Exa-MA WP1 - Terrain Internship Report
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Internship conducted by Giulio Carpi Lapi under the supervision of Vincent Chabannes
August 23, 2024.
1. Abstract
This internship took place at Cemosis (Center for Modeling and Simulation in Strasbourg), hosted by IRMA (Institute for Advanced Mathematical Research) at University of Strasbourg, France. It lasted 8 weeks, from the 11th of June to the 6th of August, 2024.
Cemosis is participating in the PEPR Numpex (Priority Research Program and Equipment for Numerical Exascale computing) through the Exa-MA (Methods and Algorithms for Exascale) project. Within this context, Cemosis aims to scale the Ktirio Urban Building application to exascale power. This application, developed as part of the CoE Hidalgo2 Urban Building Model use case, focuses on providing advanced tools for urban energy simulation.
A key aspect of this computational workflow is the 3D geometric reconstruction of urban landscapes. The terrain, represented by highly dense structured meshes, often contains unnecessary complexity, particularly in flat areas, due to elevation data sourced from uncompressed raster images.
The objective of this internship was to enhance the terrain mesh generation process creating constrained triangulated meshes aligned with contour lines. This approach aimed to significantly reduce the mesh size while maintaining or improving the precision of the original meshes, or at least ensuring controlled distortion.
During this internship, I collaborated with colleagues working on several projects within Exa-MA WP1 (Work Package 1), focused on discretization for the Exa-MA project. These projects included:
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Exa-MA WP1 - Vegetation
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Exa-MA WP1 - Urban Building LOD-1
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Exa-MA WP1 - Urban Building LOD-2 and Kinetic
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Exa-MA WP1 - Performance and Scalability
The overarching goal was to recreate a comprehensive urban model by integrating various urban elements, such as buildings and vegetation, into the terrain meshes to develop a detailed 3D model of the urban landscape. While my colleagues focused on specific components, some on vegetation elements and others on building models, the integration process will ensure that all these elements combine seamlessly.
This internship was conducted by Giulio Carpi Lapi under the supervision of Vincent Chabannes, research engineer at IRMA.
Special thanks are extended to Christophe Prud’homme, head of Cemosis, Pierre Alliez, senior researcher and team leader at Inria (National Institute for Research in Digital Science and Technology) and to Christos Georgiadis, post-doctoral researcher at Inria, for their valuable contributions.
3. Methodology
3.2. Configuration
3.3. Data acquisition
6. Prospects
6.2. Mesh refinement
6.3. Parallelization
7. Conclusion
7.1. Conclusion
References
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[cemosis] Cemosis. Center for Modeling and Simulation in Strasbourg. 2024. (www.cemosis.fr)
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[irma] IRMA. Institut de recherche mathématique avancée. 2024 (irma.math.unistra.fr)
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[unistra] University of Strasbourg. 2024. (en.unistra.fr)
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[numpex] PEPR Numpex. Priority Research Program and Equipment for Numerical Exascale computing. 2024. (numpex.org/numpex-program)
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[exama] Exa-MA. Methods and Algorithms for Exascale. 2024. (numpex.org/exama-methods-and-algorithms-for-exascale)
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[ktirio] Ktirio Urban Building application. Prud’homme Christophe. Expanding horizons: Ktirio and the urban building vision in Hidalgo2. October 2023. 2024. (github.com/orgs/feelpp/discussions/2167)
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[hidalgo2] CoE Hidalgo2. HPC and big data technologies for global challenges. 2024. (www.hidalgo2.eu/about)
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[ubm] CoE Hidalgo2. The Urban Building Model 2024. (www.hidalgo2.eu/urban-building-model)
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[inria] Inria. National Institute for Research in Digital Science and Technology. 2024. (www.inria.fr/en)
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[eea1] European Environment Agency. Greenhouse gas emissions from energy use in buildings in Europe. Octber 2023. 2024. (www.eea.europa.eu/en/analysis/indicators/greenhouse-gas-emissions-from-energy?activeAccordion=546a7c35-9188-4d23-94ee-005d97c26f2b)
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[eea2] European Environment Agency. Accelerating the energy efficiency renovation of residential buildings — a behavioural approach. June 2023. 2024. (www.eea.europa.eu/publications/accelerating-the-energy-efficiency)
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[ec1] European Commission. 2050 long-term strategy. 2024. (climate.ec.europa.eu/eu-action/climate-strategies-targets/2050-long-term-strategy_en#:~:text=Striving%20to%20become%20the%20world’s%20first%20climate%2Dneutral%20continent%20by%202050.&text=The%20EU%20aims%20to%20be,to%20the%20European%20Climate%20Law%20.)
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[ec2] European Commission. The European Green Deal. 2024. (commission.europa.eu/strategy-and-policy/priorities-2019-2024/european-green-deal_en)
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[ec3] European Commission. European Climate Law. 2024. (climate.ec.europa.eu/eu-action/european-climate-law_en)
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[ubp] Urban Building Pilot. Prud’homme Christophe. CoE Hidalgo2 Urban Building Pilot at NumPEx workshop on Discretization@Exascale. November 2023. 2024. (github.com/orgs/feelpp/discussions/2188)
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[eurohpc] EuroHPC JU. The European High Performance Computing Joint Undertaking. 2024. (eurohpc-ju.europa.eu/index_en)
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[mapbox] Wikipedia contributors. Mapbox. Wikipedia, The Free Encyclopedia. August 2024. 2024. (en.wikipedia.org/wiki/Mapbox)
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[mapbox-terrain-rgb] Mapbox. Mapbox Terrain-RGB v1. Mapbox Documentation. 2024. (docs.mapbox.com/data/tilesets/reference/mapbox-terrain-rgb-v1)
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[mapbox-raster-tiles] Mapbox. Mapbox Raster Tiles API. Mapbox Documentation. 2024. (docs.mapbox.com/api/maps/raster-tiles)
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[json-nlohmann] Lohmann, Niels. JSON for Modern C++. 2024. (json.nlohmann.me)
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[curl] Stenberg, Daniel. cURL: A Command Line Tool and Library for Transferring Data with URLs. 2024. (curl.se)
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[libpng] libpng: The Official PNG Reference Library. 2024. (www.libpng.org/pub/png/libpng.html)
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[cgal] CGAL: The Computational Geometry Algorithms Library. 2024. (www.cgal.org)
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[stl] STL (STereoLithography) File Format Specification. 2024. (www.fabbers.com/tech/STL_Format)
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[gmsh] Geuzaine Christophe, and Jean-François Remacle. Gmsh: A 3D Finite Element Mesh Generator with Built-in Pre- and Post-Processing Facilities. Version 4.10, 2024. (gmsh.info)
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[msh] MSH: The Gmsh Mesh File Format. 2024. (gmsh.info/doc/texinfo/gmsh.html#MSH-file-format)
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[img:lat-lon] Latitude and Longitude. BBC Bitesize. 2024. (www.bbc.co.uk/bitesize/guides/ztqtyrd/revision/1)
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[world-geodetic-system] Wikipedia contributors. World Geodetic System. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/World_Geodetic_System)
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[marcator-projection] Wikipedia contributors. Mercator projection. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Mercator_projection)
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[web-marcator-projection] Wikipedia contributors. Web Mercator projection. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Web_Mercator_projection)
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[cdt1] Wikipedia contributors. Constrained Delaunay triangulation. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Constrained_Delaunay_triangulation)
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[cdt2] L. Paul Chew. Constrained Delaunay Triangulations. Dartmouth College. 1987. 2024. (www.cs.jhu.edu/~misha/Spring16/Chew87.pdf)
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[dt] Wikipedia contributors. Delaunay triangulation. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Voronoi_diagram)
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[voronoi] Wikipedia contributors. Voronoi diagram. Wikipedia, The Free Encyclopedia. 2024. ()
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[tiled-web-map] Wikipedia contributors. Tiled web map. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Tiled_web_map)
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[img:tiles-coordinates] XYZ Tiles coordinate numbers. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/File:XYZ_Tiles.png)
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[img:tiled-web-map] Tiled Web Map. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Tiled_web_map#/media/File:Tiled_web_map_Stevage.png)
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[img:dt] Delaunay triangulation. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Delaunay_triangulation#/media/File:Delaunay_circumcircles_vectorial.svg)
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[img:dt-centers] Delaunay triangulation with all the circumcircles and their centers. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Delaunay_triangulation#/media/File:Delaunay_circumcircles_centers.svg)
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[img:dt-voronoi] Delaunay triangulation and its Voronoi diagram. Wikipedia, The Free Encyclopedia. 2024. (en.wikipedia.org/wiki/Delaunay_triangulation#/media/File:Delaunay_Voronoi.svg)
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[img:constrained-mesh] Pierre Alliez, Senior Researcher and Team Leader at Inria, Image provided during personal communication. 2024.
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[img:constrained-refined-mesh] Pierre Alliez, Senior Researcher and Team Leader at Inria, Image provided during personal communication. 2024.