# Geodata and Tooling Citation ## 1) LVermGeo RLP / GeoShop RLP (terrain, ortho, buildings) Source: GeoShop RLP - Digitale Gelaendemodelle (DGM) Source URL: https://geoshop.rlp.de/digitale_gelaendemodelle/digitale_gelaendemodelle_dgm.html GeoShop entry point: https://geoshop.rlp.de/ Open data portal: https://www.lvermgeo.rlp.de/geodaten-geoshop/open-data License: Data Licence Germany - Attribution - Version 2.0 (dl-de/by-2-0) License URL: https://www.govdata.de/dl-de/by-2-0 Accessed: 2026-01-19 Products used: - DGM1 (Digitales Gelaendemodell, GeoTIFF) - DOM1 (Digitales Oberflaechenmodell, GeoTIFF) - DOP20 (Digitale Orthophotos, JP2) - 3D-Gebaeudemodelle LOD2 (CityGML) - BDOM20RGBI (Gebaeude-/Objektpunktwolke, LAZ) - LPOLPG (LAS-Punktwolke, kombiniert; abgeleitete Teilmengen: LPG/LPO) GeoBasis download patterns used in the pipeline: - DGM1: `https://geobasis-rlp.de/data/dgm1/current/tif/dgm01_32_{x}_{y}_1_rp.tif` - DOM1: `https://geobasis-rlp.de/data/dom1/current/tif/dom1_32_{x}_{y}_1_rp_2020.tif` - DOP20: `https://geobasis-rlp.de/data/dop20rgb/current/jp2/dop20rgb_32_{x}_{y}_2_rp_2023.jp2` - LoD2 CityGML: `https://geobasis-rlp.de/data/geb3dlo/current/gml/LoD2_32_{x}_{y}_2_RP.gml` - BDOM20RGBI: `https://geobasis-rlp.de/data/bdom20rgbi/current/las/bdom20rgbi_32_{x}_{y}_2_rp.laz` - LPOLPG: `https://geobasis-rlp.de/data/las/current/las/lpolpg_32_{x}_{y}_1_rp.laz` Required attribution (verbatim): (c) GeoBasis-DE / LVermGeoRP 2026, dl-de/by-2-0, www.lvermgeo.rlp.de If modified, append: [Data modified] (or in German: [Daten bearbeitet]) ## 2) HydroRIVERS (river network for erosion workflow) Dataset: HydroRIVERS v1.0 (Europe tile used in pipeline) Download URL used by pipeline: https://data.hydrosheds.org/file/HydroRIVERS/HydroRIVERS_v10_eu_shp.zip Project page: https://www.hydrosheds.org License: Covered by the HydroSHEDS License Agreement (see https://www.hydrosheds.org) Accessed: 2026-01-23 Recommended citation (from HydroRIVERS Technical Documentation v1.0): Lehner, B., Grill G. (2013): Global river hydrography and network routing: baseline data and new approaches to study the world's large river systems. Hydrological Processes, 27(15): 2171-2186. Data is available at www.hydrosheds.org. ## 3) HydroLAKES (lake depth support for erosion workflow) Dataset: HydroLAKES v1.0 polygon database Download URL used by pipeline: https://data.hydrosheds.org/file/hydrolakes/HydroLAKES_polys_v10_shp.zip Project page: https://www.hydrosheds.org License: Creative Commons Attribution 4.0 International (CC BY 4.0) License URL: https://creativecommons.org/licenses/by/4.0/ Accessed: 2026-01-23 Recommended citation (from HydroLAKES Technical Documentation v1.0): Messager, M.L., Lehner, B., Grill, G., Nedeva, I., Schmitt, O. (2016): Estimating the volume and age of water stored in global lakes using a geo-statistical approach. Nature Communications: 13603. doi: 10.1038/ncomms13603. Data is available at www.hydrosheds.org. ## 4) GeoData pipeline tools used Core geospatial and conversion tooling used by `GeoData/geodata_to_unity.py` and `GeoData/geodata_pipeline/`: - Python (project runtime; configured for 3.11-3.12) - `uv` (environment and dependency management) - GDAL / OGR / OSR (`osgeo`) including `gdalbuildvrt` - PDAL - citygml-tools 2.4.0 - cjio (`cjio[export,reproject]`) - laspy (`laspy[lazrs]`) - NumPy - SciPy - scikit-learn - Shapely - trimesh - requests - tomli-w Reference implementation locations: - Dependencies: `GeoData/pyproject.toml` - Main CLI: `GeoData/geodata_to_unity.py` - Pipeline modules: `GeoData/geodata_pipeline/` ## 5) Numerical methods and related implementations (BibTeX) ```bibtex @article{saetra2012, title={Shallow Water Simulations on Multiple GPUs}, author={S{\ae}tra, ML and Brodtkorb, AR}, year={2012} } @book{toro2009, title={Riemann Solvers and Numerical Methods for Fluid Dynamics}, author={Toro, EF}, edition={3}, year={2009} } @article{kader2022, title={A New Variant of Rusanov Scheme}, author={Kader, ...}, journal={IJAM}, year={2022} } @article{audusse2004, title={A Fast and Stable Well-Balanced Scheme...}, author={Audusse, E and Bouchut, F and ...}, year={2004} } @github{bshishov2019, title={UnityTerrainErosionGPU}, author={Bshishov, A}, url={https://github.com/bshishov/UnityTerrainErosionGPU} } ```