Utilizing Machine Learning Algorithms for Architectural Design
DOI:
https://doi.org/10.54097/gasxzy02Keywords:
Machine Learning, architectural designAbstract
With the development of digital technology, artificial intelligence has brought a paradigm shift in numerous fields. Machine learning is used as a decision making tool to analyze large data and produce output data with similar characteristics. This paper aims to explore and analyze the influence of artificial intelligence on the architectural designing process. In the second section, traditional methods of architectural design are observed. The third section explains the methodology of machine learning and its current limitations. The fourth section investigates several real world applications of machine learning in designing architecture, and the last section speculates on the potential directions that the field of architectural design could take as machine learning continues to advance.
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Asri, Youne. AI in Architecture: Exploring the Benefits, Drawbacks, and Innovative Differences. https://bootcamp.uxdesign.cc/ai-in-architecture-exploring-the-benefits-drawbacks-and-innovative-differences-b1a5a719a2bc.
Brodsky, S. (2020, December 9). How AI is Changing Architecture. Lifewire. Retrieved April 13, 2022, from https://www.lifewire.com/how-ai-is-changing-architecture-5090676
Chaillou, Stanislas. “AI Creates Generative Floor Plans and Styles with Machine Learning at Harvard | ArchDaily.” ArchDaily, ArchDaily, 5 June 2019, https://www.archdaily.com/918471/ai-creates-generative-floor-plans-and-styles-with-machine-learning-at-harvard.
Dhawan, Vidushi. “Artificial Intelligence Will Have a Direct Impact on Future Urban Planning – OpenGov Asia.” OpenGov Asia, 2 Mar. 2020, https://opengovasia.com/artificial-intelligence-will-have-a-direct-impact-on-future-urban-planning/.
Donaldson, James E. With or Without AI; The Architect’s Methodology. 20 June 2023, https://www.linkedin.com/pulse/without-ai-architects-methodology-james-jed-donaldson/.
Dr. Kai Oberste-Ufer. “7 Ways Artificial Intelligence Is Revolutionizing Architecture.” EN - Dormakaba Blog, https://www.facebook.com/dormakabaGLOBAL/, 2 Sept. 2019, https://blog.dormakaba.com/7-ways-artificial-intelligence-is-revolutionizing-architecture/.
Eltay, Mohamed, et al. “Generative Adversarial Network Based Adaptive Data Augmentation for Handwritten Arabic Text Recognition.” PeerJ Computer Science, PeerJ, Jan. 2022, p. e861. Crossref, doi:10.7717/peerj-cs.861.
Gallo, Giuseppe, and wirz. “(PDF) The Role of Artificial Intelligence in Architectural Design: Conversation with Designers and Researchers | Giuseppe Gallo and Fulvio Wirz - Academia.Edu.” Academia.Edu - Share Research, 1 Jan. 2020, https://www.academia.edu/44902106/The_role_of_Artificial_Intelligence_in_architectural_design_conversation_with_designers_and_researchers.
Goyal, Shweta. “GANs — A Brief Introduction to Generative Adversarial Networks | by Shweta Goyal | Analytics Vidhya | Medium.” Medium, Analytics Vidhya, 2 June 2019, https://medium.com/analytics-vidhya/gans-a-brief-introduction-to-generative-adversarial-networks-f06216c7200e.
“IBM Developer.” IBM Developer, https://developer.ibm.com/articles/cc-machine-learning-deep-learning-architectures/. Accessed 22 Sep. 2023.
Mahesh, Batta. “Machine Learning Algorithms - A Review.” International Journal of Science and Research , Jan. 2020.
McCarthy, John. Formalizing Common Sense. Intellect Books, 1990.
Reddy, Vinod. “How Is Artificial Intelligence (AI) Changing the Future of Architecture?” AiThority, https://www.facebook.com/AiThority, 16 Jan. 2020, https://aithority.com/guest-authors/how-is-artificial-intelligence-ai-changing-the-future-of-architecture/.
Tamke, Martin, et al. “Machine Learning for Architectural Design: Practices and Infrastructure.” International Journal of Architectural Computing, June 2018
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