Shahbazi, Y.; Ghofrani, M.; Pedrammehr, S. Aesthetic Assessment of Free-Form Space Structures Using Machine Learning Based on the Expert’s Experiences. Buildings2023, 13, 2508.
Shahbazi, Y.; Ghofrani, M.; Pedrammehr, S. Aesthetic Assessment of Free-Form Space Structures Using Machine Learning Based on the Expert’s Experiences. Buildings 2023, 13, 2508.
Shahbazi, Y.; Ghofrani, M.; Pedrammehr, S. Aesthetic Assessment of Free-Form Space Structures Using Machine Learning Based on the Expert’s Experiences. Buildings2023, 13, 2508.
Shahbazi, Y.; Ghofrani, M.; Pedrammehr, S. Aesthetic Assessment of Free-Form Space Structures Using Machine Learning Based on the Expert’s Experiences. Buildings 2023, 13, 2508.
Abstract
Parametric form findings of free-form space structures and qualitative assessment of their aesthetics are among the concerns of architects. This study aims to evaluate the aesthetic aspect of these structures using ML algorithms based on the expert's experiences. First, various datasets of forms were produced using a parametric algorithm of free-form space structures written in Grasshopper. Then, three multilayer perceptron ANN models were adjusted in their most optimal modes using the results of the preference test based on the aesthetic criteria including simplicity, complexity, and practicality. The results indicate that the ANN models can quantitatively evaluate the aesthetic value of free-form space structures.
Keywords
Free-form Space Structure; Parametric Modelling; Artificial Neural Network; Aesthetics
Subject
Engineering, Civil Engineering
Copyright:
This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
