id |
caadria2024_284 |
authors |
Calixto, Victor and Croffi, Juliana |
year |
2024 |
title |
Back to Black Boxes? An Urgent Call for Discussing the Impacts of the Emergent AI-Driven Tools in the Architecture Design Education |
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 3, pp. 39–48 |
doi |
https://doi.org/10.52842/conf.caadria.2024.3.039
|
summary |
In recent years, the advances in data science and Artificial Intelligence (AI) are disrupting all sectors, impacting the industry and academic fields. In the AEC sector, there have been a rising number of user-friendly "computational design services" generative and parameterised solutions driven by AI engines. However, if in one hand these services provide rapid solutions with minimal cognitive load, on the other hand, they obscure logical processes from computational design thinking, transforming them into black boxes and limiting the designer on making use of technology to create novel solutions. To overcome these challenges, the teaching of computational design thinking should be integrated in architecture education on undergraduate and master programs. This study conducts a critical literature review and proposes a framework to be implemented in architecture education, discussing the complexity involved in the learning process. The framework provides a layered approach that unfold the levels of abstraction of the nested black boxes of computational design and AI in an educational context. |
keywords |
Computational Design Thinking, Architecture Education, Black Box, AI |
series |
CAADRIA |
email |
|
full text |
file.pdf (819,288 bytes) |
references |
Content-type: text/plain
|
Aish, R., & Hanna, S. (2017)
Comparative evaluation of parametric design systems for teaching design computation
, Design Studies, 52, 144-172
|
|
|
|
Alymani, A., Jabi, W., & Corcoran, P. (2023)
Graph machine learning classification using architectural 3D topological models
, Simulation, 99(11), 1117-1131
|
|
|
|
Ashby, W. R. (1956)
An introduction to cybernetics
, Chapman and Hall
|
|
|
|
Basarir, L. (2022)
Modelling AI in Architectural Education
, Gazi University Journal of Science, 35(4), 1260-1278
|
|
|
|
Burry, J., & Burry, M. (2010)
The new mathematics of architecture
, Thames and Hudson
|
|
|
|
Burry, M. (2011)
Scripting cultures: Architectural design and programming
, John Wiley & Sons
|
|
|
|
Caetano, I., Santos, L., & Leitao, A. (2020)
Computational design in architecture: Defining parametric, generative, and algorithmic design
, Frontiers of Architectural Research, 9(2), 287-300
|
|
|
|
Carpo, M. (2017)
The second digital turn: design beyond intelligence
, MIT press
|
|
|
|
Celani, G., & Vaz, C. E. V. (2012)
CAD scripting and visual programming languages for implementing computational design concepts: A comparison from a pedagogical point of view
, International Journal of Architectural Computing, 10(1), 121-137
|
|
|
|
Cross, N. (1984)
The Development of Design Methodology in Architecture, Urban Planning and Industrial Design
, Springer
|
|
|
|
del Campo, M., & Leach, N. (Eds.). (2022)
Machine Hallucinations: Architecture and Artificial Intelligence
, John Wiley & Sons
|
|
|
|
Fischer, T., Fischer, T., & Universtität, G. A. (2003)
Toolmaking for digital morphogenesis
, International Journal of Design Computing, 6, 35-40
|
|
|
|
Flusser, V. (2013)
Towards a philosophy of photography
, Reaktion Books
|
|
|
|
Gardner, N. Meng, L.L., Haeusler M.H. (2020)
Computational Pragmatism
, RE: Anthropocene, Design in the Age of Humans - Proceedings of the 25th International Conference on Computer-Aided Architectural Design Research in Asia, CAADRIA 2020, Bangkok, pp. 489 - 498, presented at CAADRIA 2020, Bangkok, 05 August 2020 - 07 August 2020
|
|
|
|
Gaudilliere, N. (2020)
Evolutionary Tools and the Practice of Architecture: from Appropriated Typology to Becoming the Black Boxes of CAAD
, BIODIG 2020
|
|
|
|
Glanville, R. (1982)
Inside every white box there are two black boxes trying to get out
, Behavioral Science, 27(1), 1-11
|
|
|
|
Glanville, R. (2013)
Cybernetics: thinking through the technology
, Traditions of systems theory: Major figures and contemporary developments. Routledge, New York, 45-77
|
|
|
|
Green, T., & Blackwell, A. (1998)
Cognitive dimensions of information artefacts: a tutorial
, Bcs hci conference (Vol. 98, pp. 1-75)
|
|
|
|
Kelly, N., & Gero, J. S. (2021)
Design thinking and computational thinking: A dual process model for addressing design problems
, Design Science, 7, e8
|
|
|
|
Latour, B. (1987)
Learning Machine Learning as an Architect, How to? - Presenting and Evaluating a Grasshopper Based Platform to Teach Architecture Students Machine Learning
, Harvard university press
|
|
|
|
last changed |
2024/11/17 22:05 |
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