz, B. E., Smith, B., Yang, Y. K., and Zwally, J.: The Ice, Cloud, and land Elevation Satellite-2 (ICESat-2): Science requirements, concept, and implementation, Remote Sens. Environ., 190, 260–273, https://doi.org/10.1016/j.rse.2016.12.029, 2017.
Martino, A. J., Neumann, T., Kurtz, N., and McLennan, D.: ICESat-2 mission overview and early performance, Proc. SPIE 11151, Sensors, Systems, and Next-Generation Satellites XXIII, 111510C (10 October 2019), https://doi.org/10.1117/12.2534938, 2019.
Meadows, M., Jones, S., and Reinke, K.: Vertical accuracy assessment of freely available global DEMs (FABDEM, Copernicus DEM, NASADEM, AW3D30 and SRTM) in flood-prone environments, Int. J. Digit. Earth, 17, 2308734, https://doi.org/10.1080/17538947.2024.2308734, 2024.
Neuenschwander, A. and Pitts, K.: The ATL08 land and vegetation product for the ICESat-2 Mission, Remote Sens. Environ., 221, 247–259, https://doi.org/10.1016/j.rse.2018.11.005, 2019.
Neuenschwander, A., Guenther, E., White, J. C., Duncanson, L., and Montesano, P.: Validation of ICESat-2 terrain and canopy heights in boreal forests, Remote Sens. Environ., 251, 112110, https://doi.org/10.1016/j.rse.2020.112110, 2020.
Neuenschwander, A. L., Pitts, K. L., Jelley, B. P., Robbins, J., Klotz, B., Popescu, S. C., Nelson, R. F., Harding, D., Pederson, D., and Sheridan, R.: ATLAS/ICESat-2 L3A Land and Vegetation Height (ATL08, Version 5), Boulder, Colorado USA, NASA National Snow and Ice Data Center Distributed Active Archive Center [data set], https://doi.org/10.5067/ATLAS/ATL08.005, 2021.
NOAA Office for Coastal Management: Digital Coast: Elevation, NOAA Office for Coastal Management [data set],
https://coast.noaa.gov/dataviewer/#/lidar/search, last access: 1 October 2023.
Okolie, C. J. and Smit, J. L.: A systematic review and meta-analysis of Digital elevation model (DEM) fusion: pre-processing, methods and applications, ISPRS J. Photogramm., 188, 1–29, https://doi.org/10.1016/j.isprsjprs.2022.03.016, 2022.
Okolie, C. J., Mills, J. P., Adeleke, A. K., Smit, J. L., Peppa, M. V., Altunel, A. O., and Arungwa, I. D.: Assessment of the global Copernicus, NASADEM, ASTER and AW3D digital elevation models in Central and Southern Africa, Geospat. Inf. Sci., 1–29, https://doi.org/10.1080/10095020.2023.2296010, 2024.
Pham, H. T., Marshall, L., Johnson, F., and Sharma, A.: A method for combining SRTM DEM and ASTER GDEM2 to improve topography estimation in regions without reference data, Remote Sens. Environ., 210, 229–241, https://doi.org/10.1016/j.rse.2018.03.026, 2018.
Purinton, B. and Bookhagen, B.: Beyond Vertical Point Accuracy: Assessing Inter-pixel Consistency in 30 m Global DEMs for the Arid Central Andes, Front. Earth Sci., 9, 758606, https://doi.org/10.3389/feart.2021.758606, 2021.
Schutz, B., Zwally, H., Shuman, C. A., and Hancock, D.: Overview of the ICESat mission, Geophys. Res. Lett., 32, L21S01, https://doi.org/10.1029/2005GL024009, 2005.
Sexton, J. O., Song, X.-P., Feng, M., Noojipady, P., Anand, A., Huang, C., Kim, D.-H., Collins, K. M., Channan, S., DiMiceli, C., and Townshend, J. R.: Global, 30 m resolution continuous fields of tree cover: Landsat-based rescaling of MODIS vegetation continuous fields with lidar-based estimates of error, Int. J. Digit. Earth, 6, 427–448, https://doi.org/10.1080/17538947.2013.786146, 2013.
Shen, X., Ke, C.-Q., Fan, Y., and Drolma, L.: A new digital elevation model (DEM) dataset of the entire Antarctic continent derived from ICESat-2, Earth Syst. Sci. Data, 14, 3075–3089, https://doi.org/10.5194/essd-14-3075-2022, 2022.
Tang, X., Xie, J., Liu, R., Huang, G., Zhao, C., Zhen, Y., Tang, H., and Dou, X.: Overview of the GF-7 Laser Altimeter System Mission, Earth Space Sci., 7, e2019EA000777, https://doi.org/10.1029/2019EA000777, 2020.
Townshend, J.: Global Forest Cover Change (GFCC) Tree Cover Multi-Year Global 30 m V003, NASA EOSDIS Land Processes Distributed Active Archive Center [data set], https://doi.org/10.5067/MEaSUREs/GFCC/GFCC30TC.003, 2016.
Tran, T.-N.-D., Nguyen, B. Q., Vo, N. D., Le, M.-H., Nguyen, Q.-D., Lakshmi, V., and Bolten, J. D.: Quantification of global Digital Elevation Model (DEM) – A case study of the newly released NASADEM for a river basin in Central Vietnam, J. Hydrol.: Reg. Stud., 45, 101282, https://doi.org/10.1016/j.ejrh.2022.101282, 2023.
Tran, T. N. D., Do, S. K., Nguyen, B. Q., Tran, V. N., Grodzka-Łukaszewska, M., Sinicyn, G., and Lakshmi, V.: Investigating the Future Flood and Drought Shifts in the Transboundary Srepok River Basin Using CMIP6 Projections, IEEE J. Sel. Top. Appl., 17, 7516–7529, https://doi.org/10.1109/JSTARS.2024.3380514, 2024a.
Tran, T.-N.-D., Tapas, M. R., Do, S. K., Etheridge, R., and Lakshmi, V.: Investigating the impacts of climate change on hydroclimatic extremes in the Tar-Pamlico River basin, North Carolina, J. Environ. Manage., 363, 121375, https://doi.org/10.1016/j.jenvman.2024.121375, 2024b.
Xie, H., Li, B., Tong, X., Tang, H., Liu, S., Jin, Y., Wang, C., Ye, Z., Chen, P., Xu, X., Liu, S., and Feng, Y.: Global satellite-borne laser altimeter elevation control point data set (2003–2009), National Tibetan Plateau/Third Pole Environment Data Center [data set], https://doi.org/10.11888/Geogra.tpdc.271727, 2021a.
Xie, H., Li, B., Tong, X., Zhang, X., He, T., Dai, J., Huang, G., Zhang, Z., and Liu, S.: A Planimetric Location Method for Laser Footprints of the Chinese Gaofen-7 Satellite Using Laser Spot Center Detection and Image Matching to Stereo Image Product, IEEE T. Geosci. Remote, 59, 9758–9771, https://doi.org/10.1109/TGRS.2020.3048042, 2021b.
Xie, H., Li, B., Liu, S., Ye, Z., Hong, Z., Sun, Y., Xu, Q., and Tong, X.: ICESat-2 corrected GDEM product (IC2-GDEM): Global digital elevation model refined by ICESat-2 laser altimeter data corrections to the ASTER GDEM, National Tibetan Plateau Data Center [data set], https://doi.org/10.11888/RemoteSen.tpdc.301229, 2024.
Yamazaki, D., Ikeshima, D., Tawatari, R., Yamaguchi, T., O'Loughlin, F., Neal, J. C., Sampson, C. C., Kanae, S., and Bates, P. D.: A high-accuracy map of global terrain elevations, Geophys. Res. Lett., 44, 5844–5853, https://doi.org/10.1002/2017GL072874, 2017.
Yue, L., Shen, H., Zhang, L., Zheng, X., Zhang, F., and Yuan, Q.: High-quality seamless DEM generation blending SRTM-1, ASTER GDEM v2 and ICESat/GLAS observations, ISPRS J. Photogramm., 123, 20–34, https://doi.org/10.1016/j.isprsjprs.2016.11.002, 2017.
Zhu, J., Yang, P.-F., Li, Y., Xie, Y.-Z., and Fu, H.-Q.: Accuracy assessment of ICESat-2 ATL08 terrain estimates: A case study in Spain, J. Cent. South Univ., 29, 226–238, https://doi.org/10.1007/s11771-022-4896-x, 2022.
