Cumincad : CUMINCAD Papers : Search Results

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	sigradi2005_108
id	sigradi2005_108
authors	Martens, Bob; Martijn Stellingwerff
year	2005
title	Creating Physical Models Using Virtual Reconstructions: Mixed CAM-techniques for a Viennese Synagogue Scale-model
source	SIGraDi 2005 - [Proceedings of the 9th Iberoamerican Congress of Digital Graphics] Lima - Peru 21-24 november 2005, vol. 1, pp. 108-113
summary	In the framework of a preceding SiGraDi-conference the virtual reconstruction work of Viennese Synagogues was elaborated. The focus of this continued research project is laid on historic/reconstructive modeling, which has specific requirements towards the modeling and subsequent production of scale models. In this paper, the prerequisites of 3D-printing and lasercutting technology for model making will be presented. This includes aspects of scale and handling of individual building elements regarding the possibilities and limitations for each specific CAM-technique. Compared to the rendering models, the modeling procedures for scale-model fabrication had to be adjusted. For example, certain dimensions for details and the structural strength of 3D-printed parts have to be taken into account. Due to economical and constructional reasons as well the printing time involved, a scale-model should be created by means of mixed CAM-techniques; building components have to be split up and assigned accordingly.
keywords	Virtual heritage, Rapid Prototyping, 3D-printing (3DP), Lasercutting
series	SIGRADI
email
last changed	2016/03/10 09:55

_id	ddssar0217
id	ddssar0217
authors	Kacher, S., Bignon, J.C., Halin, G. and Duffing, G.
year	2002
title	The Content-Based Image Retrieval as an Assistance Tool to the Architectural Design
source	Timmermans, Harry (Ed.), Sixth Design and Decision Support Systems in Architecture and Urban Planning - Part one: Architecture Proceedings Avegoor, the Netherlands), 2002
summary	The architectural design requires a research of ideas and a documentation to help the designer in its creation work. It is a domain where the use of pictures (drawing, photography,…) is essential, because the information transmitted by photographic images are often more easily to understand than the one transmitted by texts. The goal of this work is to show the help that can bring the research of pictures indexed by visuals criteria, as colour, texture and shape, in the architectural design domain. If weaccept the principle that " an image is better than 10000 words ", we can make the hypothesis that an image research indexed by visual criteria can bring a supplementary help to the designer when he tries to resolve design problems. We tested a research tool resting on image indexation with graphic attributes. Two types of corpora have been used. The first one contains images illustrating building products and the second one shows buildings or parts of buildings, which illustrate the wood architecture domain. The objective of this experiment is to evaluate the relevance of this type of image indexing according to identified users needs. We try to determine which type of visual criteria is the most appropriate to help the designer in the various phases of the design process.
series	DDSS
last changed	2003/08/07 16:36

_id	ecaadesigradi2019_287
id	ecaadesigradi2019_287
authors	Martin Iglesias, Rodrigo, Guzzardo, Paul and Cardon, Gustavo
year	2019
title	The Digital Street Lab in a Box - A tool-kit for surviving in the contemporary public space
source	Sousa, JP, Xavier, JP and Castro Henriques, G (eds.), Architecture in the Age of the 4th Industrial Revolution - Proceedings of the 37th eCAADe and 23rd SIGraDi Conference - Volume 1, University of Porto, Porto, Portugal, 11-13 September 2019, pp. 711-718
doi	https://doi.org/10.52842/conf.ecaade.2019.1.711
summary	This paper describes two workshops raising awareness of the complexity of the interactions between digital and non-digital space, networks, devices, and systems. The exercises are included in broader research that deals with the human condition in the contemporary and future cities, focusing on the relationship between public space and weaponized data as a threat but also as an opportunity to act. A new way to understand and operate the street must be developed, with new epistemic assemblages, which allow us to avoid dystopian or technocratic visions in order to think collectively in our future human habitat. We offer here a toolkit, a series of strategies, to cope with the overwhelming complexity and act. The research is still open and the present paper shows the most recent experiences of a twenty-year journey.
series	eCAADeSIGraDi
email
last changed	2022/06/07 07:59

_id	sigradi2013_217
id	sigradi2013_217
authors	Martin Iglesias, Rodrigo
year	2013
title	Modelos Analógicos para la Visualización del Tiempo. [Analogical Models for Visualization of Time]
source	SIGraDi 2013 [Proceedings of the 17th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-956-7051-86-1] Chile - Valparaíso 20 - 22 November 2013, pp. 112 - 115
summary	We present the foundations of a research project which is currently in development. This project aims to explore new dimensions and configurations of a traditionally one-dimensional Time. Initially we have systematized the material produced since 2005 with students of History of Architecture in relation to analogical (multidimensional) Timemaps, while we sought for theoretical tools that allows its interpretation. We have characterized different times and durations, from phenomenological aspects of temporal construction and perception, to historical and natural phenomena of long duration. Finally, we explored analogical and digital visualization tools to understand the intrinsic complexity of Time and its models.
keywords	Visualization; Time; Timemaps; Analogical models; Topoheterochronics
series	SIGRADI
email
last changed	2016/03/10 09:55

_id	caadria2014_274
id	caadria2014_274
authors	Kaftan, Martin; Markus Manahl, Jiri Pavlicek, Elmar Hess and Urs Hirschberg
year	2014
title	Augmented Parametrics
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. 615–624
doi	https://doi.org/10.52842/conf.caadria.2014.615
summary	Current parametric design software lacks the capacity to integrate simulation and optimisation when they would be most relevant: at the early stages of the design process. This paper presents a novel framework to address this issue: A parametric program that supports performance-based modelling by integrating detailed physical simulation modules that also take construction issues into account, while at the same time providing easy access to high-level optimisation approaches. Providing bidirectional parametric modelling capabilities, we refer to the system under development as augmented parametrics. It is being developed as part of a research project sponsored by the Austrian Science Foundation.
keywords	Parametric design; generative design; optimization; building performance simulation
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	sigradi2016_550
id	sigradi2016_550
authors	Martin, Kathi; Caulfield-Sriklad, Daniel; Jushchyshyn, Nick
year	2016
title	Creating, Exhibiting and Distributing New Media for Historic Fashion
source	SIGraDi 2016 [Proceedings of the 20th Conference of the Iberoamerican Society of Digital Graphics - ISBN: 978-956-7051-86-1] Argentina, Buenos Aires 9 - 11 November 2016, pp.931-937
summary	An international, interdisciplinary group of fashion historians and makers, informatics and metadata specialists, and digital media experts from Drexel University, Seoul National University, the University of New South Wales, Australia, the Fulbright Foundation and the Controlled Vocabulary Working Group of the Costume Society of America are researching production and conservation of new media for exhibition of historic fashion. Our team has created prototype 3D interactive media that will allow the viewer to be an active participant in the exhibition of historic fashion. Rich metadata descriptions of these media ensure their persistent discovery, access and conservation.
keywords	Digital media; Cultural heritage; Historic fashion; ObjectVR; Collaborative research
series	SIGRADI
email
last changed	2021/03/28 19:58

_id	50
authors	Martinez, Beatriz (et.al.)
year	1998
title	Representación delLas Propiedades Perceptibles de los Materiales y Acabados en el Proyecto Textil. Color y Textura (Representation of the Perceivable Properties of Materials and Finishes in the Textile Project. Color and Texture)
source	II Seminario Iberoamericano de Grafico Digital [SIGRADI Conference Proceedings / ISBN 978-97190-0-X] Mar del Plata (Argentina) 9-11 september 1998, pp. 374-379
summary	The investigation of the perceptible properties of the materials was centred in the identification of the related variables to the colour and the previous texture to the process of production. It's known for all that a textile product is valued for their futures consumers of subjective way for these two properties, that operate by way of sensorial nexus to the hour of facing to the characteristics of the textile object to choose. Once explored the language of the repetitions and their construction in a previous work, we considered important continue this analysis centred in the advantages of the use of the tool computer science with the purpose of verifying these properties before any productive process. The possibility of valuing the old amount of alternatives to the hour of deciding the production of a project or another it is a tool that 1 don't sole us in a saving of time but rather it bring near us mainly to the quality of the product to obtain. This work centers their work in the possibility of representation and valuation of this quality the more possible, constituting a tool of decision project, that plays how registration of the relationship between the man and their textiles products.
series	SIGRADI
email
last changed	2016/03/10 09:55

_id	caadria2017_142
id	caadria2017_142
authors	Kaijima, Sawako, Tan, Ying Yi and Lee, Tat Lin
year	2017
title	Functionally Graded Architectural Detailing using Multi-Material Additive Manufacturing
source	P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 427-436
doi	https://doi.org/10.52842/conf.caadria.2017.427
summary	The paper presents a future architectural detailing strategy enabled by the design of functionally graded materials (FGM). In specific, our proposal suggests the possibility of removing mechanical fasteners and adhesives from joint details. This is achieved by combining the principles of interlocking joineries found in traditional timber structures and current Multi-Material Additive Manufacturing (MMAM) technology to materialise FGMs. FGM belongs to a class of advanced materials characterised by variation in properties as the dimension varies by combining two or more materials at a microscopic scale (Mahamood et al. 2012). FGM is ubiquitous in nature and, when properly designed, can exhibit superior performance characteristics compared to objects comprised of homogeneous material properties. With the aim of developing interlocking details with improved performance, reliability, and design flexibility, we focus on controlling material stiffness, joint fitting, and geometry through the design of the microscopic material layout. A case study design will be presented to illustrate the process.
keywords	Functionality Graded Material; Multi-Material Additive Manufacturing ; Architectural Detailing; Interlocking Joints
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	sigradi2023_159
id	sigradi2023_159
authors	Martins, Felipe
year	2023
title	Hybris: Sculptures, Cyborgs, and Virtual Space
source	García Amen, F, Goni Fitipaldo, A L and Armagno Gentile, Á (eds.), Accelerated Landscapes - Proceedings of the XXVII International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2023), Punta del Este, Maldonado, Uruguay, 29 November - 1 December 2023, pp. 521–530
summary	This paper presents the development of the artistic installation Hybris, which proposes an immersive and participatory experience through the combination of ceramic masks, augmented reality, and projections. Hybris integrates those elements with people and space opening up new possibilities for socio-spatial interactions. By means of their interaction participants become aware of the virtualization of their bodies and also of the hybrid space, and engage in discussions regarding the world in constant acceleration and the new social, cultural, and spatial relationships that emerge from it. Drawing from the hybridisms proposed by the installation (the physical-digital, the real-fictional, and the organic-machinic) this paper discusses the possible relationships created between space, body, and reality, and their potential for experimentation and self-expression.
keywords	Architecture, Interactions, Socio-spatial transformation, Experience, Hybrid.
series	SIGraDi
email
last changed	2024/03/08 14:07

_id	caadria2017_168
id	caadria2017_168
authors	Kalantar, Negar and Borhani, Alireza
year	2017
title	Breathable Walls - Computational Thinking in Early Design Education
source	P. Janssen, P. Loh, A. Raonic, M. A. Schnabel (eds.), Protocols, Flows, and Glitches - Proceedings of the 22nd CAADRIA Conference, Xi'an Jiaotong-Liverpool University, Suzhou, China, 5-8 April 2017, pp. 377-386
doi	https://doi.org/10.52842/conf.caadria.2017.377
summary	This research categorizes the different breathable wall systems designed by students and describes their potential. Also included is a discussion of the results of both the physical analyses and digital simulations of these students' designs. To optimize the environmental performance of each proposed system, this work also engages in a more specific discussion of the advantages and limitations of these designs. Finally, this research concludes with a summary of the evidence of the benefits and risks of employing simulation tools in architecture studios.
keywords	Breathable Wall System; Computational Fluid Dynamics (CFD); Physical and Digital Wind Simulations; Architectural Prototype; Responsive Architecture
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	sigradi2023_282
id	sigradi2023_282
authors	Martínez Arias, Andrea, Soto, Isaac, Bustos, Pierina and Rivera, M. Isabel
year	2023
title	Diagnostics of Existing Lighting Conditions in Existing Public Schools in Central-Southern Chile: Measurements and Predictions for Retrofit
source	García Amen, F, Goni Fitipaldo, A L and Armagno Gentile, Á (eds.), Accelerated Landscapes - Proceedings of the XXVII International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2023), Punta del Este, Maldonado, Uruguay, 29 November - 1 December 2023, pp. 1275–1286
summary	Daylight is one of the indoor environmental qualities that most influence students’ development in learning in a classroom. However, many existing schools do not optimize daylight. Indeed, standardized façade designs result in wasted energy in artificial lighting while daylight could be harvested. This study provides a diagnostic of illuminance levels and their distribution in a typological classroom based on field data for a school in the central-south region of Chile. The government built these schools during the second half of the 20th century, and they are still operational, maintaining the same original façade, with no differentiation regarding orientation. Through simulations, it analyzes potential retrofit strategies to identify the ones that could result in better light distribution and autonomy. Facing a lack of local standards for lighting levels in schools’ classrooms, international standards are used as thresholds for actual lighting levels and a series of retrofit scenarios.
keywords	Existing school, Diagnostic, Retrofit, Daylighting
series	SIGraDi
email
last changed	2024/03/08 14:08

_id	b792
authors	Maruyama, Y., Iwase, Y., Koga, K., Yagi, J.,Takada, H., Sunaga, N., Nishigaki, S., Ito, T. and Tamaki, K.
year	2000
title	Development of virtual and real-field construction management systems in innovative, intelligent field factory
source	Automation in Construction 9 (5-6) (2000) pp. 503-514
summary	In this study, we proposed a concept of virtual and real-field construction management systems (VR-Coms), which is integrated with virtual construction simulation, planning, scheduling, and performance management systems to evaluate productivity and safety in virtual simulated and real-field constructions. And, we built up a computational environment to develop the VR-Coms. The VR-Coms offer supporting modules for learning and discovering solutions with objective to manage construction at right speed with improved humanware and constructability. The configuration of VR-Coms is described. This paper also shows an application of agent theory to construction management.
series	journal paper
more	http://www.elsevier.com/locate/autcon
last changed	2003/05/15 21:22

_id	0b76
authors	Kalay, Yehuda E. (editor)
year	1987
title	Computability of Design
source	xvii, 363 p. : ill New York: Wiley & Sons, 1987. includes bibliographies and index --- (Principle of Computer-aided Design)
summary	Computer-aided design has promised to transform the art and science of architectural design. Yet despite some significant achievements, it has so far failed to do so. The book explores reasons why design is so difficult to support by computational means and what can be done to alleviate this difficulty. Written by an interdisciplinary panel of experts the book presents a varied and comprehensive view of the ways creative design processes can be modeled mathematically
keywords	CAD, design process, architecture, design methods, knowledge, representation, practice, evaluation, analysis
series	CADline
email
last changed	2003/06/02 13:58

_id	8833
authors	Kalay, Yehuda E., Swerdloff, Lucien M. and Majkowski, Bruce R. (et al)
year	1990
title	Process and Knowledge in Design Computation
source	Journal of Architectural Education. February, 1990. includes bibliography
summary	The challenge of understanding the many facets of design has been a central issue in attempting to computationally define design processes and knowledge. The historical progression of computers in design has been characterized by high aspirations repeatedly humbled by the complexity of design problems. Fundamental questions concerning the role and impact of computers in design should be re-examined in light of new developments in Computer-Aided Design (CAD) and Artificial Intelligence (AI), and the progressive understanding of design itself. At the heart of these issues must lie a mutual understanding of the respective traits of design and computation, and the balance of interaction between them. In this paper two avenues, expressed in terms of mappings between design and computation, are explored with the intention of clarifying the relationship between the theories of design and computation. First, the relationship between models of the design process and computational search strategies is explored. Several paradigms (problem solving, puzzle making, and constraint satisfying), which demonstrate a breadth of approaches to modeling design, are presented along with their computational implications. Second, relationships between design knowledge and computational representation schemes are discussed. Emphasis is placed on drawing from cognitive and computational knowledge representation schemes to represent design knowledge. Finally, some thoughts on integrating these design models and knowledge representation schemes into computer systems to assist designers are discussed
keywords	design process, knowledge, representation, architecture
series	CADline
email
last changed	2003/06/02 13:58

_id	8b37
authors	Massie, T.
year	1998
title	A Tangible Goal for 3D Modeling
source	IEEE Computer Graphics and Applications. pp. 62 - 65. Vol. 18, Issue: 3
summary	Although the speed of computers increases exponentially, the amount and quality of useful work that we perform on them seems to increase linearly at best. Faster processors are not enough-to significantly increase the utility of computers requires new computer interfaces. The keyboard was adequate for text-based applications, but the advent of the desktop metaphor and windows computing environment demanded a new mechanical interface-the mouse. As we progress into applications that incorporate interactive life-like 3D computer graphics, the mouse falls short as a user interface device, and it becomes obvious that 3D computer graphics could achieve much more with a more intuitive user interface mechanism. Haptic interfaces, or forcefeedback devices, promise to increase the quality of humancomputer interaction by accommodating our sense of touch. Of all the senses, only touch is bidirectional-allowing us to perceive and change objects simultaneously in the same location. Because the sense of touch is so compelling, researchers have studied it for some time.1,2 (Refer to the annual proceedings of the Symposium on Haptic Interfaces for Virtual Environment and Teleoperator Systems, published by the American Society of Mechanical Engineers, New York.) Various commercial devices are now available that can accommodate1 even seven degrees of freedom. I used the three degrees-of-freedom Phantom haptic interface for most of the interactions described in this article. Users interact with the Phantom interface with their finger in a thimble or by holding a stylus
series	journal paper
last changed	2003/04/23 15:50

_id	cdc2008_003
id	cdc2008_003
authors	Kalay, Yehuda E.
year	2008
title	The Impact of Information Technology on Architectural Education in the 21st Century
source	First International Conference on Critical Digital: What Matters(s)? - 18-19 April 2008, Harvard University Graduate School of Design, Cambridge (USA), pp. 3-6
summary	Architecture is a technology-intensive discipline. It uses technology—both in the process of designing and in its products—to achieve certain functional, cultural, social, economic, and other goals. In turn, technology transforms the discipline. The importance of technology to the discipline and to the practice of architecture has been demonstrated again and again throughout history. In the 21st century, the advent of computer-aided design, computerassisted collaboration, construction automation, “intelligent” buildings, and “virtual” places, promise to have as much of an impact on architectural design processes and products as earlier technological advances have had. Like most other early adoptions of a technology, the first uses of computing in the service of architecture mimicked older methods: electronic drafting, modeling, and rendering. But this rather timid introduction is changing rapidly: new design and evaluation tools allow architects to imagine new building forms, more responsive (and environmentally more responsible) buildings, even radically new types of environments that blend physical with virtual space. Communication and collaboration tools allow architects, engineers, contractors, clients, and others to work much more closely than was possible before, resulting in more complex, more innovative, and more effective designs. Understanding and shaping this transformation are the basis of architectural education in the 21st century.
email
last changed	2009/01/07 08:05

_id	802c
authors	Kalisperis, Loukas N. and Kolarevic, Branko (Eds.)
year	1995
title	Computing in Design - Enabling, Capturing and Sharing Ideas [Conference Proceedings]
source	ACADIA Conference Proceedings / ISBN 1-880250-04-7 / University of Washington (Seattle, Washington / USA) October 19-22, 1995, 423 p.
doi	https://doi.org/10.52842/conf.acadia.1995
summary	The papers collected in this volume reflect not only the conference theme of enabling, capturing, and sharing design ideas, but also the ACADIA’s fifteen-year-old spirit of sharing new ideas about the application and integration of computing technology in architectural education and practice. In the fifteen years of its existence, ACADIA has not only encouraged new research, but has also motivated classroom use of new approaches that incorporate digital media directly into the design process. This educational mission is particularly important as architectural computing spreads from school's design studios into architectural offices, as students whom we train move into the work place and share their knowledge of the new design technologies. The papers in this volume clearly show that the capturing, enabling, and sharing of ideas are enhanced by the use of computers in design, not just in documentation and production, but more importantly from the very origination of the idea. The long sought synergy between the "digital" and the "traditional" is slowly, but increasingly happening in design studios and offices. Thousands of students and architects are exploring design ideas using digital technology, i.e., CAD is more or less in everyone's hands.
series	ACADIA
email
last changed	2022/06/07 07:49

_id	caadria2013_172
id	caadria2013_172
authors	Kamath, Ayodh V.
year	2013
title	Digitally Designed Architectural Form-Built Using Craft-Based Fabrication – Weaving a Complex Surface as a Bamboo Reticulated Shell
source	Open Systems: Proceedings of the 18th International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2013) / Singapore 15-18 May 2013, pp. 623-632
doi	https://doi.org/10.52842/conf.caadria.2013.623
wos	WOS:000351496100061
summary	This paper outlines a methodology that enables the construction of complex surface forms resulting from computational design processes by manual means using non-industrial materials. The methodology is based on the craft process of weaving whereby a three-dimensional form can be produced using a flexible, linear material. Construction information from a three-dimensional digital model is communicated tocraftspersons through a set of two-dimensional drawings outlining the sequence of construction and requiring only linear dimensions.
keywords	Digital-physical, Craft, Non-industrial materials, Weaving, Reticulated shell
series	CAADRIA
email
last changed	2022/06/07 07:52

_id	88ca
authors	Kane, Andy and Szalapaj, Peter
year	1992
title	Teaching Design By Analysis of Precedents
source	CAAD Instruction: The New Teaching of an Architect? [eCAADe Conference Proceedings] Barcelona (Spain) 12-14 November 1992, pp. 477-496
doi	https://doi.org/10.52842/conf.ecaade.1992.477
summary	Designers, using their intuitive understanding of the decomposition of particular design objects, whether in terms of structural, functional, or some other analytical framework, should be able to interact with computational environments such that the understanding they achieve in turn invokes changes or transformations to the spatial properties of design proposals. Decompositions and transformations of design precedents can be a very useful method of enabling design students to develop analytical strategies. The benefit of an analytical approach is that it can lead to a structured understanding of design precedents. This in turn allows students to develop their own insights and ideas which are central to the activity of designing. The creation of a 3-D library of user-defined models of precedents in a computational environment permits an under-exploited method of undertaking analysis, since by modelling design precedents through the construction of 3-D Computer-Aided Architectural Design (CAAD) models, and then analytically decomposing them in terms of relevant features, significant insights into the nature of designs can be achieved. Using CAAD systems in this way, therefore, runs counter to the more common approach of detailed modelling, rendering and animation; which produces realistic pictures that do not reflect the design thinking that went into their production. The significance of the analytical approach to design teaching is that it encourages students to represent design ideas, but not necessarily the final form of design objects. The analytical approach therefore, allows students to depict features and execute tasks that are meaningful with respect to design students' own knowledge of particular domains. Such computational interaction can also be useful in helping students explore the consequences of proposed actions in actual design contexts.
series	eCAADe
last changed	2022/06/07 07:52

_id	sigradi2021_200
id	sigradi2021_200
authors	Karabagli, Kaan, Koc, Mustafa, Basu, Prithwish and As, Imdat
year	2021
title	A Machine Learning Approach to Translate Graph Representations into Conceptual Massing Models
source	Gomez, P and Braida, F (eds.), Designing Possibilities - Proceedings of the XXV International Conference of the Ibero-American Society of Digital Graphics (SIGraDi 2021), Online, 8 - 12 November 2021, pp. 191–202
summary	Machine learning (ML) has popular applications in domains involving image, video, text and voice. However, in architecture, image-based ML systems face challenges capturing the complexity of three-dimensional space. In this paper, we leverage a graph-based ML system that can capture the inherent topology of architectural conceptual designs and identify high-performing latent patterns within such designs. In particular, our goal is to translate architectural graph data into three-dimensional massing models. We are building on our prior ML work, where we, a. discovered latent topological features, b. composed building blocks into new designs, c. evaluated their feasibility, and d. explored Generative Adversarial (Neural) Networks (GAN)-generated design variations. We trained the ML system with architectural design data that we gathered from an online architectural design competition platform, translated them into machine-readable graph representations, and identified their essential subgraphs to develop novel compositions. In this paper, we explore how these novel designs (outputted in graph form), can be translated into three-dimensional architectural form. We present an ML approach to turn graph representations into functional volumetric massing models. The ultimate goal of the study is to develop an end-to-end pipeline to generate architectural design - from a graph representation to a fully developed conceptual proxy of a designed product. The research question is promising in automating conceptual design, and we believe the outcome can be relevant to other design disciplines as well.
keywords	Architectural design, machine learning, conceptual design, deep learning, artificial intelligence
series	SIGraDi
email
last changed	2022/05/23 12:10

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