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Architectural layout design through deep learning and agent-based modeling: A hybrid approach
This paper presents a novel hybrid approach for generating automated 2D architectural
layouts by combining agent-based modeling with deep learning algorithms. The primary …
layouts by combining agent-based modeling with deep learning algorithms. The primary …
[HTML][HTML] Big data and AI-driven product design: a survey
H Quan, S Li, C Zeng, H Wei, J Hu - Applied Sciences, 2023 - mdpi.com
As living standards improve, modern products need to meet increasingly diversified and
personalized user requirements. Traditional product design methods fall short due to their …
personalized user requirements. Traditional product design methods fall short due to their …
Architectural layout generation using a graph-constrained conditional Generative Adversarial Network (GAN)
Efficiently generating appealing and realistic architectural space configurations has been a
significant challenge for designers. This paper presents a deep-learning approach …
significant challenge for designers. This paper presents a deep-learning approach …
[HTML][HTML] Integration of convolutional and adversarial networks into building design: A review
Convolutional and adversarial networks are found in various fields of knowledge and
activities. One such field is building design, a multi-disciplinary and multi-task process …
activities. One such field is building design, a multi-disciplinary and multi-task process …
PCA-ANN integrated NSGA-III framework for dormitory building design optimization: Energy efficiency, daylight, and thermal comfort
Abstract “Framework” and “case-study” are the two most prominent features in the
optimization of architectural building design. The first can improve the speed of the process …
optimization of architectural building design. The first can improve the speed of the process …
Architectural reply for smart building design concepts based on artificial intelligence simulation models and digital twins
Artificial Intelligence (AI) simulation models and digital twins (DT) are used in designing and
treating the activities, layout, and functions for the new generation of buildings to enhance …
treating the activities, layout, and functions for the new generation of buildings to enhance …
Quality assessment of residential layout designs generated by relational Generative Adversarial Networks (GANs)
Architectural design, a complex optimization process, employs computational design tools to
converge to a subset of design options within a large design space. Recent efforts …
converge to a subset of design options within a large design space. Recent efforts …
Artificial intelligence to facilitate the conceptual stage of interior space design: conditional generative adversarial network-supported long-term care space floor plan …
ABSTRACT This study uses Conditional Generative Adversarial Network (CGAN) to
construct a method for generating floor plans for long-term care spaces in retirement home …
construct a method for generating floor plans for long-term care spaces in retirement home …
[HTML][HTML] Gaps and requirements for applying automatic architectural design to building renovation
S Jiang, M Wang, L Ma - Automation in Construction, 2023 - Elsevier
The renovation of existing buildings provides an opportunity to change the layout to meet the
needs of facilities and accomplish sustainability in the built environment at high utilisation …
needs of facilities and accomplish sustainability in the built environment at high utilisation …
[HTML][HTML] Designerly approach to energy efficiency in high-performance architecture theory
M Mahdavinejad - … -Basic Studies and New Technologies of …, 2020 - jibs.modares.ac.ir
Aims: Pathology shows that conventional training methods have not been able to be
successful in transmitting energy consumption reduction concepts. Therefore, this study …
successful in transmitting energy consumption reduction concepts. Therefore, this study …