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 ecaade2014_192
authors David Stasiuk and Mette Ramsgaard Thomsen
year 2014
title Learning to be a Vault - Implementing learning strategies for design exploration in inter-scalar systems
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. 381-390
summary Parametric design models enable the production of dynamic form, responsive material assemblies, and numerically and geometrically analytical feedback. The value potential for design produced through the procedural transformation of input parameters (or features) through algorithmic models has been repeatedly demonstrated and epistemically refined. However, despite their capacity to improve productivity and iteration, parametric models are nonetheless prone to inflexibility and reduction, both of which obscure processes of invention and discovery that are central to an effective design practice. This paper presents an experimental approach for the application of multiple, parallel computational design modelling strategies which are tested in the production of an inter-scalar model array that synthesises design intent, the simulation of material behaviours, performance-driven adaptation, and open-ended processes of discovery and categorical description. It is particularly focused on the computational potentials embedded in interdependent applications of simulation and machine learning algorithms as generative and descriptive drivers of form, performance, and architectural quality. It ultimately speculates towards an architectural design modelling method that privileges open model topologies and emergent feature production as critical operators in the generation of flexible and adaptive design solutions.
wos WOS:000361384700038
keywords Parametric design; computational modelling; machine learning; multi-objective optimisation; k-means clustering
series eCAADe
email david.stasiuk@kadk.dk
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100%; open Caldas, L.G. (2003) Find in CUMINCAD Shape Generation Using Pareto Genetic Algorithms Integrating Conflicting Design Objectives in Low-Energy Architecture , Proceedings of CAADRIA 2003

100%; open Carbonell, J.G., Michalski, R.S. and Mitchell, T.M. (1983) Find in CUMINCAD Machine learning: a historical and methodological analysis , AI Magazine, 4.3, pp. 69-79

100%; open Cariani, P. (2008) Find in CUMINCAD Design Strategies for Open-Ended Evolution , Artificial Life, XI, pp. 94-101

100%; open Davis, D. (2013) Find in CUMINCAD Modelled on Software Engineering: Flexible Parametric Models in the Practice of Architecture , Ph.D. Thesis, RMIT

100%; open de Leon, A.P. (2012) Find in CUMINCAD Two Case-Studies of Freeform-Facade Rationalization , Proceedings of eCAADe 2012

100%; open Flach, P. (2012) Find in CUMINCAD Machine Learning: the Art and Science of Algorithms that Make Sense of Data , Cambridge University Press

100%; open Frazer, J. (1995) Find in CUMINCAD An Evolutionary Architecture , Architectural Association Publications

100%; open Janssen, P., Frazer, J. and Tang, M.X. (2000) Find in CUMINCAD Evolutionary design systems: A conceptual framework for the creation of generative processes , Proceedings of Design Decision Support Systems in Architecture and Urban Planning 2000

100%; open Langley, P., Derix, C. and Coates, P.S. (2007) Find in CUMINCAD Meta-Cognitive Mappings: Growing Neural Networks for Generative Urbanism , Proceedings of th 10th Generative Art Conference 2007

100%; open Mehanna, R. (2013) Find in CUMINCAD Resilient Structures through Machine Learning and Evolution , Proceedings of ACADIA 2013

100%; open Mitchell, T.M. (1997) Find in CUMINCAD Machine Learning , McGraw-Hill Science/Engineering/Math

100%; open Tamke, M., Burry, M., Ayres, P. and Thomsen, M.R. (2011) Find in CUMINCAD Design Environments for Material Performance , Proceedings of Design Modelling Symposium Berlin 2011

100%; open Thomsen, M.R., Tamke, M. and Riiber, J. (2010) Find in CUMINCAD Sea Unsea - Lamella Flock , Leach, N. and Snooks, R. (eds), Swarm Intelligence: Architectures of multi-agent Systems, LATP

100%; open Winslow, P., Pellegrino, S. and Sharma, S.B. (2010) Find in CUMINCAD Multi-objective optimization of free-form grid structures , Structural and Multidisciplinary Optimization, 40, pp. 257-269

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