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	ecaade2016_147
id	ecaade2016_147
authors	Tamke, Martin, Zwierzycki, Mateusz, Evers, Henrik Leander, Ochmann, Sebastian, Vock, Richard and Wessel, Raoul
year	2016
title	Tracking Changes in Buildings over Time - Fully Automated Reconstruction and Difference Detection of 3d Scan and BIM files
doi	https://doi.org/10.52842/conf.ecaade.2016.2.643
source	Herneoja, Aulikki; Toni Österlund and Piia Markkanen (eds.), Complexity & Simplicity - Proceedings of the 34th eCAADe Conference - Volume 2, University of Oulu, Oulu, Finland, 22-26 August 2016, pp. 643-651
summary	Architectural and Engineering Communities are interested in the detection of differences between different representations of the same building. These can be the differences between the design and the as-built-state of a building, or the detection of changes that occur over time and that are documented by consecutive 3D scans. Current approaches for the detection of differences between 3D scans and 3D building models are however laborious and work only on the level of a building element. We demonstrate a novel highly automated workflow to detect differences between representations of the same building. We discuss the underlying tools and methods and the ways to communicate deviations and differences in an appropriate manner and evaluate our approach with a rich set of real world datasets.
wos	WOS:000402064400065
keywords	3d scan; BIM; Machine learning; Point Clouds; Big Data
series	eCAADe
email
last changed	2022/06/07 07:56

_id	ijac201816202
id	ijac201816202
authors	Tamke, Martin; Paul Nicholas and Mateusz Zwierzycki
year	2018
title	Machine learning for architectural design: Practices and infrastructure
source	International Journal of Architectural Computing vol. 16 - no. 2, 123-143
summary	In this article, we propose that new architectural design practices might be based on machine learning approaches to better leverage data-rich environments and workflows. Through reference to recent architectural research, we describe how the application of machine learning can occur throughout the design and fabrication process, to develop varied relations between design, performance and learning. The impact of machine learning on architectural practices with performance-based design and fabrication is assessed in two cases by the authors. We then summarise what we perceive as current limits to a more widespread application and conclude by providing an outlook and direction for future research for machine learning in architectural design practice.
keywords	Machine learning, robotic fabrication, design-integrated simulation, material behaviour, feedback, Complex Modelling
series	journal
email
last changed	2019/08/07 14:03

_id	ecaade2008_149
id	ecaade2008_149
authors	Tamke, Martin; Ramsgard Thomsen, Mette
year	2008
title	Designing Parametric Timber
doi	https://doi.org/10.52842/conf.ecaade.2008.609
source	Architecture in Computro [26th eCAADe Conference Proceedings / ISBN 978-0-9541183-7-2] Antwerpen (Belgium) 17-20 September 2008, pp. 609-616
summary	Non-Standard elements in architecture bear the promise of a more suitable and sustainable solutions. A new understanding of design evolves, which is focusing on relational and evolutionary approaches. Parametric design tools and computer controlled production facilitate the emerging complex spatial constructions, as they are able to imply and feedback knowledge. Whereas the story of non-standard elements and mass customization is quickly told the actual facilitation of these techniques bears a lot of unresolved questions. We undertook a design based research taking in the whole process of digital design to production of complex shaped geometry. In close cooperation with wood construction software- and machine industry we fabricated a 1:1 demonstrator show casing the potential of digital wood fabrication.
keywords	Non Standard Element digital production, CAD/CAM, Parametric design, complex geometry, industry cooperation, Case study
series	eCAADe
email
last changed	2022/06/07 07:56

_id	acadia10_340
id	acadia10_340
authors	Tamke, Martin; Riiber, Jacob; Jungjohann, Hauke
year	2010
title	Generated Lamella
doi	https://doi.org/10.52842/conf.acadia.2010.340
source	ACADIA 10: LIFE in:formation, On Responsive Information and Variations in Architecture [Proceedings of the 30th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-1-4507-3471-4] New York 21-24 October, 2010), pp. 340-347
summary	The hierarchical organization of information is dominant in the setup of tectonic structures. In order to overcome the inherent limitations of these systems, self-organization is proposed as a means for future design. The paper exemplifies this within the research project “Lamel la Flock”. The research takes its point of departure in the structural abilities of the wooden Zollinger system: a traditional structural lamella system distributed as a woven pattern of interconnected beams. Where the original system has a very limited set of achievable geometries our research introduces an understanding of beam elements as autonomous entities with sensorymotor behaviour. By this means freeform structures can be achieved Through computation and methods of self-organization, the project investigates how to design and build with a system based on multiple and circular dependencies. Hereby the agent system negotiates between design intent, tectonic needs, and production. The project demonstrates how real-time interactive modeling can be hybridized with agent–based design strategies and how this environment can be linked to physical production. The use of knowledge embedded into the system as well as the flow of information between dynamic processes, Finite Element Calculation and machinery was key for linking the speculative with the physical.
keywords	agent based systems, digital fabrication, aware models, wooden structures, industrial collaboration, 1:1 demonstrator
series	ACADIA
type	normal paper
email
last changed	2022/06/07 07:56

_id	ecaade2009_036
id	ecaade2009_036
authors	Tamke, Martin; Thomsen, Mette Ramsgard; Asut, Serdar; Josefsson, Kristoffer
year	2009
title	Translating Material and Design Space: Strategies to Design with Curved Creased Surfaces
doi	https://doi.org/10.52842/conf.ecaade.2009.385
source	Computation: The New Realm of Architectural Design [27th eCAADe Conference Proceedings / ISBN 978-0-9541183-8-9] Istanbul (Turkey) 16-19 September 2009, pp. 385-390
summary	This paper shares findings from the project DevA (Developable surfaces in Architecture), a research by design based project developed a collaboration between academic and industry partners. The project aims to investigate the use of curved sheet material in architecture using hybridised 3D modelling and pattern cutting techniques. The project investigates how digital design and fabrication technologies enable the development of new structural concepts through the new means of material specification and detailing at unprecedented levels of precision. The paper presents speculative research project as well as the demonstrator Reef Pattern.
wos	WOS:000334282200046
keywords	Complex surface design, CAD, material behavior in design, industrial and interdisciplinary collaboration, practice based research
series	eCAADe
email
last changed	2022/06/07 07:56

_id	6a02
id	6a02
authors	Tan, Beng-Kiang
year	2001
title	Visualizing Building Occupancy Pattern on Campus
doi	https://doi.org/10.52842/conf.acadia.2001.398
source	Reinventing the Discourse - How Digital Tools Help Bridge and Transform Research, Education and Practice in Architecture [Proceedings of the Twenty First Annual Conference of the Association for Computer-Aided Design in Architecture / ISBN 1-880250-10-1] Buffalo (New York) 11-14 October 2001, pp. 398-404
summary	This paper addresses the problem of information opacity that planners and university administrators have when they have multiple sets of data that are not interconnected and how these data can be visualized. The visualization of building occupancy pattern on campus is used as an example to illustrate how this general problem can be addressed through a database driven effective visualization that supports decision-making. This paper proposes a solution using web-based 3D Virtual Reality Modeling Language (VRML) animation dynamically generated from a database and describes a prototype in progress. The prototype displays a broad overview of building occupancy patterns across campus through 3D animation of occupancy over time. From the overview, users can navigate further to find out the details of occupancy throughout the day for specific buildings on campus.
keywords	Visualization, VRML, Animation, Campus Population, Information Visualization
series	ACADIA
email
last changed	2022/06/07 07:56

_id	caadria2010_046
id	caadria2010_046
authors	Tan, Beng-Kiang and Jung-Ho Yeom
year	2010
title	Interactive message wall: a public display for collective sharing in real and virtual place
doi	https://doi.org/10.52842/conf.caadria.2010.487
source	Proceedings of the 15th International Conference on Computer Aided Architectural Design Research in Asia / Hong Kong 7-10 April 2010, pp. 487-496
summary	In this paper, we propose a design of an interactive message wall as a public display for large group setting such as a university community to encourage user participation, social interaction and creation of user content. It is a public display for collective sharing of thoughts. It is also a portal for online users to make their presence felt in the physical place. Both users at the physical place and in an online virtual world can post messages to the interactive message wall. The paper will present user studies carried out with a mock-up message wall to establish how onsite users use it, their preferred ways to leave messages, what medium of content (voice, photo, text, video) they are willing to share, and user participation. The results of the user studies will inform the design of the interactive message wall and provide learning points on how to promote user participation.
keywords	Interactive message wall; public display; ubiquitous computing; virtual worlds; second life
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	cf2009_poster_31
id	cf2009_poster_31
authors	Tan, Beng-Kiang and Stephen Lim Tsung Yee
year	2009
title	Place-Making In Online Virtual Envionment: The Case Of Second Life
source	T. Tidafi and T. Dorta (eds) Joining Languages Cultures and Visions: CAADFutures 2009 CD-Rom
summary	With Internet bandwidth becoming better and more affordable, coupled with rapid advancement in web technology, multiuser online 3D virtual environments have become a reality and increasingly popular. One such world, Second Life (launched in 2003), has 2.3 million “residents” living in their virtual platform as of January 2007. The residents “live”, work and play there. They also socialize in public spaces inside this virtual environment.
keywords	Virtual world, virtual environment, second life, place
series	CAAD Futures
type	poster
last changed	2009/07/08 22:12

_id	caadria2010_010
id	caadria2010_010
authors	Tan, Beng-Kiang and Stephen Lim Tsung Yee
year	2010
title	Place and placelessness in 3D online virtual world
doi	https://doi.org/10.52842/conf.caadria.2010.103
source	Proceedings of the 15th International Conference on Computer Aided Architectural Design Research in Asia / Hong Kong 7-10 April 2010, pp. 103-112
summary	This paper examines the issue of place-making in 3D virtual world from the design point of view. It aims to find out what are the elements to create a sense of place. As Second Life currently has the largest users among 3D virtual worlds, it is selected as a study case. The methodology consists of theoretical studies and ethnographic observation. Firstly, literature review of theories regarding place-making in the physical world and the virtual world were done. From that a framework was formulated as a common basis for ethnographic observations and interviews at three real world public spaces and four locations in Second Life. This paper presents findings from the latter. The focus areas are physical settings, activities and experience of users. The observations are discussed and criteria for place-making in multiuser 3D online virtual environments are proposed. This paper will contribute to the understanding of how to design a place rather than space in 3D online virtual world.
keywords	3D virtual world; Second Life; place-making; multiuser online virtual environment
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	2004_547
id	2004_547
authors	Tan, Beng-Kiang
year	2004
title	Pencil, Pixels and Pulp : A Collaborative Design Studio with Digital Modeling and Full-scale Construction
doi	https://doi.org/10.52842/conf.ecaade.2004.547
source	Architecture in the Network Society [22nd eCAADe Conference Proceedings / ISBN 0-9541183-2-4] Copenhagen (Denmark) 15-18 September 2004, pp. 547-552
summary	This paper presents the observations of a design studio for undergraduates that adopted a hands-on, collaborative and experiential approach to combining both digital modeling and full-scale construction in their design process. The studio was designed as team-based to encourage peer learning, knowledge sharing and collaboration in design. The students were engaged in multiple media and tactile experiences. Through this process, students explored the issues of translating digital design into full-scale construction and achieved a better understanding of construction, scale and materiality.
keywords	Collaborative Design, Digital Design, Design Education, Pedagogy, Knowledge Sharing
series	eCAADe
email
last changed	2022/06/07 07:56

_id	caadria2008_70_session7a_579
id	caadria2008_70_session7a_579
authors	Tan, Beng-Kiang; Daniel Jun Chung Hii
year	2008
title	The Acceptable Visual Quality of Stereoscopic Virtual Reality Architectural Visualisation
doi	https://doi.org/10.52842/conf.caadria.2008.579
source	CAADRIA 2008 [Proceedings of the 13th International Conference on Computer Aided Architectural Design Research in Asia] Chiang Mai (Thailand) 9-12 April 2008, pp. 579-586
summary	The realism of VR visualisation is diminished when images look pixelated or forms are faceted instead of smooth. What constitutes acceptable visual quality by viewers? This paper presents the survey results of what is the acceptable visual quality of triangle complexity and texture resolution for full-size VR visualisation on a large screen and serves as a guide to create VR models more efficiently.
keywords	Virtual Reality, Stereoscopic, Visualisation, User perception
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	cf2009_143
id	cf2009_143
authors	Tan, Beng-Kiang; Rahaman, Hafizur
year	2009
title	Virtual heritage: Reality and criticism
source	T. Tidafi and T. Dorta (eds) Joining Languages, Cultures and Visions: CAADFutures 2009, PUM, 2009, pp. 143-156
summary	Virtual environments which are culturally embedded are often categorized as ‘virtual heritage’. Emerging media and digital tools offer us the possibility to experience 3D virtually reconstructed historic sites as visitors, travelers or even as resident. Many critics have identified different issues that often inhibit widespread distribution and use of virtual heritage. However, these present criticisms are mostly focused on either the ‘process’ or the ‘product’ but do not consider ‘user’, i.e. the people using it. This paper attempts to identify and categorize various constraints through investigating present discourse of literature and presents ‘user’ as another inevitable factor to be considered for developing any virtual heritage environment.
keywords	Virtual heritage, virtual environment, dissemination, user, interpretation
series	CAAD Futures
email
last changed	2009/06/08 20:53

_id	caadria2000_000
id	caadria2000_000
authors	Tan, Beng-Kiang; Tan, Milton; Wong, Yunn-Chii (eds.)
year	2000
title	CAADRIA 2000
doi	https://doi.org/10.52842/conf.caadria.2000
source	Proceedings of the Fifth Conference on Computer Aided Architectural Design Research in Asia / ISBN 981-04-2491-4] Singapore 18-19 May 2000, 519 p.
summary	Ever since the advent of computer graphics in the sixties, computer-aided architectural design (CAAD) has made a great impact in architectural education and practice. Its central role as a new media for the representation and analysis of designs will ensure that it will continue to do so. The teaching and research in CAAD in Asia have also been growing in scope and in quality. In the 21st century, the challenges of architectural education and practice in the new millennium will open up new fronts in CAAD research. This conference is an important platform to evaluate the challenge and opportunities and will enable researchers to exchange ideas and collaboration in projects with specific relevance to CADD for Asia. This compilation of 48 papers were elected through a blind review by an international panel and presented at the conference in Singapore on 18 - 19 May 2000. The chapters are organised according to the main topics covered by the conference -- Collaborative Design, Simulation, Design Education, Knowledge Representation, Design Process, Information Systems, Design Tools, Virtual Reality and Computer Media. The Collaborative Design section consists of papers which deal with Collaborative Design Process interfaces to databases, Collaborative Design System for Citizen Participation, Team Awareness in Collaboration and Computer Environment for supporting Design Collaboration. The Simulation section deals with lighting studies, colour assessment, simulation of urban growth patterns, dynamic simulations in buildings and way-finding. The Design Education section consists of papers on design pedagogy in design studios using computers, virtual studios and virtual learning. The Knowledge Representation section consists of papers that deal with knowledge-based systems, design representation and shape grammar. The Design Process section consists of papers on design process and cognition, design creativity and the computer media. The Information Systems section consists of papers on information navigation, information management, design information repository and databases. The Design Tools section consists of papers on design tools based on generative systems, a new method for 3D animation and movement-in-architectural-space representation. The Virtual Reality and Computer Media section deals with virtual reality applications and tools in architecture, designing virtual environments and computer media and visualization.
series	CAADRIA
last changed	2022/06/07 07:49

_id	ecaade2023_38
id	ecaade2023_38
authors	Tan, Chuheng and Ying, Dongqi
year	2023
title	A “Designer-centric” Framework for Building Massing optimization
doi	https://doi.org/10.52842/conf.ecaade.2023.2.147
source	Dokonal, W, Hirschberg, U and Wurzer, G (eds.), Digital Design Reconsidered - Proceedings of the 41st Conference on Education and Research in Computer Aided Architectural Design in Europe (eCAADe 2023) - Volume 2, Graz, 20-22 September 2023, pp. 147–156
summary	Performance-based architectural design often faces challenges due to the complex interactions between wind, solar data, and building massing. Although massing optimization frameworks help address these challenges, limitations still exist, such as restricting designers' authorship and being time-consuming. To tackle these issues, a new workflow is proposed that combines wind and sun analysis, Evolutionary Algorithm (EA), and machine learning (ML) methods. This framework consists of two main stages: (1) combining designer intention with wind and solar simulations in an EA to generate optimized massing based on real-world buildings, and (2) training a machine learning model that remaps the distribution of the designer's intentions and building layouts. This study demonstrates the effectiveness of the proposed workflow in generating efficient and detailed building massing layouts that meet specific requirements. This "designer-centric" approach enables machines to optimize architect’s intentions, rather than forcing them to adapt to machine calculations. It will become an efficient, user-friendly human-machine collaborative tool for assisting in future building layout designs.
keywords	Designer-centric Collaboration, Evolutionary Algorithm, Performance-based Layout Optimization
series	eCAADe
email
last changed	2023/12/10 10:49

_id	caadria2024_398
id	caadria2024_398
authors	Tan, Linus and Luke, Thom
year	2024
title	Accelerating Future Scenario Development For Concept Design With Text-Based GenAI (ChatGPT)
doi	https://doi.org/10.52842/conf.caadria.2024.1.039
source	Nicole Gardner, Christiane M. Herr, Likai Wang, Hirano Toshiki, Sumbul Ahmad Khan (eds.), ACCELERATED DESIGN - Proceedings of the 29th CAADRIA Conference, Singapore, 20-26 April 2024, Volume 1, pp. 39–48
summary	This case study describes the integration of Generative Artificial Intelligence (GenAI) into a design workflow that envisions future scenarios for concept development. While image-based GenAI tools like MidJourney and Stable Diffusion have garnered attention from designers for their ability to visualise ideas rapidly, integrating textual GenAI, like ChatGPT-3.5, in design workflows has been less explored. This case study investigates how future thinking techniques can be digitized and accelerated using ChatGPT-3.5 to create a textual GenAI-embedded design workflow. Next, we test the workflow with postgraduate design students to speculate future scenarios, substantiate scenarios with existing circumstantial evidence, and develop a concept design based on the scenario. The outcomes highlight that GenAI suggested social changes from a range of disciplines, and designers still need to search for the source to clarify and evidence the changes manually. The case study concludes by describing the benefits of using textual GenAI in design workflows, and future research needed to strengthen the use of textual GenAI as a tool for design concept development.
keywords	Future scenario, Futures thinking, Horizon Scanning, Signal, Futures Wheel, Generative AI, ChatGPT, Concept design
series	CAADRIA
email
last changed	2024/11/17 22:05

_id	5ba3
authors	Tan, M., Tan, B.K. and Ngahtemin, J.
year	2000
title	By Rhyme or Reason. Rapid Design Thinking by Digital Cross Referencing
doi	https://doi.org/10.52842/conf.caadria.2000.399
source	CAADRIA 2000 [Proceedings of the Fifth Conference on Computer Aided Architectural Design Research in Asia / ISBN 981-04-2491-4] Singapore 18-19 May 2000, pp. 399-410
summary	A prime objective of a visual database for design thinking is to support trains of thought. The game of "Rhyme or Reason" provides a clue for the cognitive basis for mind racing. In particular, it shows why in creative design speed matters, why we need memory cues, why reasoning by lateral association and conceptual positioning are as important as logical pattern matching. Unlike a conventional database, such as a banking system, which is concerned with the correct convergence on specific records, visual databases for design thinking need to support divergent exploration. The paper presents a method of "multivalent" tagging of discrete items in the database. It provides for knowledge of relations. This achieves two things. Firstly, it enables the search engine to return a specific database item in different exploratory contexts because of the multiple ways it can meet the search criteria. Secondly, the different tagged aspects of the item can be used to trigger new exploratory routes. The user can explore other tagged aspects whose relationship to the original search criteria need not exist in the indexing system. Short of this, a search is dependent on direct literal or other variants of pattern matching to retrieve only parts of a database. The strategies for sustainable input-output, and for search-storage of a visual database demand high modularity and generic structures which are not dependent on specific software or computer system. The paper specifies its open structure and its transparent and re-configurable methods. These are non-trivial design issues.
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	8a0c
authors	Tan, Milton
year	1990
title	Saying What It Is by What It Is Like - Describing Shapes Using Line Relationships
source	The Electronic Design Studio: Architectural Knowledge and Media in the Computer Era [CAAD Futures ‘89 Conference Proceedings / ISBN 0-262-13254-0] Cambridge (Massachusetts / USA), 1989, pp. 201-213
summary	Shapes - taken as well-defined collections of lines - are fundamental building blocks in architectural drawings. From doodles to shop drawings, shapes are used to denote ideas and represent elements of design, many of which ultimately translate into actual objects. But because designs evolve, the shapes representing a design are seldom static - instead, they are perpetually open to transformations. And since transformations involve relationships, conventional methods of describing shapes as sets of discrete endpoints may not provide an appropriate foundation for schematic design. This paper begins with a review of the perception of shapes and its significance in design. In particular, it argues that juxtapositions and inter-relationships of shapes are important seedbeds for creative development of designs. It is clear that conventional representation of shapes as sets of discrete lines does not cope with these -emergent" subshapes; the most basic of which arise out of intersecting and colinear lines. Attempts to redress this by using ‘reduction rules’ based on traditional point-and-line data structures are encumbered by computational problems of precision and shape specification. Basically, this means that some ‘close’ cases of sub-shapes may escape detection and their specifications are difficult to use in substitution operations. The paper presents the findings of a computer project - Emergence II - which explored a 'relational' description of shapes based on the concept of construction lines. It builds on the notion that architectural shapes are constructed in a graphic context and that, at a basic compositional level, the context can be set by construction lines. Accordingly, the interface enables the delineation of line segments with reference to pre-established construction lines. This results in a simple data structure where the knowledge of shapes is centralized in a lookup table of all its construction lines rather than dispersed in the specifications of line segments. Taking this approach, the prototype software shows the ease and efficiency of applying ‘reduction rules’ for intersection and colinear conditions, and for finding emergent sub-shapes by simply tracking the construction lines delimiting the ends of line segments.
series	CAAD Futures
email
last changed	2003/05/16 20:58

_id	c4db
authors	Tan, Milton
year	1990
title	Closing in on an Open Problem: Reasons and a Strategy to Encode Emergent Subshapes
doi	https://doi.org/10.52842/conf.acadia.1990.005
source	From Research to Practice [ACADIA Conference Proceedings] Big Sky (Montana - USA) 4-6 October 1990, pp. 5-19
summary	The interpretation of drawings, by breaking them into subshapes and classifying these subshapes, is an essential part of creative designing. Drawings must be open to different interpretations - i.e. different decompositions into parts, and classification of these parts in different ways - but conventional CAD systems do not readily allow this. Their data structures are too inflexible, and they do not provide subshape or implied-shape recognition capabilities. This paper discusses the centrality of emergent forms in the design process and proposes a datastructure based on construction lines and ordered lists which enables shapes as collection of lines and arcs to be efficiently encoded. The strategy to build a design tool around this data structure is also presented.
series	ACADIA
email
last changed	2022/06/07 07:56

_id	caadria2016_579
id	caadria2016_579
authors	Tan, Rachel and Stylianos Dritsas
year	2016
title	Clay Robotics: Tool making and sculpting of clay with a six-axis robot
doi	https://doi.org/10.52842/conf.caadria.2016.579
source	Living Systems and Micro-Utopias: Towards Continuous Designing, Proceedings of the 21st International Conference on Computer-Aided Architectural Design Research in Asia (CAADRIA 2016) / Melbourne 30 March–2 April 2016, pp. 579-588
summary	The objective of the project is to design a reproducible clay sculpting process with an industrial robotic arm using parametric con- trol to directly translate mesh geometry from Computer Aided Design (CAD) environment into a lump of clay. This is accomplished through an algorithmic design process developed in Grasshopper using the C# programming language. The design process is enabled by our robotics modelling and simulation library which provides tools for kinematics modelling, motion planning, visual simulation and networked com- munication with the robotic system. Our process generates robot joint axis angle instructions through inverse kinematics which results into linear tool paths realised in physical space. Unlike common subtrac- tive processes such as Computer Numeric Control (CNC) milling where solid material is often pulverised during machining operations, our process employs a carving technique to remove material by dis- placement and deposition due to the soft and self-adhesive nature of the clay material. Optimisation of self-cleaning paths are implemented and integrated into the sculpting process to increase pathing efficiency and end product quality. This paper documents the process developed, the obstacles faced in motion planning of the robotic system and dis- cusses the potential for creative applications in digital fabrication us- ing advanced machines that in certain terms exceed human capability yet in others are unable to reach the quality of handmade works of art.
keywords	Design computation; digital fabrication; architectural robotics
series	CAADRIA
email
last changed	2022/06/07 07:56

_id	ecaade2020_284
id	ecaade2020_284
authors	Tan, Rachel, Patt, Trevor, Koh, Seow Jin and Chen, Edmund
year	2020
title	Exploration & Validation - Making sense of generated data in large option sets
doi	https://doi.org/10.52842/conf.ecaade.2020.1.653
source	Werner, L and Koering, D (eds.), Anthropologic: Architecture and Fabrication in the cognitive age - Proceedings of the 38th eCAADe Conference - Volume 1, TU Berlin, Berlin, Germany, 16-18 September 2020, pp. 653-662
summary	The project is a real-world case study where we advised our client in the selection of a viable and well-performing design from a set of computationally generated options. This process was undertaken while validating the algorithmic generative process and user-defined evaluation criteria through scrutinizing the other alternative options to ensure ample variability was considered. Optimisation algorithms were not ideal as low performing options were not visible to validate variability. We established variability by extracting the different groups of options, proving to the client that various operational behaviours were present and accounted for. In order to sieve through the noise and derive meaningful results, we employed methods to filter through thousands of options, including: k-means clustering, archetypal labelling and analysis, pareto front analysis and visualisation overlays. We present a sense-making and decision-making process that utilizes principles of genetic algorithms and analysis of multi-dimensional user-derived evaluation scores. To enable the client's confidence in the computational model, we proved the effectiveness of the generative model through communicating and visualizing the impact of different criterias. This ensured that operational needs were considered. The visualization methods we employed, including pareto front extraction and analysis eventually helped our clients to arrive at a decision.
keywords	generative design; validation; multi-objective optimisation; k-means; pareto front; decision-making
series	eCAADe
email
last changed	2022/06/07 07:56

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