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

PDF papers
id acadia18_146
authors Rossi, Gabriella; Nicholas, Paul
year 2018
title Re/Learning the Wheel. Methods to Utilize Neural Networks as Design Tools for Doubly Curved Metal Surfaces
source ACADIA // 2018: Recalibration. On imprecisionand infidelity. [Proceedings of the 38th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-692-17729-7] Mexico City, Mexico 18-20 October, 2018, pp. 146-155
summary This paper introduces concepts and computational methodologies for utilizing neural networks as design tools for architecture and demonstrates their application in the making of doubly curved metal surfaces using a contemporary version of the English Wheel. The research adopts an interdisciplinary approach to develop a novel method to model complex geometric features using computational models that originate from the field of computer vision.

The paper contextualizes the approach with respect to the current state of the art of the usage of artificial neural networks both in architecture and beyond. It illustrates the cyber physical system that is at the core of this research, with a focus on the employed neural network–based computational method. Finally, the paper discusses the repercussions of these design tools on the contemporary design paradigm.

keywords full paper, ai & machine learning, digital craft, robotic production, computation
series ACADIA
type paper
full text file.pdf (4,861,765 bytes)
references Content-type: text/plain
Details Citation Select
100%; open Al-Zubaidi, Salah, Jaharah A. Ghani, and Che H.C. Haron (2011) Find in CUMINCAD Application of ANN in Milling Process: A Review , Modelling and Simulation in Engineering 2011: 696275

100%; open Ashby, W. Ross (1954) Find in CUMINCAD Design for a Brain , New York: John Wiley & Sons

100%; open Brugnaro, Giulio, and Sean Hanna (2017) Find in CUMINCAD Adaptive Robotic Training Methods for Subtractive Manufacturing , Disciplines & Disruption: Proceedings of the 37th Annual Conference of the Association for Computer Aided Design in Architecture, edited by Takehiko Nagakura, Skylar Tibbits, Mariana Ibanez, and Caitlin Mueller, 164–9. Cambridge, MA: ACADIA

100%; open Callicott, Nick (2005) Find in CUMINCAD Adaptive Architectural Design , Architectural Design 75 (4): 66–9

100%; open Carpo, Mario (2011) Find in CUMINCAD The Alphabet And The Algorithm , Cambridge, MA: MIT Press

100%; open Cheng, Chi-Li, and June-Hao Hou (2016) Find in CUMINCAD Biomimetic Robotic Construction Process: An Approach for Adapting Mass Irregular-Shaped Natural Materials , Complexity & Simplicity: Proceedings of the 34th eCAADe Conference vol. 1, edited by Aulikki Herneoja, Toni Österlund, and Piia Markkanen, 133–42. Oulu, Finland: eCAADe

100%; open Gero, John (2017) Find in CUMINCAD Cognitive Design Computing , ShoCK!: Sharing Computational Knowledge!—Proceedings of the 35th eCAADe Conference, vol. 1, edited by A. Fioravanti, S. Cursi, S. Elahmar, S. Gargaro, G. Loffreda, G. Novembri, and A. Trento, 37–40. Rome: eCAADe

100%; open Goodfellow, Ian, Yoshua Bengio, and Aaron Courville (2016) Find in CUMINCAD Deep Learning , Cambridge, MA: MIT Press

100%; open Kamnitsas, Konstantinos, Christian Ledig, Virginia FJ Newcombe, Joanna P. Simpson, Andrew D. Kane, David K. Menon, Daniel Rueckert, and Ben Glocker (2017) Find in CUMINCAD Efficient Multi-Scale 3D CNN with Fully Connected CRF for Accurate Brain Lesion Segmentation , Medical Image Analysis 36: 61–78

100%; open Kashid, Sachin, and Shailendra Kumar (2012) Find in CUMINCAD Applications of Artificial Neural Network to Sheet Metal Work: A Review , American Journal of Intelligent Systems 2 (7): 168–76

100%; open LeCun, Yann, Léon Bottou, Yoshua Bengio, and Patrick Haffner (1998) Find in CUMINCAD Gradient-based Learning Applied to Document Recognition , Proceedings of the IEEE 86 (11): 2278–324

100%; open Li, Qing, Weidong Cai, Xiaogang Wang, Yun Zhou, David Dagan Feng, and Mei Chen (2014) Find in CUMINCAD Medical Image Classification with Convolutional Neural Network , Proceedings of the 13th International Conference on Control, Automation, Robotics & Vision, 844–8. Singapore: ICARCV

100%; open Long, Jonathan, Evan Shelhamer, and Trevor Darrell (2015) Find in CUMINCAD Fully Convolutional Networks for Semantic Segmentation , Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 3431–40. Boston: CVPR

100%; open Maturana, Daniel, and Sebastian Scherer (2015) Find in CUMINCAD Voxnet: A 3D Convolutional Neural Network for Real-time Object Recognition , Proceedings of the 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems, 922–8. Hamburg: IROS

100%; open Mitchell, William (2001) Find in CUMINCAD Roll Over Euclid: How Frank Gehry Designs and Builds , Frank Gehry, Architect, edited by J. Fiona Ragheb, 352–63. New York: Guggenheim Museum Publications

100%; open Norlander, Rickard, Josef Grahn, and Atsuto Maki (2015) Find in CUMINCAD Wooden Knot Detection using ConvNet Transfer Learning , Image Analysis: Proceedings of the 19th Scandinavian Conference on Image Analysis, edited by Rasmus R. Paulsen and Kim S. Pedersen, 263–74. Cham: Springer

100%; open Sharif, Shani, and T. Russel Gentry (2015) Find in CUMINCAD Design Cognition Shift from Craftsman to Digital Maker , Emerging Experience in Past, Present and Future of Digital Architecture, Proceedings of the 20th International Conference of the Association for Computer-Aided Architectural Design Research in Asia, edited by Y. Ikeda, C.M. Herr, D. Holzer, S. Kaijima, M.J. Kim, and M.A. Schnabel, 683–92. Daegu, Korea: CAADRIA

100%; open Smigielska, Maria (2018) Find in CUMINCAD Application of Machine Learning within the Integrative Design and Fabrication of Robotic Rod Bending Processes , Humanizing Digital Reality: Design Modelling Symposium Paris 2017, edited by K. De Rycke, C. Gengnagel, O. Baverel, J. Burry, C. Mueller, M. Nguyen, P. Rahm, M.R. Thomsen, 523–36. Singapore: Springer

100%; open Zwierzycki, Mateusz, Paul Nicholas, and Mette Ramsgaard Thomsen (2018) Find in CUMINCAD Localised and Learnt Applications of Machine Learning for Robotic Incremental Sheet Forming , Humanizing Digital Reality, Design Modelling Symposium Paris 2017, edited by K. De Rycke, C. Gengnagel, O. Baverel, J. Burry, C. Mueller, M. Nguyen, P. Rahm, M.R. Thomsen, 373–82. Singapore: Springer

last changed 2019/01/07 11:21
pick and add to favorite papersHOMELOGIN (you are user _anon_235266 from group guest) CUMINCAD Papers Powered by SciX Open Publishing Services 1.002