A platform for research: civil engineering, architecture and urbanism
A platform for research: civil engineering, architecture and urbanism
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 (author)
Technology|Architecture + Design ; 7 ; 183-191
2023-07-03
9 pages
Article (Journal)
Electronic Resource
English
Deep Generative Learning for the Generation and Analysis of Architectural Plans with Small Datasets
| TIBKAT | 2019
King Salmon Headquarters - Architectural Plans
| NTIS | 1967
Architectural Triangular Plans of Gianugo Polesello
| Springer Verlag | 2024
Automatic mounting machine for architectural decoration ceiling
European Patent Office | 2020
Plans for the Elimination of Architectural Barriers
| British Library Conference Proceedings | 1999