An improved LOD specification for 3D building models

The level of detail (LOD) concept of the OGC standard CityGML 2.0 is intended to differentiate multi-scale representations of semantic 3D city models. The concept is in practice principally used to indicate the geometric detail of a model, primarily of buildings. Despite the popularity and the general acceptance of this categorisation, we argue in this paper that from a geometric point of view the five LODs are insufficient and that their specification is ambiguous. We solve these shortcomings with a better definition of LODs and their refinement. Hereby we present a refined set of 16 LODs focused on the grade of the exterior geometry of buildings, which provide a stricter specification and allow less modelling freedom. This series is a result of an exhaustive research into currently available 3D city models, production workflows, and capabilities of acquisition techniques. Our specification also includes two hybrid models that reflect common acquisition practices. The new LODs are in line with the LODs of CityGML 2.0, and are intended to supplement, rather than replace the geometric part of the current specification. While in our paper we focus on the geometric aspect of the models, our specification is compatible with different levels of semantic granularity. Furthermore, the improved LODs can be considered format-agnostic. Among other benefits, the refined specification could be useful for companies for a better definition of their product portfolios, and for researchers to specify data requirements when presenting use cases of 3D city models. We support our refined LODs with experiments, proving their uniqueness by showing that each yields a different result in a 3D spatial operation.

[1]  S. P. Sekar,et al.  Using Three-Dimensional Volumetric Analysis in Everyday Urban Planning Processes , 2015 .

[2]  Sisi Zlatanova,et al.  UML-Based Approach to Developing a CityGML Application Domain Extension , 2013, Trans. GIS.

[3]  Andreas Geiger,et al.  Generalization of 3D IFC Building Models , 2015 .

[4]  Volker Coors,et al.  Integrating levels of detail in a Web-based 3D-GIS , 1998, GIS '98.

[5]  Nikolas Prechtel,et al.  On strategies and automation in upgrading 2D to 3D landscape representations , 2015 .

[6]  T. H. Kolbe,et al.  The Virtual 3D City Model of Berlin-Managing, Integrating, and Communicating Complex Urban Information , 2006 .

[7]  Ki-Joune Li,et al.  Integrating IndoorGML and CityGML for Indoor Space , 2014, W2GIS.

[8]  Thomas Leduc,et al.  Usage, Usability, and Utility of 3D City models , 2012 .

[9]  Volker Coors,et al.  Citygml-based 3d City Model For Energy Diagnostics And Urban Energy Policy Support , 2013, Building Simulation Conference Proceedings.

[10]  Jaroslav Hofierka,et al.  A New 3‐D Solar Radiation Model for 3‐D City Models , 2012, Trans. GIS.

[11]  Rongjun Qin,et al.  Change detection on LOD 2 building models with very high resolution spaceborne stereo imagery , 2014 .

[12]  Volker Coors,et al.  3D-GIS in networking environments , 2003, Comput. Environ. Urban Syst..

[13]  George Vosselman,et al.  CityGML Implementation Specifications for a Countrywide 3D Data Set , 2014 .

[14]  Sameer Saran,et al.  Formulation of hierarchical framework for 3D-GIS data acquisition techniques in context of Level-of-Detail (LoD) , 2013, 2013 IEEE Second International Conference on Image Information Processing (ICIIP-2013).

[15]  Hans-Gerd Maas,et al.  3D BUILDING MODEL GENERATION FROM AIRBORNE LASER SCANNER DATA USING 2D GIS DATA AND ORTHOGONAL POINT CLOUD PROJECTIONS , 2005 .

[16]  Emmanuel Maravelakis,et al.  Combining terrestrial laser scanning and computational fluid dynamics for the study of the urban thermal environment , 2014 .

[17]  Xiaoxiang Zhu,et al.  Facade Reconstruction Using Multiview Spaceborne TomoSAR Point Clouds , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[18]  T. Kolbe,et al.  CityGML goes to Broadway , 2015 .

[19]  Chia-Hao Wu,et al.  The application of geometric network models and building information models in geospatial environments for fire-fighting simulations , 2014, Comput. Environ. Urban Syst..

[20]  Helmut Mayer,et al.  Scale‐spaces for generalization of 3D buildings , 2005, Int. J. Geogr. Inf. Sci..

[21]  Dieter Fritsch,et al.  3D-City Models: Automatic and Semiautomatic Acquisition Methods , 1999 .

[22]  Volker Coors,et al.  Large scale integration of photovoltaics in cities , 2012 .

[23]  Peter Wonka,et al.  Generating 3D Building Models from Architectural Drawings: A Survey , 2009, IEEE Computer Graphics and Applications.

[24]  George Vosselman,et al.  3D BUILDING MODEL RECONSTRUCTION FROM POINT CLOUDS AND GROUND PLANS , 2001 .

[25]  Carlos Andújar,et al.  Visualization of Large‐Scale Urban Models through Multi‐Level Relief Impostors , 2010, Comput. Graph. Forum.

[26]  Daniel G. Aliaga,et al.  A Survey of Urban Reconstruction , 2013, Comput. Graph. Forum.

[27]  George Vosselman,et al.  Reconstruction of 3D building models from aerial images and maps , 2003 .

[28]  Matthias Trapp,et al.  Towards an Indoor Level-of-Detail Model for Route Visualization , 2009, 2009 Tenth International Conference on Mobile Data Management: Systems, Services and Middleware.

[29]  Youssef Diab,et al.  CityGML and IFC: Going further than LOD , 2013, 2013 Digital Heritage International Congress (DigitalHeritage).

[30]  Ziqi Li,et al.  Estimating Geographical PV Potential Using LiDAR Data for Buildings in Downtown San Francisco , 2015, Trans. GIS.

[31]  Agustín Trujillo,et al.  An efficient terrain Level of Detail implementation for mobile devices and performance study , 2015, Comput. Environ. Urban Syst..

[32]  S. O. Elberink,et al.  Generation and Dissemination of a National Virtual 3D City and Landscape Model for the Netherlands , 2013 .

[33]  Tilmann E. Kuhn,et al.  A method for predicting the economic potential of (building-integrated) photovoltaics in urban areas based on hourly Radiance simulations , 2015 .

[34]  Ralf-Peter Mundani,et al.  Synchronous collaborative tunnel design based on consistency-preserving multi-scale models , 2014, Adv. Eng. Informatics.

[35]  Joep Crompvoets SPATIALIST: SDI and Public Sector Innovation in Flanders , 2011 .

[36]  Lars Harrie,et al.  Detection and typification of linear structures for dynamic visualization of 3D city models , 2012, Comput. Environ. Urban Syst..

[37]  Michal Kedzierski,et al.  Terrestrial and Aerial Laser Scanning Data Integration Using Wavelet Analysis for the Purpose of 3D Building Modeling , 2014, Sensors.

[38]  Denis Morand,et al.  Structuration des informations pour les projets d’infrastructures. Proposition de niveaux complémentaires aux Level Of Detail et Level Of Development , 2014 .

[39]  M. Brasebin,et al.  Measuring the impact of 3D data geometric modeling on spatial analysis: Illustration with Skyview factor , 2012 .

[40]  Michael Wimmer,et al.  Instant architecture , 2003, ACM Trans. Graph..

[41]  Filip Biljecki,et al.  Automatic Semantic-preserving Conversion Between OBJ and CityGML , 2015, UDMV.

[42]  Oude Elberink,et al.  Acquisition of 3D topography : automated 3D road and building reconstruction using airborne laser scanner data and topographic maps , 2010 .

[43]  Jonathan Richard Shewchuk,et al.  Triangle: Engineering a 2D Quality Mesh Generator and Delaunay Triangulator , 1996, WACG.

[44]  Sameer Saran,et al.  CityGML based Interoperability for The Transformation of 3 D Data Models , 2015 .

[45]  Qing Zhu,et al.  Mathematical morphology-based generalization of complex 3D building models incorporating semantic relationships , 2012 .

[46]  Peter Wonka,et al.  Interactive architectural modeling with procedural extrusions , 2011, TOGS.

[47]  Bruno Vallet,et al.  Detecting blind building façades from highly overlapping wide angle aerial imagery , 2014 .

[48]  Miguel Brito,et al.  Modelling solar potential in the urban environment: State-of-the-art review , 2015 .

[49]  Luc Van Gool,et al.  3D all the way: Semantic segmentation of urban scenes from start to end in 3D , 2015, 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).

[50]  Xianfeng Huang,et al.  Increasing detail of 3D models through combined photogrammetric and procedural modelling , 2013, Geo spatial Inf. Sci..

[51]  Sisi Zlatanova,et al.  Detecting shadow for direct radiation using CityGML models for photovoltaic potentiality analysis , 2013 .

[52]  Reda Yaagoubi,et al.  HybVOR: A Voronoi-Based 3D GIS Approach for Camera Surveillance Network Placement , 2015, ISPRS Int. J. Geo Inf..

[53]  Ruben de Laat,et al.  Integration of BIM and GIS: The Development of the CityGML GeoBIM Extension , 2011 .

[54]  James H. Clark,et al.  Hierarchical geometric models for visible surface algorithms , 1976, CACM.

[55]  A. Wandl,et al.  Hotterdam: How space is making Rotterdam warmer, how this affects the health of its inhabitants, and what can be done about it , 2015 .

[56]  Marcus Götz,et al.  Towards generating highly detailed 3D CityGML models from OpenStreetMap , 2013, Int. J. Geogr. Inf. Sci..

[57]  Jürgen Döllner,et al.  Continuous level-of-detail modeling of buildings in 3D city models , 2005, GIS '05.

[58]  Sina Montazeri,et al.  Modelling and observation of heat losses from buildings : The impact of geometric detail on 3D heat flux modelling , 2013 .

[59]  Chimay J. Anumba,et al.  Mapping between BIM and 3D GIS in different levels of detail using schema mediation and instance comparison , 2016 .

[60]  Ryan Garnett,et al.  Visual Acceptance of Library-Generated CityGML LOD3 Building Models , 2014, Cartogr. Int. J. Geogr. Inf. Geovisualization.

[61]  M. Jancosek,et al.  Flexible building primitives for 3D building modeling , 2015 .

[62]  F. Nex,et al.  UAV for 3D mapping applications: a review , 2014 .

[63]  Buzinski prilaz 3D MODEL AND A SCALE MODEL OF THE CITY OF ZAGREB , 2009 .

[64]  Sina Montazeri,et al.  Modeling and observation of heat losses from buildings. The impact of geometric detail on 3D heat flux modeling , 2013 .

[65]  Dorota Chwieduk,et al.  Recommendation on modelling of solar energy incident on a building envelope , 2009 .

[66]  Yerach Doytsher,et al.  Preparing Simplified 3D Scenes of Multiple LODs of Buildings in Urban Areas Based on a Raster Approach and Information Theory , 2014 .

[67]  I. Buyuksaliha,et al.  EXPLORING THE PROCESSES OF GENERATING LOD ( 0-2 ) CITYGML MODELS IN GREATER MUNICIPALITY OF ISTANBUL , 2013 .

[68]  Guillaume Moreau,et al.  Footprint-Based Generalization of 3D Building Groups at Medium Level of Detail for Multi-Scale Urban Visualization , 2012 .

[69]  Lutz Plümer,et al.  Automatic classification of building types in 3D city models , 2012, GeoInformatica.

[70]  Hugo Ledoux,et al.  Topologically consistent 3D city models obtained by extrusion , 2011, Int. J. Geogr. Inf. Sci..

[71]  H. Seidel,et al.  Pattern-aware Deformation Using Sliding Dockers , 2011, SIGGRAPH 2011.

[72]  Jiann-Yeou Rau,et al.  A cost-effective strategy for multi-scale photo-realistic building modeling and web-based 3-D GIS applications in real estate , 2013, Comput. Environ. Urban Syst..

[73]  José Luis Lerma,et al.  Augmented reality and photogrammetry: A synergy to visualize physical and virtual city environments , 2010 .

[74]  Volker Coors,et al.  3D City modeling for urban scale heating energy demand forecasting , 2011 .

[75]  Alias Abdul-Rahman,et al.  Generalization of buildings within the framework of CityGML , 2013, Geo spatial Inf. Sci..

[76]  Gilles Gesquière,et al.  3D Visualization of Urban Data Based on CityGML with WebGL , 2012, Int. J. 3 D Inf. Model..

[77]  Keisuke Hanaki,et al.  Managing heat rejected from air conditioning systems to save energy and improve the microclimates of residential buildings , 2011, Comput. Environ. Urban Syst..

[78]  Monika Sester,et al.  Aggregation of LoD 1 building models as an optimization problem , 2011 .

[79]  R. Lindenbergh,et al.  Accuracy assessment of building point clouds automatically generated from iphone images , 2014 .

[80]  Monika Sester,et al.  3D building roof reconstruction from point clouds via generative models , 2011, GIS.

[81]  Thomas H. Kolbe,et al.  Simulation-Based Total Energy Demand Estimation of Buildings using Semantic 3D City Models , 2014, Int. J. 3 D Inf. Model..

[82]  Myriam Servières,et al.  Developing an ontology of space: Application to 3D city modeling , 2012 .

[83]  Guillaume Touya,et al.  Inferring the Scale of OpenStreetMap Features , 2015, OpenStreetMap in GIScience.

[84]  Perry Pei-Ju Yang,et al.  Viewsphere: A GIS-Based 3D Visibility Analysis for Urban Design Evaluation , 2007 .

[85]  Yuji Murayama,et al.  A GIS Approach to Estimation of Building Population for Micro‐spatial Analysis , 2009, Trans. GIS.

[86]  Guillaume Touya,et al.  Detecting Level-of-Detail Inconsistencies in Volunteered Geographic Information Data Sets , 2013, Cartogr. Int. J. Geogr. Inf. Geovisualization.

[87]  Cristina Catita,et al.  Extending solar potential analysis in buildings to vertical facades , 2014, Comput. Geosci..

[88]  S. Becker,et al.  Towards Complete LOD 3 Models – Automatic Interpretation of Building Structures , 2011 .

[89]  Carlo H. Séquin,et al.  Generation of 3D building models from 2D architectural plans , 1998, Comput. Aided Des..

[90]  Norbert Haala,et al.  An update on automatic 3D building reconstruction , 2010 .

[91]  Florent Lafarge,et al.  LOD Generation for Urban Scenes , 2015, ACM Trans. Graph..

[92]  Liu Liu,et al.  Interactive visualization of multi-resolution urban building models considering spatial cognition , 2011, Int. J. Geogr. Inf. Sci..

[93]  Paul M. Torrens,et al.  Visualizing the City: Communicating Urban Design to Planners and Decision-Makers , 2001 .

[94]  Karl-Heinrich Anders LEVEL OF DETAIL GENERATION OF 3D BUILDING GROUPS BY AGGREGATION AND TYPIFICATION , 2005 .

[95]  S. Buhur,et al.  3 D City Modelling for Planning Activities , Case Study : Haydarpasa Train Station , Haydarpasa Port and Surrounding Backside Zones , , 2009 .

[96]  Jacynthe Pouliot,et al.  Progress and New Trends in 3D Geoinformation Sciences , 2012 .

[97]  Jenny Harding,et al.  The Building Blocks of User-Focused 3D City Models , 2015, ISPRS Int. J. Geo Inf..

[98]  Sisi Zlatanova,et al.  A new LoD definition hierarchy for 3D city models used for natural disaster risk communication tool , 2012 .

[99]  Claire Ellul,et al.  LOD 1 VS. LOD 2 – PRELIMINARY INVESTIGATIONS INTO DIFFERENCES IN MOBILE RENDERING PERFORMANCE , 2013 .

[100]  Volker Coors,et al.  Combining GIS-based statistical and engineering urban heat consumption models: Towards a new framework for multi-scale policy support , 2015 .

[101]  Filip Biljecki,et al.  Error propagation in the computation of volumes in 3D city models with the Monte Carlo method , 2014 .

[102]  Eva Tsiliakou Procedural Modeling in 3 D GIS Environment , 2018 .

[103]  Katarzyna Leszek Environmental and Urban Spatial Analysis Based on a 3D City Model , 2015, ICCSA.

[104]  Filip Biljecki,et al.  Formalisation of the level of detail in 3D city modelling , 2014, Comput. Environ. Urban Syst..

[105]  Jantien E. Stoter,et al.  3D noise mapping in urban areas , 2008, Int. J. Geogr. Inf. Sci..

[106]  Filip Biljecki,et al.  Automatically enhancing CityGML LOD2 models with a corresponding indoor geometry , 2015, Int. J. Geogr. Inf. Sci..

[107]  Linh Truong-Hong,et al.  Quantitative evaluation strategies for urban 3D model generation from remote sensing data , 2015, Comput. Graph..

[108]  Gavin Smith,et al.  Modelling of Building Interiors with Mobile Phone Sensor Data , 2015, ISPRS Int. J. Geo Inf..

[109]  Alexander Köninger,et al.  3d-Gis for Urban Purposes , 1998, GeoInformatica.

[110]  Hendrik Herold,et al.  Analyzing building stock using topographic maps and GIS , 2009 .

[111]  R. El Meouche,et al.  AUTOMATIC RECONSTRUCTION OF 3D BUILDING MODELS FROM TERRESTRIAL LASER SCANNER DATA , 2013 .

[112]  Luc Van Gool,et al.  Procedural modeling of buildings , 2006, SIGGRAPH 2006.

[113]  Khurram Shahzad,et al.  Towards Interoperating CityGML and IFC Building Models: A Unified Model Based Approach , 2010 .

[114]  Filip Biljecki,et al.  Propagation of positional error in 3D GIS: estimation of the solar irradiation of building roofs , 2015, Int. J. Geogr. Inf. Sci..

[115]  M. Molenaar,et al.  Objects with fuzzy spatial extent , 1999 .

[116]  Nusret Demir,et al.  Automated Modeling of 3d Building Roofs Using Image and LIDAR Data , 2012 .

[117]  C. Brenner,et al.  TERRAIN-DEPENDENT AGGREGATION OF 3D CITY MODELS , 2009 .

[118]  Gustavo Patow,et al.  A Configurable LoD for Procedural Urban Models intended for Daylight Simulation , 2014, UDMV.

[119]  M. Gallay,et al.  Generating time series of virtual 3-D city models using a retrospective approach , 2015 .

[120]  Lutz Plümer,et al.  CityGML – Interoperable semantic 3D city models , 2012 .

[121]  T. Commandeur,et al.  Footprint decomposition combined with point cloud segmentation for producing valid 3D models , 2012 .

[122]  Ling Yang,et al.  Automatic simplification and visualization of 3D urban building models , 2012, Int. J. Appl. Earth Obs. Geoinformation.

[123]  Jianxiong Xiao,et al.  Image-based street-side city modeling , 2009, ACM Trans. Graph..

[124]  Charalabos Ioannidis,et al.  5D Multi-Purpose Land Information System , 2015, UDMV.

[125]  Ralf-Peter Mundani,et al.  Multi-resolution Models: Recent Progress in Coupling 3D Geometry to Environmental Numerical Simulation , 2015 .

[126]  G. S. Zhi,et al.  Graph theory-based approach for automatic recognition of CAD data , 2008, Eng. Appl. Artif. Intell..

[127]  L.A.H.M. van Berlo,et al.  Creating the Dutch National BIM Levels of Development , 2014 .

[128]  Daniela Oreni,et al.  Automatic façade modelling using point cloud data for energy-efficient retrofitting , 2014 .

[129]  Paolo Cignoni,et al.  MeshLab: an Open-Source 3D Mesh Processing System , 2008, ERCIM News.

[130]  Volker Coors,et al.  Geometric-Semantical Consistency Validation of CityGML Models , 2013 .

[131]  Ana Isabel Miranda,et al.  Detailed modelling of the wind comfort in a city avenue at the pedestrian level , 2012 .

[132]  Pascal Neis,et al.  Quality assessment for building footprints data on OpenStreetMap , 2014, Int. J. Geogr. Inf. Sci..

[133]  Sarah Smith-Voysey,et al.  Integrating building footprints and LiDAR elevation data to classify roof structures and visualise buildings , 2009, Computers, Environment and Urban Systems.

[134]  Sisi Zlatanova,et al.  Towards a National 3D Spatial Data Infrastructure: Case of The Netherlands , 2011 .

[135]  Y. Doytsher,et al.  Voxel based volumetric visibility analysis of urban environments , 2013 .

[136]  FanHongchao,et al.  Quality assessment for building footprints data on OpenStreetMap , 2014 .

[137]  Susanne Becker,et al.  Generation and application of rules for quality dependent façade reconstruction , 2009 .

[138]  D. Frommholz,et al.  EXTRACTING SEMANTICALLY ANNOTATED 3D BUILDING MODELS WITH TEXTURES FROM OBLIQUE AERIAL IMAGERY , 2015 .

[139]  G. Agugiaro From sub-optimal datasets to a CityGML-compliant 3D city model: experiences from Trento, Italy , 2014 .

[140]  K. Aringer,et al.  Bavarian 3D Building Model and Update Concept Based on LiDAR, Image Matching and Cadastre Information , 2014 .

[141]  Karl-Heinz Häfele,et al.  New Concepts for Structuring 3D City Models - An Extended Level of Detail Concept for CityGML Buildings , 2013, ICCSA.

[142]  Sisi Zlatanova,et al.  Establishing a national standard for 3D topographic data compliant to CityGML , 2013, Int. J. Geogr. Inf. Sci..

[143]  Ozan Emem,et al.  GENERATING PRECISE AND ACCURATE 3 D CITY MODELS USING PHOTOGRAMMETRIC DATA , 2004 .

[144]  Liqiu Meng,et al.  3D Building Generalisation , 2007 .

[145]  Jantien E. Stoter,et al.  Automatic conversion of IFC datasets to geometrically and semantically correct CityGML LOD3 buildings , 2016, Trans. GIS.

[146]  Lutz Plümer,et al.  Model driven reconstruction of roofs from sparse LIDAR point clouds , 2013 .

[147]  Liqiu Meng,et al.  A three-step approach of simplifying 3D buildings modeled by CityGML , 2012, Int. J. Geogr. Inf. Sci..

[148]  Karl-Heinz Häfele,et al.  OGC City Geography Markup Language (CityGML) Encoding Standard , 2012 .

[149]  Marc-O. Löwner,et al.  Evaluation Criteria for Recent LoD Proposals for City-GML Buildings , 2016 .

[150]  Jantien E. Stoter,et al.  A dimension-independent extrusion algorithm using generalised maps , 2015, Int. J. Geogr. Inf. Sci..

[151]  Filip Biljecki,et al.  Applications of 3D City Models: State of the Art Review , 2015, ISPRS Int. J. Geo Inf..

[152]  Filip Biljecki,et al.  Modeling a 3D City Model and Its Levels of Detail as a True 4D Model , 2015, ISPRS Int. J. Geo Inf..

[153]  Sisi Zlatanova,et al.  Exploring the processes of generating LOD (0-2) CityGML models in greater municipality of Istanbul , 2013 .

[154]  Jean-Laurent Hippolyte,et al.  Review: reconstruction of 3D building information models from 2D scanned plans , 2015 .

[155]  Luc Van Gool,et al.  Towards semantic city models , 2013 .

[156]  Jung Hong Chuang Level of Detail for 3D Graphics , 2002 .

[157]  Enrique Kremers,et al.  Towards a 3D Spatial Urban Energy Modelling Approach , 2013, Int. J. 3 D Inf. Model..

[158]  Thomas H. Kolbe,et al.  Spatio-semantic coherence in the integration of 3D city models , 2007 .

[159]  Hye-Young Kang,et al.  A Study on the LOD(Level of Detail) Model for Applications based on Indoor Space Data , 2014 .

[160]  Changjae Kim,et al.  Generation of Complex Polyhedral Building Models by Integrating Stereo-Aerial Imagery and Lidar Data , 2010 .

[161]  FanHongchao,et al.  A three-step approach of simplifying 3D buildings modeled by CityGML , 2012 .

[162]  Filip Biljecki,et al.  The variants of an LOD of a 3D building model and their influence on spatial analyses , 2016 .

[163]  Andreas Geiger,et al.  ENHANCED LOD CONCEPTS FOR VIRTUAL 3D CITY MODELS , 2013 .

[164]  Alexander Zipf,et al.  Generating web-based 3D City Models from OpenStreetMap: The current situation in Germany , 2010, Comput. Environ. Urban Syst..

[165]  Dieter Hildebrandt,et al.  An assisting, constrained 3D navigation technique for multiscale virtual 3D city models , 2013, GeoInformatica.

[166]  Rafael Bidarra,et al.  A Survey on Procedural Modelling for Virtual Worlds , 2014, Comput. Graph. Forum.

[167]  Jantien Stoter,et al.  3D Modelling with National Coverage: Bridging the Gap Between Research and Practice , 2015 .

[168]  Thomas H. Kolbe,et al.  Representing and Exchanging 3D City Models with CityGML , 2009 .

[169]  C. Brenner,et al.  Virtual city models from laser altimeter and 2D map data , 1999 .

[170]  Stefano Piffer,et al.  USING CITYGML TO DEPLOY SMART-CITY SERVICES FOR URBAN ECOSYSTEMS , 2013 .

[171]  Andreas Geiger,et al.  CONCEPT FOR BUILDING LICENSING BASED ON STANDARDIZED 3D GEO INFORMATION , 2010 .

[172]  Jürgen Döllner,et al.  Abstract representations for interactive visualization of virtual 3D city models , 2009, Comput. Environ. Urban Syst..

[173]  Vivek Verma,et al.  3D Building Detection and Modeling from Aerial LIDAR Data , 2006, 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'06).

[174]  Sameer Saran,et al.  CityGML at semantic level for urban energy conservation strategies , 2015, Ann. GIS.

[175]  Mark de Berg,et al.  On levels of detail in terrains , 1995, SCG '95.

[176]  C. Brenner Building reconstruction from images and laser scanning , 2005 .

[177]  Efi Dimopoulou,et al.  Procedural Modeling in 3D GIS Environment , 2014, Int. J. 3 D Inf. Model..

[178]  Andrea Forberg,et al.  Generalization of 3D building data based on a scale-space approach , 2007 .

[179]  StoterJantien,et al.  3D noise mapping in urban areas , 2008 .

[180]  Martin Kada,et al.  3D BUILDING RECONSTRUCTION FROM LIDAR BASED ON A CELL DECOMPOSITION APPROACH , 2009 .

[181]  Arzu Çöltekin,et al.  High Quality Geographic Services and Bandwidth Limitations , 2011, Future Internet.

[182]  Qing Zhu,et al.  Semantics‐based 3D dynamic hierarchical house property model , 2010, Int. J. Geogr. Inf. Sci..

[183]  Guillaume Damiand,et al.  Topological Reconstruction of Complex 3D Buildings and Automatic Extraction of Levels of Detail , 2014, UDMV.

[184]  Sehoon Ha,et al.  Iterative Training of Dynamic Skills Inspired by Human Coaching Techniques , 2014, ACM Trans. Graph..

[185]  Zulkepli Majid,et al.  TLS for generating multi-LOD of 3D building model , 2014 .

[186]  Sisi Zlatanova,et al.  Towards Defining a Framework for Automatic Generation of Buildings in CityGML Using Building Information Models , 2009 .

[187]  Jérôme Henri Kämpf,et al.  Urban Area Energy Flow Microsimulation for Planning Support: a Calibration and Verification Study , 2013 .

[188]  Volker Coors,et al.  Assessing Passive and Active Solar Energy Resources in Cities Using 3D City Models , 2014 .

[189]  Juha Hyyppä,et al.  Benchmarking the Performance of Mobile Laser Scanning Systems Using a Permanent Test Field , 2012, Sensors.

[190]  Armin B. Cremers,et al.  AUTOMATED UPDATING AND MAINTENANCE OF 3D CITY MODELS , 2010 .

[191]  Vincent Tourre,et al.  All range and heterogeneous multi-scale 3D city models , 2012 .

[192]  Bisheng Yang,et al.  Geometric structure simplification of 3D building models , 2013 .