Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Automatic Generation of Architectural Plans with Machine Learning
The fact that computer software has no intuition about the design process is the main reason not to outsource that entire process to computers, this study aims to use artificial intelligence solutions that automatically produce architectural plans based on machine learning. The research combines quantitative and qualitative data using genetic algorithms, machine learning (k-means clustering), and instance-based neural networks. The results of this study show that, unlike methods based on a combination of genetic algorithms and genetic programming, it is possible to improve the accuracy and speed of map generation by combining three genetic algorithms, machine learning, and a pattern-based graph neural network. Another feature of the proposed method is a nearly 90 percent learning rate in identifying and presenting complete designs.
Automatic Generation of Architectural Plans with Machine Learning
The fact that computer software has no intuition about the design process is the main reason not to outsource that entire process to computers, this study aims to use artificial intelligence solutions that automatically produce architectural plans based on machine learning. The research combines quantitative and qualitative data using genetic algorithms, machine learning (k-means clustering), and instance-based neural networks. The results of this study show that, unlike methods based on a combination of genetic algorithms and genetic programming, it is possible to improve the accuracy and speed of map generation by combining three genetic algorithms, machine learning, and a pattern-based graph neural network. Another feature of the proposed method is a nearly 90 percent learning rate in identifying and presenting complete designs.
Automatic Generation of Architectural Plans with Machine Learning
Babakhani, Reza (Autor:in)
Technology|Architecture + Design ; 7 ; 183-191
03.07.2023
9 pages
Aufsatz (Zeitschrift)
Elektronische Ressource
Englisch
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