CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

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_id ecaade2022_431
id ecaade2022_431
authors Sieder-Semlitsch, Jakob and Nicholas, Paul
year 2022
title Self-Serveying Multi-Robot System for Remote Deposition Modelling
source Pak, B, Wurzer, G and Stouffs, R (eds.), Co-creating the Future: Inclusion in and through Design - Proceedings of the 40th Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2022) - Volume 1, Ghent, 13-16 September 2022, pp. 233–240
doi https://doi.org/10.52842/conf.ecaade.2022.1.233
summary The need for increased automation of the AEC sector has been extensively documented within the architectural discipline over recent years. Far beyond economic perspectives, current advances in technology offer an increased and more direct implementation of sustainable materials. Within this research, the potential for the re-use of material with low embodied energy within automated construction will be examined. Herefore, Remote Material Deposition (RDM, firstly described in Dörfler et al., 2014) is utilized as main fabrication method, deploying varying compositions of local building debris, lime mortar, and sand, via a throwing arm. This research explores a method of continuous verification of material deployment and removal of material oversaturation to guarantee accuracy. Herefore, all instances of the robot ecology are in direct communication with one another and the user for verification, adaptation, and information. The proposed framework is examined through experimentation by designing, building, and implementing an inter-communicative network of bespoke semi-autonomous robots with all proposed parts of the system.
keywords Construction Automation, Material Reuse, Onsite Construction, Self Verifying System, Robot Ecology, Additive Manufacturing
series eCAADe
email
last changed 2024/04/22 07:10

_id acadia14_409
id acadia14_409
authors Bard, Joshua; Gannon, Madeline; Jacobson-Weaver, Zachary; Jeffers, Michael; Smith, Brian; Contreras, Mauricio
year 2014
title Seeing is Doing: Synthetic Tools for Robotically Augmented Fabrication in High-Skill Domains
source ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 409-416
doi https://doi.org/10.52842/conf.acadia.2014.409
summary The historical split between visualization and actualization in architectural design has encouraged a disciplinary split between representation (the domain of the designer) and construction (a domain entirely removed from the Architect’s purview). This split between seeing and doing in architectural design can be questioned in the context of contemporary robotic technologies where physical and digital workflows comingle in high-skill, collaborative domains.
keywords Architectural Robotics, Human-Robot Collaboration, MOCAP, Adaptive Fabrication, High-Skill Domain, Robotics and Autonomous Design Systems
series ACADIA
type Normal Paper
email
last changed 2022/06/07 07:54

_id acadia14_579
id acadia14_579
authors Brell-Cokcan, Sigrid; Braumann, Johannes
year 2014
title Robotic Production Immanent Design: Creative toolpath Design in Micro and Macro Scale
source ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 579-588
doi https://doi.org/10.52842/conf.acadia.2014.579
summary This paper discusses applications of production immanent design in the context of robotic fabrication and offers an outlook to a new research project on robotic stone structuring.
keywords production immanent design, robotic fabrication, parametric robot control, visual programming, Grasshopper
series ACADIA
type Normal Paper
email
last changed 2022/06/07 07:54

_id cdrf2023_526
id cdrf2023_526
authors Eric Peterson, Bhavleen Kaur
year 2023
title Printing Compound-Curved Sandwich Structures with Robotic Multi-Bias Additive Manufacturing
source Proceedings of the 2023 DigitalFUTURES The 5st International Conference on Computational Design and Robotic Fabrication (CDRF 2023)
doi https://doi.org/https://doi.org/10.1007/978-981-99-8405-3_44
summary A research team at Florida International University Robotics and Digital Fabrication Lab has developed a novel method for 3d-printing curved open grid core sandwich structures using a thermoplastic extruder mounted on a robotic arm. This print-on-print additive manufacturing (AM) method relies on the 3d modeling software Rhinoceros and its parametric software plugin Grasshopper with Kuka-Parametric Robotic Control (Kuka-PRC) to convert NURBS surfaces into multi-bias additive manufacturing (MBAM) toolpaths. While several high-profile projects including the University of Stuttgart ICD/ITKE Research Pavilions 2014–15 and 2016–17, ETH-Digital Building Technologies project Levis Ergon Chair 2018, and 3D printed chair using Robotic Hybrid Manufacturing at Institute of Advanced Architecture of Catalonia (IAAC) 2019, have previously demonstrated the feasibility of 3d printing with either MBAM or sandwich structures, this method for printing Compound-Curved Sandwich Structures with Robotic MBAM combines these methods offering the possibility to significantly reduce the weight of spanning or cantilevered surfaces by incorporating the structural logic of open grid-core sandwiches with MBAM toolpath printing. Often built with fiber reinforced plastics (FRP), sandwich structures are a common solution for thin wall construction of compound curved surfaces that require a high strength-to-weight ratio with applications including aerospace, wind energy, marine, automotive, transportation infrastructure, architecture, furniture, and sports equipment manufacturing. Typical practices for producing sandwich structures are labor intensive, involving a multi-stage process including (1) the design and fabrication of a mould, (2) the application of a surface substrate such as FRP, (3) the manual application of a light-weight grid-core material, and (4) application of a second surface substrate to complete the sandwich. There are several shortcomings to this moulded manufacturing method that affect both the formal outcome and the manufacturing process: moulds are often costly and labor intensive to build, formal geometric freedom is limited by the minimum draft angles required for successful removal from the mould, and customization and refinement of product lines can be limited by the need for moulds. While the most common material for this construction method is FRP, our proof-of-concept experiments relied on low-cost thermoplastic using a specially configured pellet extruder. While the method proved feasible for small representative examples there remain significant challenges to the successful deployment of this manufacturing method at larger scales that can only be addressed with additional research. The digital workflow includes the following steps: (1) Create a 3D digital model of the base surface in Rhino, (2) Generate toolpaths for laminar printing in Grasshopper by converting surfaces into lists of oriented points, (3) Generate the structural grid-core using the same process, (4) Orient the robot to align in the direction of the substructure geometric planes, (5) Print the grid core using MBAM toolpaths, (6) Repeat step 1 and 2 for printing the outer surface with appropriate adjustments to the extruder orientation. During the design and printing process, we encountered several challenges including selecting geometry suitable for testing, extruder orientation, calibration of the hot end and extrusion/movement speeds, and deviation between the computer model and the physical object on the build platen. Physical models varied from their digital counterparts by several millimeters due to material deformation in the extrusion and cooling process. Real-time deviation verification studies will likely improve the workflow in future studies.
series cdrf
email
last changed 2024/05/29 14:04

_id caadria2014_156
id caadria2014_156
authors Iwata, Shouto; Mikiya Takei and Shiro Matsushima
year 2014
title Enhanced 3D-Space-Scanning System by Robotic Technology
source Rethinking Comprehensive Design: Speculative Counterculture, Proceedings of the 19th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2014) / Kyoto 14-16 May 2014, pp. 347–356
doi https://doi.org/10.52842/conf.caadria.2014.347
summary This study, which scans an architectural space with two-wheel vehicle robot technology that allows the flexible collection of three-dimensional (3D) data, may initiate the interaction between human beings and architecture in the future. It focuses on extracting building geometry and capturing human behavior in order to allow a space to communicate with human behavior. The current project extracts building geometry and human behavior data to create designs through a two-wheel robot; it was a collaborative project among the students of different majors, including mechanical engineering, human interaction, computer sciences, and architectural design. In this paper, the adaptive possibility of the RGB-Depth camera is examined in extracting building geometry.
keywords human behavior; robot; design process; scan
series CAADRIA
email
last changed 2022/06/07 07:50

_id acadia14_647
id acadia14_647
authors Khorasgani, Mehrnoush Latifi; Prohasky, Daniel; Burry, Jane; Akbarzadeh, Akbar; Khorasgani, Nicholas Willaims
year 2014
title ROBOTHERMODON: An Artificial Sun Study Lab with a Robot Arm and Advanced Model Platform -A Thermal Heliodon(STEVE: Solar Thermal EValuation Experiment)
source ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 647-654
doi https://doi.org/10.52842/conf.acadia.2014.647
summary *This research focuses on the design of a Robotic solar analysis platform for critical studies which explore dynamic solar light and heat phenomena within the laboratory. This robotic platform gives designers the opportunity to receive rapid feedback from physical models in real-time.*
keywords Heliodon; Robothermodon; virtual sun path;Model Platform ;Works in Progres
series ACADIA
type Normal Paper
email
last changed 2022/06/07 07:52

_id ecaade2014_015
id ecaade2014_015
authors Odysseas Kontovourkis and George Tryfonos
year 2014
title Physical input-driven offline robotic simulation through a feedback loop process
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 411-421
doi https://doi.org/10.52842/conf.ecaade.2014.1.411
wos WOS:000361384700041
summary This ongoing research describes a feedback loop procedure where physical inputs are used as the medium for offline robotic simulation. The purpose is to investigate the ability of industrial robots that are currently used in manufacturing processes to work in a flexible and productive manner whilst providing a continuous feedback loop between physical inputs and fabrication artifacts. In order to achieve this, a methodology is developed that involves the use of data acquisition devices to enable the transference of information from the physical to the digital environment and then to use this data as real-time parameters to control the robot's behaviour during fabrication. The aim is to achieve active involvement of robots in the manufacturing process to address complex construction issues and to ensure accuracy, a reduction in manufacturing defects and flexibility in the materials used. This investigation is accompanied by relevant experiments to exemplify the potential of control mechanisms to be used in prototyping case studies.
keywords Physical input; robotic simulation; feedback loop; manufacturing process; material control
series eCAADe
email
last changed 2022/06/07 08:00

_id acadia14projects_111
id acadia14projects_111
authors Saunders, Andrew
year 2014
title Robotic Lattice Smock
source ACADIA 14: Design Agency [Projects of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9789126724478]Los Angeles 23-25 October, 2014), pp. 111-114
doi https://doi.org/10.52842/conf.acadia.2014.111.2
summary Lattice smocking distributes stich patterns across a flat grid at specific gathering points
keywords Robot, Fabrication, Folding, Kangaroo
series ACADIA
type Research Projects
email
last changed 2022/06/07 07:57

_id caadria2014_069
id caadria2014_069
authors Sosa, Ricardo; Qinqi Xu and Rajesh Elara Mohan
year 2014
title The House That Roomba Built
source Rethinking Comprehensive Design: Speculative Counterculture, Proceedings of the 19th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2014) / Kyoto 14-16 May 2014, pp. 647–656
doi https://doi.org/10.52842/conf.caadria.2014.647
summary The "Roomba House" (RH) is a novel generative design approach based on robotic interaction with the physical environment in order to inductively identify design opportunities for improving the design of future robot-inclusive spaces and furniture. The paper presents the theoretical and technological details of this approach, an empirical study of a cleaning robot and sample results from an evolutionary system inspired by heuristics inductively derived from the study. RH is an informed provocation based on the recognition that increasingly widespread domestic robots that roam our living spaces will infer key features and help produce creative design solutions that maintain or improve user requirements while improving their inclusiveness in everyday life.
keywords Robots, evolutionary creativity, computational creativity
series CAADRIA
email
last changed 2022/06/07 07:56

_id acadia14_555
id acadia14_555
authors Vomhof, Max; Vasey, Lauren, Brauer, Stefan; Eggenschwiler, Kurt; Strauss, Jurgen; Gramazio, Fabio; Kohler, Matthias
year 2014
title Robotic Fabrication of Acoustic Brick Walls
source ACADIA 14: Design Agency [Proceedings of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9781926724478]Los Angeles 23-25 October, 2014), pp. 555-564
doi https://doi.org/10.52842/conf.acadia.2014.555
summary This collaborative research project demonstrates the viability of using robotic fabrication and industrial polymer technologies in the fabrication of highly versatile and individually designed acoustically performative walls. Driven by the formal parameters which significantly impact the acoustics of a space through diffusion, in particular differentiated and aperiodic surface depth, a customizable system and fabrication process was developed in which an injection moulded element and a secondary insert are placed uniquely by robot and then joined through a process of ultra-sonic welding.
keywords Robotics, Digital Fabrication, Parametric Modelling, Acoustics, Collaborative Research Model, Ultra-Sonic Welding
series ACADIA
type Normal Paper
email
last changed 2022/06/07 07:58

_id ecaade2014_021
id ecaade2014_021
authors Aant van der Zee, Bauke de Vries and Theo Salet
year 2014
title From rapid prototyping to automated manufacturing
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 455-461
doi https://doi.org/10.52842/conf.ecaade.2014.1.455
wos WOS:000361384700045
summary In this paper we present an outline of a newly started project to develop a tool which connects BIM to a manufacturing technique like 3D printing. First we will look some promising manufacturing techniques. We will design a small dwelling and export it into a BIM, from which we will extract our data to generate the path the nozzle has to follow. The chosen path is constrained by the material properties, the design and speed of the nozzle. To validate the system we develop a small VR tool in which we mimic a manufacturing tool.
keywords Rapid prototyping; rapid manufacturing; robotics; automation; building information model (bim)
series eCAADe
email
last changed 2022/06/07 07:54

_id acadia21_530
id acadia21_530
authors Adel, Arash; Augustynowicz, Edyta; Wehrle, Thomas
year 2021
title Robotic Timber Construction
source ACADIA 2021: Realignments: Toward Critical Computation [Proceedings of the 41st Annual Conference of the Association of Computer Aided Design in Architecture (ACADIA) ISBN 979-8-986-08056-7]. Online and Global. 3-6 November 2021. edited by S. Parascho, J. Scott, and K. Dörfler. 530-537.
doi https://doi.org/10.52842/conf.acadia.2021.530
summary Several research projects (Gramazio et al. 2014; Willmann et al. 2015; Helm et al. 2017; Adel et al. 2018; Adel Ahmadian 2020) have investigated the use of automated assembly technologies (e.g., industrial robotic arms) for the fabrication of nonstandard timber structures. Building on these projects, we present a novel and transferable process for the robotic fabrication of bespoke timber subassemblies made of off-the-shelf standard timber elements. A nonstandard timber structure (Figure 2), consisting of four bespoke subassemblies: three vertical supports and a Zollinger (Allen 1999) roof structure, acts as the case study for the research and validates the feasibility of the proposed process.
series ACADIA
type project
email
last changed 2023/10/22 12:06

_id sigradi2014_155
id sigradi2014_155
authors Andrade, Max; Cristina Matsunaga
year 2014
title Avaliação Automática de Valor no Processo de Projeto de Habitação de Interesse Social no Brasi [Alignment Automated Assessment of Value in Brazilian’s Housing Design]
source SiGraDi 2014 [Proceedings of the 18th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-9974-99-655-7] Uruguay - Montevideo 12 - 14 November 2014, pp. 393-397
summary The method proposed in this paper addresses the management of values and the cost estimate, based on target costing approach, and integrated with Building Information Model (BIM). This design method must incorporate mechanisms of automated assessment associated with desired value at cost during the design process. The paper will try to show, in brief, that there is a real possibility of inclusion of methodological tools of design, allowing assessment of values in real time during the design actions.
keywords Building Information Modeling; Desired value; Automatic Assessment; Target Costing
series SIGRADI
email
last changed 2016/03/10 09:47

_id ecaade2014_133
id ecaade2014_133
authors Armando Trento, Antonio Fioravanti and Francesco Rossini
year 2014
title Health and Safety Design by means of a Systemic Approach - Linking Construction Entities and Activities for Hazard Prevention
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 633-642
doi https://doi.org/10.52842/conf.ecaade.2014.1.633
wos WOS:000361384700063
summary Education and Research in Computer Aided Architectural Design in Europe faces many urgent tasks. Among the Architecture, Engineering and Construction (AEC)international scientific societies, only few researches systematically investigate on how to integrate the design solutions with Health and Safety (HS) planning measures, enhancing a collaborative “fusion” of all involved actors in Design and Construction decision making. Process automation cannot be enhanced until design/management tools, such as Building Information Models, can rely only on entities formalised "per se" geometrical items fulfilled by isolated-object specific information. To face complex problems, BIM models should be able to implement and manipulate multiple sets of entities, qualified by clearly established relationships, belonging to organically structured and oriented (sub-) systems. This paper reports on an early stage research project, focused on the identification of operative rules for Health and Safety design. Implementation on the unique case study of Palazzo della Civiltà Italiana functional refurbishment faces two main objectives: one, more pragmatic, is concerned with boostingworkers education about non-standard operative tasks, by means of accurate ad-hoc construction narrative visualisation; another one, more challenging and theoretically complex, consists in modelling "judgment-based" rules, aimed at supporting automated reasoning in Safety Design.
keywords Construction hazards prevention through design; project construction management and visualization; health and safety management; risk modelling; knowledge representation
series eCAADe
email
last changed 2022/06/07 07:54

_id caadria2014_142
id caadria2014_142
authors Chandra, Daniels and Ning Zhou
year 2014
title BIM Add-on Tool for Automated CUI Calculation
source Rethinking Comprehensive Design: Speculative Counterculture, Proceedings of the 19th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2014) / Kyoto 14-16 May 2014, pp. 305–314
doi https://doi.org/10.52842/conf.caadria.2014.305
summary The Building and Construction Authority (BCA) of Singapore established Sustainable Construction Master Plan with the goal of achieving a Sustainable Singapore Blueprint. The Concrete Usage Index (CUI) is a part of Sustainable Construction scoring under Singapore’s ‘Green Mark’ system. Since computation of CUI score was formerly calculated manually without the use of BIM software, it was an inaccurate and tedious process. Although calculation of CUI is currently much faster through the use of BIM software, it still faces challenges. The objective of this project is to address those challenges by creating a BIM addon tool which is capable of automating the process of CUI calculation with minimum user input. Our intention is to help the industry to calculate CUI systematically and efficiently while promoting the adoption of BIM.
keywords CUI; Concrete Usage Index; BIM; Green Mark; sustainable design
series CAADRIA
email
last changed 2022/06/07 07:56

_id ecaade2014_054
id ecaade2014_054
authors Domenico D'Uva
year 2014
title Morphogenesis and panelling, the use of generative tools beyond academia. - Case studies and limits of the method.
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 2, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 81-87
doi https://doi.org/10.52842/conf.ecaade.2014.2.081
wos WOS:000361385100007
summary The increasing complexity in architectural design brought a parallel evolution of tools for shape generation and management. Digital tools which better fulfil this need are the generative design software. The aim of this work is finding and testing real life uses of generative design software beyond academic edges. The specific target is transform a complex surface into a similar surface mostly made of flat panels. As a testing ground it has been chosen the support in construction of complex shapes made with ordinary and well known tools. The combination of software used is Rhinoceros, with its plugin Grasshopper, and a couple of opensource add-on, Lunchbox and Paneling tool. The cases are listed from the simplest to the most complex, and the first four are solved with the automated procedure, the fifth, manually. Based on the cases studied it is possible to confirm that the method is applicable to the majority of the complex surfaces.
keywords Generative; panelling; discretization
series eCAADe
email
last changed 2022/06/07 07:55

_id acadia14projects_115
id acadia14projects_115
authors Iitsuka, Mayum
year 2014
title Biological Data-Mining and Optimization ; In the case of Immunorium project
source ACADIA 14: Design Agency [Projects of the 34th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 9789126724478]Los Angeles 23-25 October, 2014), pp. 115-118
doi https://doi.org/10.52842/conf.acadia.2014.115
summary Two challenges will be focused on in this project: 1) the visualization of human disease collaborative research, and 2) immunological bio-inspired heuristic used to produce an automated optimization
keywords Biomimicry and Biological Models in Design
series ACADIA
type Research Projects
email
last changed 2022/06/07 07:50

_id caadria2014_099
id caadria2014_099
authors Koh, Immanuel
year 2014
title Generative-Glass: Prototyping Generative Architectural Systems with Artisan’s Glass-Blowing and Automated Digital Fabrication Techniques
source Rethinking Comprehensive Design: Speculative Counterculture, Proceedings of the 19th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2014) / Kyoto 14-16 May 2014, pp. 389–398
doi https://doi.org/10.52842/conf.caadria.2014.389
summary This paper aims to investigate the ways in which the traditional processes of glassblowing techniques could be incorporated with contemporary generative design processes in the realization of new novel architectural systems. Pedagogical issues on how such prototyping processes could be better integrated within architectural education are also discussed. With the use of algorithmic design methodology to generate/visualize the components assembled in multitudes and digital fabrication machineries to produce the necessary moulds/jigs/tools/connection joints, a series of 5 different glass prototypes have been actualized at the scale of 1:1 or otherwise. The work is the direct outcome of a new programme founded and directed by the author as part of the Architectural Association (AA) School of Architecture‘s Visiting School in 2013. Part 1 briefly introduces the specific agenda and how the corresponding structure of the programme is designed to facilitate the glass research work done concurrently at the digital fabrication laboratory and glassblowing studio. Part 2 would systematically discuss in detail the design of each of the 5 main glass prototypes made, presented alongside photographs and diagrams to illustrate the prototypes’ respective assembly and fabrication logics. Part 3 would evaluate the work done and project plans for the next iteration of the research in 2014.
keywords Glass; Digital Fabrication; Generative Design; Traditional Crafts
series CAADRIA
email
last changed 2022/06/07 07:51

_id ecaade2014_138
id ecaade2014_138
authors Martin Tamke, Ina Blümel, Sebastian Ochmann, Richard Vock and Raoul Wessel
year 2014
title From Point Clouds to Definitions of Architectural Space - Potentials of Automated Extraction of Semantic Information from Point Clouds for the Building Profession
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 2, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 557-566
doi https://doi.org/10.52842/conf.ecaade.2014.2.557
wos WOS:000361385100058
summary Regarding interior building topology as an important aspect in building design and management, several approaches to indoor point cloud structuring have been introduced recently. Apart from a high-level semantic segmentation of the formerly unstructured point clouds into stories and rooms, these methods additionally allow the extraction of attributed graphs in which nodes represent rooms (including room properties like area or height), and edges represent connections between rooms (doors or staircases) or indicate neighborhood relationships (separation by walls). In this paper, we investigate possible applications of these approaches in architectural design and building management and comment on the possible benefits for the building profession. While contemporary practice of spatial arrangement is predominantly based on the manual iteration of spatial topologies, we show that the segmentation of buildings in spaces along with the untraditional more abstract graph-based representations can be used for design, management and navigation within building structures.
keywords 3d scanning; point cloud processing; bim; facility management; space syntax
series eCAADe
email
last changed 2022/06/07 07:59

_id ecaade2014_149
id ecaade2014_149
authors Matthias Standfest
year 2014
title Unsupervised Symmetric Polygon Mesh Mapping - The Dualism of Mesh Representation and Its Implementation for Many Layered Self-Organizing Map Architectures
source Thompson, Emine Mine (ed.), Fusion - Proceedings of the 32nd eCAADe Conference - Volume 1, Department of Architecture and Built Environment, Faculty of Engineering and Environment, Newcastle upon Tyne, England, UK, 10-12 September 2014, pp. 505-513
doi https://doi.org/10.52842/conf.ecaade.2014.1.505
wos WOS:000361384700050
summary With this paper we present a fully automated semantic shape similarity detection based on N-rings with further potential for shape synthesis in a topological correct feature space. Therefore a way of symmetric encoding of geometry, optimized for the use as feature-vector in self-organizing maps, is introduced. Furthermore we present a modified kernel for the detection of the best matching unit in self-organizing maps especially designed for a data topology differing from the default predecessor/successor structure. Finally we provide the results of a conducted experiment clustering building blocks of an area in Zürich, Switzerland.
keywords Unsupervised machine learning; geometry clustering; self-organizing map; mesh synthesis; probabilistic modelling
series eCAADe
email
last changed 2022/06/07 07:58

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