id |
acadia19_404 |
authors |
Liu, Henan; Liao, Longtai; Srivastava, Akshay |
year |
2019 |
title |
AN ANONYMOUS COMPOSITION |
source |
ACADIA 19:UBIQUITY AND AUTONOMY [Proceedings of the 39th Annual Conference of the Association for Computer Aided Design in Architecture (ACADIA) ISBN 978-0-578-59179-7] (The University of Texas at Austin School of Architecture, Austin, Texas 21-26 October, 2019) pp. 404-411 |
doi |
https://doi.org/10.52842/conf.acadia.2019.404
|
summary |
Within the context of continuous technology transformations, the way scientists and designers process data is changing dramatically from simplification and explicit defined rules to searching and retrieving. Ideally, such a trending method can eliminate issues including deviation and ambiguity with the help of hypothetically unlimited computational power. To process data in this manner, artificial intelligence is necessary and needs to be integrated into the design process. An experiment of a design process that consists of a generative model, a data library, and a machine learning system (GAN) is introduced to demonstrate its effectiveness. The methodology is further evaluated by comparing its output with its input targets, which proves the possibility of employing machine learning systems to aggressively process data and automate the design process. Further improvement of such methodology, including judging criteria and possible applications, and the sensibility of the machine is also discussed at the end. |
keywords |
Machine Learning, Automation, Variables, Data Processing, Sensibility, Generative Design |
series |
ACADIA |
type |
normal paper |
email |
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full text |
file.pdf (6,077,603 bytes) |
references |
Content-type: text/plain
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Carpo, Mario. (2014)
Breaking the curve: big data and design
, ArtForum International 52(6): 168-173
|
|
|
|
Goodfellow, Ian, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio. (2014)
Generative adversarial nets
, Advances Neural Information Processing Systems, 2672-2680
|
|
|
|
Lynn, Greg. (2008)
Beautiful Monsters
, Perspecta 40: 176-179
|
|
|
|
Mirza, Mehdi, and Simon Osindero. (2014)
Conditional generative adversarial nets
, arXiv:1411.1784
|
|
|
|
Mital, Parag K., Mick Grierson, and Tim J. Smith. (2013)
Corpusbased visual synthesis: an approach for artistic stylization
, Proceedings of the ACM Symposium on Applied Perception, 51-58
|
|
|
|
Mital, Parag K. (2013)
Synthesis of Akira Kurosawa’s Dreams using Van Gogh
, Vimeo. Video File. https://vimeo.com/63410890
|
|
|
|
Vasey, Lauren, Long Nguyen, Tovi Grossman, Heather Kerrick, Danil Nagy, Evan Atherton, David Thomasson, Nick Cote, Tobias Schiwnn, David Benjamin, Maurice Conti, George Fitzmaurice, and Achim Menges. (2016)
Collaborative Construction: Human and Robotic Collaboration Enabling the Fabrication and Assembly of a Filament- Wound Structure
, ACADIA 16: Posthuman Frontiers: Data, Designers, and Cognitive Machines: Proceedings of the 36th Annual Conference of the Association for Computer Aided Design Architecture, 184-195
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last changed |
2022/06/07 07:59 |
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