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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
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100%; open Aish R. and Woodbury R. (2005) Find in CUMINCAD Multi-level Interaction in Parametric Design , ResearchGate. Smart Graphics, 5th International Symposium, SG 2005, Frauenwörth Cloister, Germany, August 22-24, pp. 151–162

100%; open Beesley P., Asya Ilgün Z., Bouron G. et al. (2016) Find in CUMINCAD Hybrid sentient canopy: an implementation and visualization of proprioreceptive curiosity-based machine learning , Proceedings of the 36th annual conference of the association for computer aided design in architecture, Ann Arbor, MI: University of Michigan, Taubmann College, 27–29 October 2016, pp. 362–371

100%; open Bender J., Müller M., Otaduy M.A. et al. (2013) Find in CUMINCAD Position-based Methods for the Simulation of Solid Objects in Computer Graphics , STAR Proceedings of Eurographics

100%; open Bouaziz S., Martin S., Liu T. et al. (2014) Find in CUMINCAD Projective dynamics: fusing constraint projections for fast simulation , ACM T Graphic; 33(4): 154

100%; open Chan M.T.K., Gorbet R., Beesley P. et al. (2015) Find in CUMINCAD Curiosity-based learning algorithm for distributed interactive sculptural sys- tems , IEEE/RSJ international conference on intelligent robots and systems (IROS), Hamburg, 28 September–2 October 2015, pp. 3435–3441. New York: IEEE

100%; open Cheney N., MacCurdy R., Clune J. et al. (2013) Find in CUMINCAD Unshackling evolution: evolving soft robots with multiple materials and a powerful generative encoding , Proceedings of the 15th annual conference on genetic and evolutionary compu- tation (GECCO ’13), Amsterdam, 6–10 July 2013, pp. 167–174. New York: ACM

100%; open Davis D. (2014) Find in CUMINCAD Quantitatively analysing parametric models , Int J Archit Comput; 12(3): 307–320

100%; open Day A. (1965) Find in CUMINCAD An introduction to dynamic relaxation , Engineer; 219: 218–221

100%; open Deleuran A.H., Pauly M., Tamke M. et al. (2016) Find in CUMINCAD Exploratory topology modelling of form-active hybrid structures , Procedia Engineer; 155: 71–80

100%; open Frazer J. (1995) Find in CUMINCAD An evolutionary architecture , London: Architectural Association

100%; open Gero J.S. (1996) Find in CUMINCAD Artificial intelligence in computer-aided design: progress and prognosis , Comput Aided Design; 28(3): 153–235

100%; open Halevy A., Norvig P. and Pereira F. (2009) Find in CUMINCAD The unreasonable effectiveness of data , IEEE Intell Syst; 24(2): 8–12

100%; open Harding J. (2016) Find in CUMINCAD Dimensionality reduction for parametric design exploration , Adriaenssens S, Gramazio F, Kohler M, et al. (eds) Advances in architectural geometry . Zurich: vdf Hochschulverlag AG an der ETH Zürich, pp. 274–287

100%; open Jeswiet J., Micari F., Hirt G. et al. (2005) Find in CUMINCAD Asymmetric Single Point Incremental Forming of Sheet Metal , CIRP Annals - Manufacturing Technology; 54: 88–114

100%; open Krijnen T. and Tamke M. (2015) Find in CUMINCAD Assessing implicit knowledge in BIM models with machine learning , Thomsen M, Tamke M, Gengnagel C, et al. (eds) Modelling behaviour . Cham: Springer, pp. 397–406

100%; open Lienhard J. (2014) Find in CUMINCAD Bending-active structures: form-finding strategies using elastic deformation in static and kinetic sys- tems and the structural potentials therein , Stuttgart: Universita?t Stuttgart

100%; open Mazairac W. and Beetz J. (2013) Find in CUMINCAD BIMQL - An Open Query Language for Building Information Models , Adv Eng Inform; 27(4): 444–456

100%; open Nicholas P., Stasiuk D., N?rgaard E. et al. (2015) Find in CUMINCAD A multiscale adaptive mesh refinement approach to architectured steel specification in the design of a frameless stressed skin structure , Proceedings of design modelling symposium, Copenhagen, 30 September–2 October 2015

100%; open Nicholas P., Zwierzycki M., N?rgaard E. et al. (2017) Find in CUMINCAD Adaptive robotic fabrication for conditions of material inconsistency: increasing the geometric accuracy of incrementally formed metal panels , Proceedings of the Fabricate confer- ence, Stuttgart, 6–8 April 2017, pp. 114–121. London: UCL Press

100%; open Quinn G., Deleuran A.H., Piker D. et al. (2016) Find in CUMINCAD Calibrated and interactive modelling of form-active hybrid structures , Proceedings of the IASS annual symposium (eds K. Kawaguchi, M. Ohsaki and T. Takeuchi), Tokyo, 26–30 September 2016

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