{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T01:26:16Z","timestamp":1760145976805,"version":"build-2065373602"},"reference-count":71,"publisher":"MDPI AG","issue":"19","license":[{"start":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T00:00:00Z","timestamp":1727136000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001659","name":"Deutsche Forschungsgemeinschaft","doi-asserted-by":"publisher","award":["KE2453\/2-1"],"award-info":[{"award-number":["KE2453\/2-1"]}],"id":[{"id":"10.13039\/501100001659","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Remote Sensing"],"abstract":"<jats:p>Large Eddy Simulations (LES) allow the generation of spatio-temporal fields of the refractivity index for various meteorological conditions and provide a unique way to simulate turbulence-distorted phase measurements as those from geodetic sensors. This approach enables a statistical quantification of the von K\u00e1rm\u00e1n model\u2019s adequacy in describing the phase spectrum and the assessment of the validity of common assumptions such as isotropy or the Taylor frozen hypothesis. This contribution shows that the outer scale length, defined using the Taylor frozen hypothesis as the saturation frequency of the phase spectrum, can be statistically estimated, along with an error fit factor between the model and its estimation. It is found that this parameter strongly varies with height and meteorological conditions (convective or wind-driven boundary layer). The simulations further highlight the linear dependency with the variance of the turbulent phase fluctuations but no dependency on the local outer scale length as defined by Tatarskii. An application of these results within a geodetic context is proposed, where an understanding and solid estimation of the outer scale length is mandatory in avoiding biased decisions during statistical deformation analysis. The LES presented in this contribution support derivations for an improved stochastic model of terrestrial laser scanners.<\/jats:p>","DOI":"10.3390\/rs16193545","type":"journal-article","created":{"date-parts":[[2024,9,24]],"date-time":"2024-09-24T03:49:46Z","timestamp":1727149786000},"page":"3545","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["On a Correlation Model for Laser Scanners: A Large Eddy Simulation Experiment"],"prefix":"10.3390","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5986-5269","authenticated-orcid":false,"given":"Ga\u00ebl","family":"Kermarrec","sequence":"first","affiliation":[{"name":"Institute for Meteorology and Climatology, Leibniz Universit\u00e4t Hanover, 30167 Hanover, Germany"}]}],"member":"1968","published-online":{"date-parts":[[2024,9,24]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Andrews, L.C., and Phillips, R.L. (2005). Laser Beam Propagation through Random Media, SPIE Optical Engineering Press.","DOI":"10.1117\/3.626196"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"2122","DOI":"10.1364\/AO.32.002122","article-title":"Effects of refractive turbulence on coherent laser radar","volume":"32","author":"Rod","year":"1993","journal-title":"Appl. Opt."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"5764","DOI":"10.1364\/AO.33.005764","article-title":"Effects of global intermittency on laser propagation in the atmosphere","volume":"33","author":"Rod","year":"1994","journal-title":"Appl. Opt."},{"key":"ref_4","doi-asserted-by":"crossref","unstructured":"Stull, R. (1988). An Introduction to Boundary Layer Meteorology, Springer. Atmospheric and Oceanographic Sciences Library.","DOI":"10.1007\/978-94-009-3027-8"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"47179","DOI":"10.1364\/OE.470705","article-title":"Feasibility demonstration of AO pre-compensation for GEO feeder links in a relevant environment","volume":"30","author":"Bonnefois","year":"2022","journal-title":"Opt. Express"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"3070","DOI":"10.1364\/JOSAA.14.003070","article-title":"Theoretical spatiotemporal analysis of angle of arrival induced by atmospheric turbulence as observed with the grating scale monitor experiment","volume":"14","author":"Avila","year":"1997","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"99091K","DOI":"10.1117\/12.2231375","article-title":"Review of the Outer Scale of the Atmospheric Turbulence","volume":"Volume 9909","author":"Ziad","year":"2016","journal-title":"Proceedings of the Adaptive Optics Systems V"},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1016\/j.isprsjprs.2020.10.012","article-title":"Analysis of the temporal correlations of TLS range observations from plane fitting residuals","volume":"171","author":"Kermarrec","year":"2021","journal-title":"ISPRS J. Photogramm. Remote Sens."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"634","DOI":"10.1175\/1520-0469(1978)035<0634:OTTOTI>2.0.CO;2","article-title":"On the Theory of Turbulence in the Buoyancy Subrange of Stably Stratified Flows","volume":"35","author":"Weinstock","year":"1978","journal-title":"J. Atmos. Sci."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"1107","DOI":"10.1007\/s10652-022-09880-3","article-title":"Revisiting and revising Tatarskii\u2019s formulation for the temperature structure parameter (CT2) in atmospheric flows","volume":"22","author":"Basu","year":"2022","journal-title":"Environ. Fluid Mech."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"5415","DOI":"10.1364\/AO.39.005415","article-title":"From the grating scale monitor to the generalized seeing monitor","volume":"39","author":"Ziad","year":"2000","journal-title":"Appl. Opt."},{"key":"ref_12","doi-asserted-by":"crossref","unstructured":"Kermarrec, G., L\u00f6sler, M., Guerrier, S., and Sch\u00f6n, S. (2022). The variance inflation factor to account for correlations in likelihood ratio tests: Deformation analysis with Terrestrial Laser Scanners. J. Geod., 96.","DOI":"10.1007\/s00190-022-01654-5"},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"2659","DOI":"10.1364\/OL.32.002659","article-title":"Cn2 profile measurement from Shack-Hartmann data","volume":"32","author":"Michau","year":"2007","journal-title":"Opt. Lett."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Cyril, P., Aur\u00e9lie, B., Jean-Marc, C., Anne, D., Fran\u00e7ois, G., Caroline, L., Joseph, M., Laurie, P., Philippe, P., and Marie-Th\u00e9r\u00e8se, V. (2022, January 29\u201331). FEELINGS: The ONERA\u2019s optical ground station for Geo Feeder links demonstration. Proceedings of the 2022 IEEE International Conference on Space Optical Systems and Applications (ICSOS), Virtual.","DOI":"10.1109\/ICSOS53063.2022.9749705"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"1561","DOI":"10.1364\/AO.35.001561","article-title":"Simulations of time series of atmospherically distorted wave fronts","volume":"35","author":"Jakobsson","year":"1996","journal-title":"Appl. Opt."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"3726","DOI":"10.1364\/AO.389121","article-title":"Precision analysis of turbulence phase screens and their influence on the simulation of Gaussian beam propagation in turbulent atmosphere","volume":"59","author":"Chen","year":"2020","journal-title":"Appl. Opt."},{"key":"ref_17","first-page":"77","article-title":"Scintillation effects on wavefront sensing in the Rytov regime","volume":"Volume 4125","author":"Roggemann","year":"2000","journal-title":"Proceedings of the Propagation and Imaging through the Atmosphere IV"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"1568","DOI":"10.1364\/JOSAA.8.001568","article-title":"Effect of a finite outer scale on the Zernike decomposition of atmospheric optical turbulence","volume":"8","author":"Winker","year":"1991","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"2755","DOI":"10.1364\/JOSAA.16.002755","article-title":"Turbulence spectrum effect on wave temporal-frequency spectra for light propagating through the atmosphere","volume":"16","author":"Rao","year":"1999","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1413","DOI":"10.1029\/1999RS900078","article-title":"Electromagnetic wave propagation through simulated atmospheric refractivity fields","volume":"34","author":"Gilbert","year":"1999","journal-title":"Radio Sci."},{"key":"ref_21","unstructured":"Ishimaru, A. (2005). Wave Propagation and Scattering in Random Media, IEEE Press."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1093\/biomet\/asy071","article-title":"The debiased Whittle likelihood","volume":"106","author":"Sykulski","year":"2019","journal-title":"Biometrika"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"8505","DOI":"10.1364\/AO.51.008505","article-title":"Method of estimation of turbulence characteristic scales","volume":"51","author":"Kulikov","year":"2012","journal-title":"Appl. Opt."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1175\/JTECH-D-13-00118.1","article-title":"Using the Time-Lag Correlation Function of Dual-Aperture Scintillometer Measurements to Obtain the Crosswind","volume":"31","author":"Hartogensis","year":"2014","journal-title":"J. Atmos. Ocean. Technol."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"481","DOI":"10.5194\/npg-24-481-2017","article-title":"Fractional Brownian motion, the Mat\u00e9rn process, and stochastic modeling of turbulent dispersion","volume":"24","author":"Lilly","year":"2017","journal-title":"Nonlinear Process. Geophys."},{"key":"ref_26","first-page":"476","article-title":"The Spectrum of Turbulence","volume":"164","author":"Taylor","year":"1938","journal-title":"Proc. R. Soc. London. Ser. A-Math. Phys. Sci."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"30088","DOI":"10.1364\/OE.23.030088","article-title":"Generalized anisotropic turbulence spectra and applications in the optical waves\u2019 propagation through anisotropic turbulence","volume":"23","author":"Cui","year":"2015","journal-title":"Opt. Express"},{"key":"ref_28","unstructured":"Weichel, H. (1990). Laser Beam Propagation in the Atmosphere, SPIE Press."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1175\/2010JAMC2426.1","article-title":"Local Structure Parameters of Temperature and Humidity in the Entrainment-Drying Convective Boundary Layer: A Large-Eddy Simulation Analysis","volume":"50","author":"Cheinet","year":"2011","journal-title":"J. Appl. Meteorol. Climatol."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1023\/A:1022807617073","article-title":"Effects of water vapour on the structure parameter of the refractive index for near-infrared radiation","volume":"107","author":"Moene","year":"2003","journal-title":"Bound.-Layer Meteorol."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1016\/S0079-6638(08)70006-4","article-title":"II Enhanced Backscattering in Optics","volume":"29","author":"Barabanenkov","year":"1991","journal-title":"Prog. Opt."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"2839","DOI":"10.5194\/amt-15-2839-2022","article-title":"Scan strategies for wind profiling with Doppler lidar \u2013 an large-eddy simulation (LES)-based evaluation","volume":"15","author":"Rahlves","year":"2022","journal-title":"Atmos. Meas. Tech."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"3467","DOI":"10.1093\/mnras\/stu2655","article-title":"Simulation of atmospheric turbulence phase screen for large telescope and optical interferometer","volume":"447","author":"Jia","year":"2015","journal-title":"Mon. Not. R. Astron. Soc."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1364\/JOSAA.5.000481","article-title":"Estimating Cn2 over snow and sea ice from meteorological data","volume":"5","author":"Andreas","year":"1988","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Davis, P.J., and Rabinowitz, P. (1984). Methods of numerical Integration, Academic Press. [2nd ed.].","DOI":"10.1016\/B978-0-12-206360-2.50012-1"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"46","DOI":"10.1063\/1.3057286","article-title":"Wave Propagation in a Turbulent Medium","volume":"14","author":"Tatarski","year":"1961","journal-title":"Phys. Today"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1051\/aas:1999474","article-title":"3D mapping of optical turbulence using an atmospheric numerical model-I. A useful tool for ground-based astronomy","volume":"137","author":"Masciadri","year":"1999","journal-title":"Astron. Astrophys. Suppl. Ser."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Wheelon, A.D. (2001). Electromagnetic Scintillation, Cambridge University Press.","DOI":"10.1017\/CBO9780511534805"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"48","DOI":"10.1016\/0021-9991(80)90033-9","article-title":"Low-storage Runge-Kutta schemes","volume":"35","author":"Williamson","year":"1980","journal-title":"J. Comput. Phys."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"B135","DOI":"10.1364\/JOSAA.520550","article-title":"Spatiotemporal statistics of optical turbulence beyond Taylor\u2019s frozen turbulence hypothesis","volume":"41","author":"Perez","year":"2024","journal-title":"J. Opt. Soc. Am. A"},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"1403","DOI":"10.1029\/RS020i006p01403","article-title":"Measurement of turbulent energy dissipation rates in the middle atmosphere by radar techniques: A review","volume":"20","author":"Hocking","year":"1985","journal-title":"Radio Sci."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Klipp, C. (2014). Turbulence Anisotropy in the Near-Surface Atmosphere and the Evaluation of Multiple Outer Length Scales. Bound.-Layer Meteorol., 151.","DOI":"10.1007\/s10546-013-9884-0"},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"5763","DOI":"10.1364\/OE.18.005763","article-title":"Temporal-frequency spectra for optical wave propagating through non-Kolmogorov turbulence","volume":"18","author":"Du","year":"2010","journal-title":"Opt. Express"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1061","DOI":"10.1007\/s00190-014-0743-7","article-title":"On the M\u00e1tern covariance family: A proposal for modeling temporal correlations based on turbulence theory","volume":"88","author":"Kermarrec","year":"2014","journal-title":"J. Geod."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Brockwell, P.J., and Davis, R.A. (1991). Time Series: Theory and Methods, Springer.","DOI":"10.1007\/978-1-4419-0320-4"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Montillet, J.P., and Bos, M.S. (2020). Geodetic Time Series Analysis in Earth Sciences, Springer.","DOI":"10.1007\/978-3-030-21718-1"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"L53","DOI":"10.1093\/mnras\/273.1.L53","article-title":"Atmospheric path variations for baselines up to 80 m measured with the Sydney University Stellar Interferometer","volume":"273","author":"Davis","year":"1995","journal-title":"Mon. Not. R. Astron. Soc."},{"key":"ref_48","first-page":"127310","article-title":"Beyond Taylor\u2019s frozen turbulence hypothesis in ground-layer turbulence","volume":"Volume 12731","author":"Stein","year":"2023","journal-title":"Proceedings of the Environmental Effects on Light Propagation and Adaptive Systems VI"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"1335","DOI":"10.5194\/gmd-13-1335-2020","article-title":"Overview of the PALM model system 6.0","volume":"13","author":"Maronga","year":"2020","journal-title":"Geosci. Model Dev."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"2088","DOI":"10.1175\/1520-0493(2002)130<2088:TSMFEM>2.0.CO;2","article-title":"Time-Splitting Methods for Elastic Models Using Forward Time Schemes","volume":"130","author":"Wicker","year":"2002","journal-title":"Mon. Weather Rev."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1007\/BF00119502","article-title":"Stratocumulus-capped mixed layers derived from a three-dimensional model","volume":"18","author":"Deardorff","year":"1980","journal-title":"Bound.-Layer Meteorol."},{"key":"ref_52","first-page":"67470A","article-title":"The impact of boundary layer turbulence on optical propagation","volume":"Volume 6747","author":"Stein","year":"2007","journal-title":"Proceedings of the Optics in Atmospheric Propagation and Adaptive Systems X"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1474","DOI":"10.2478\/s11600-012-0063-3","article-title":"Direct Evaluation of Refractive-Index Structure Functions from Large-Eddy Simulation Output for Atmospheric Convective Boundary Layers","volume":"60","author":"Wilson","year":"2012","journal-title":"Acta Geophys."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"78","DOI":"10.1175\/1520-0469(1978)035<0078:NSOHMW>2.0.CO;2","article-title":"Numerical Simulation of Hydrostatic Mountain Waves","volume":"35","author":"Klemp","year":"1978","journal-title":"J. Atmos. Sci."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1175\/JAS3856.1","article-title":"Observations of Stably Stratified Shear-Driven Atmospheric Turbulence at Low and High Richardson Numbers","volume":"64","author":"Mauritsen","year":"2007","journal-title":"J. Atmos. Sci."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"255","DOI":"10.1023\/A:1001171313493","article-title":"Nocturnal boundary-layer regimes","volume":"88","author":"Mahrt","year":"1998","journal-title":"Bound.-Layer Meteorol."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"1193","DOI":"10.1051\/0004-6361:20031390","article-title":"Optical turbulence modeling in the boundary layer and free atmosphere using instrumented meteorological balloons","volume":"416","author":"Abahamid","year":"2004","journal-title":"Astron. Astrophys."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"10499","DOI":"10.1364\/AO.438170","article-title":"Near ground horizontal high resolution Cn2 profiling from Shack\u2013Hartmann slopeand scintillation data","volume":"60","author":"Sauvage","year":"2021","journal-title":"Appl. Opt."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1117\/12.211928","article-title":"Optical turbulence over paved surfaces","volume":"Volume 2471","author":"Dainty","year":"1995","journal-title":"Proceedings of the Atmospheric Propagation and Remote Sensing IV"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"277","DOI":"10.1016\/j.jmsy.2016.10.002","article-title":"Analysis of the initial thermal stabilization and air turbulences effects on Laser Tracker measurements","volume":"41","year":"2016","journal-title":"J. Manuf. Syst."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1007\/s10546-014-9913-7","article-title":"On the effect of surface heat-flux heterogeneities on the mixed-layer-top entrainment","volume":"151","author":"Maronga","year":"2014","journal-title":"Bound.-Layer Meteorol."},{"key":"ref_62","doi-asserted-by":"crossref","unstructured":"Kermarrec, G., Schild, N., and Hartmann, J. (2021, January 19\u201321). Using Least-Squares Residuals to Assess the Stochasticity of Measurements\u2014Example: Terrestrial Laser Scanner and Surface Modeling. Proceedings of the 7th International conference on Time Series and Forecasting, Gran Canaria, Spain.","DOI":"10.3390\/engproc2021005059"},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Brunner, F.K. (1984). Modelling of Atmospheric Effects on Terrestrial Geodetic Measurements. Geodetic Refraction: Effects of Electromagnetic Wave Propagation Through the Atmosphere, Springer.","DOI":"10.1007\/978-3-642-45583-4_7"},{"key":"ref_64","unstructured":"Teunissen, P. (2003). Adjustment Theory, Vol. Series on Mathematical Geodesy and Positioning, DUP Blueprint."},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Wu, C., Yuan, Y., Tang, Y., and Tian, B. (2021). Application of Terrestrial Laser Scanning (TLS) in the Architecture, Engineering and Construction (AEC) Industry. Sensors, 22.","DOI":"10.3390\/s22010265"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Zhao, L., Ma, X., Xiang, Z., Zhang, S., Hu, C., Zhou, Y., and Chen, G. (2022). Landslide Deformation Extraction from Terrestrial Laser Scanning Data with Weighted Least Squares Regularization Iteration Solution. Remote Sens., 14.","DOI":"10.3390\/rs14122897"},{"key":"ref_67","unstructured":"Vos, S., Kuschnerus, M., and Lindenbergh, R. (2020, January 10\u201314). Assessing the Error Budget for Permanent Laser Scanning in Coastal Areas. Proceedings of the Proceedings FIG Working Week, Amsterdam, The Netherlands."},{"key":"ref_68","first-page":"127310H","article-title":"Does atmospheric turbulence affect long-range terrestrial laser scanner observations? A case study in alpine region","volume":"Volume 12731","author":"Stein","year":"2023","journal-title":"Proceedings of the Environmental Effects on Light Propagation and Adaptive Systems VI"},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Di Biase, V., Kuschnerus, M., and Lindenbergh, R.C. (2022). Permanent Laser Scanner and Synthetic Aperture Radar Data: Correlation Characterisation at a Sandy Beach. Sensors, 22.","DOI":"10.3390\/s22062311"},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Schr\u00f6der, D., Anders, K., Winiwarter, L., and Wujanz, D. (2022, January 20\u201322). Permanent Terrestrial Lidar monitoring in mining, natural hazard prevention and Infrastructure Protection\u2014Chances, risks, and challenges: A case study of a rockfall in Tyrol, Austria. Proceedings of the 5th Joint International Symposium on Deformation Monitoring\u2014JISDM 2022, Valencia, Spain.","DOI":"10.4995\/JISDM2022.2022.13649"},{"key":"ref_71","unstructured":"Kermarrec, G. (2024, September 19). PALM_AMT_output, 2024. 11:46 PM (UTC+01:00). Available online: https:\/\/data.uni-hannover.de\/dataset\/2a6fe351-5a8a-4c1f-839c-abe8800a2d33."}],"container-title":["Remote Sensing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/19\/3545\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T16:01:13Z","timestamp":1760112073000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2072-4292\/16\/19\/3545"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,9,24]]},"references-count":71,"journal-issue":{"issue":"19","published-online":{"date-parts":[[2024,10]]}},"alternative-id":["rs16193545"],"URL":"https:\/\/doi.org\/10.3390\/rs16193545","relation":{},"ISSN":["2072-4292"],"issn-type":[{"type":"electronic","value":"2072-4292"}],"subject":[],"published":{"date-parts":[[2024,9,24]]}}}