Design subspace learning: Structural design space exploration using performance-conditioned generative modeling
R Danhaive, CT Mueller - Automation in Construction, 2021 - Elsevier
Designers increasingly rely on parametric design studies to explore and improve structural
concepts based on quantifiable metrics, generally either by generating design variations …
concepts based on quantifiable metrics, generally either by generating design variations …
Simulation-based optimization in architecture and building engineering—Results from an international user survey in practice and research
Although there is a substantial body of academic literature on Architectural Design
Optimization (ADO), not much is known about actual ADO practices and user experiences …
Optimization (ADO), not much is known about actual ADO practices and user experiences …
Vitruvio: conditional variational autoencoder to generate building meshes via single perspective sketches
At the beginning of a project, architects convey design ideas via quick 2D diagrams, front
views, floor plans, and sketches. Consequently, many stakeholders have difficulty …
views, floor plans, and sketches. Consequently, many stakeholders have difficulty …
Workflow for applying optimization-based design exploration to early-stage architectural design–Case study based on EvoMass
L Wang - International Journal of Architectural Computing, 2022 - journals.sagepub.com
The role of optimization-based design exploration in early-stage architectural design has
been increasingly recognized and valued. It has been widely considered an effective …
been increasingly recognized and valued. It has been widely considered an effective …
SSIEA: a hybrid evolutionary algorithm for supporting conceptual architectural design
L Wang, P Janssen, G Ji - AI EDAM, 2020 - cambridge.org
Significant research has been undertaken focusing on the application of evolutionary
algorithms for design exploration at conceptual design stages. However, standard …
algorithms for design exploration at conceptual design stages. However, standard …
[PDF][PDF] Multi-objective optimization for zero-energy urban design in China: A benchmark
Environmental simulation supports the design of more sustainable, zero-energy
neighborhoods, especially when leveraged with multi-objective optimization. This study …
neighborhoods, especially when leveraged with multi-objective optimization. This study …
Ten questions concerning environmental architectural design exploration
It is widely recognized that the sustainability of the built environment is one of the key
strategies to tackle global crises such as climate change, resource depletion, and human …
strategies to tackle global crises such as climate change, resource depletion, and human …
Early-phase performance-driven design using generative models
S Ampanavos, A Malkawi - International Conference on Computer-Aided …, 2021 - Springer
Current performance-driven building design methods are not widely adopted outside the
research field for several reasons that make them difficult to integrate into a typical design …
research field for several reasons that make them difficult to integrate into a typical design …
Architectural design optimization—results from a user survey
T Wortmann - KnE Social Sciences, 2019 - knepublishing.com
Although there is a substantial body of academic literature on Architectural Design
Optimization (ADO), not much is known about actual ADO practices. This paper presents …
Optimization (ADO), not much is known about actual ADO practices. This paper presents …
Vitruvio: 3d building meshes via single perspective sketches
Today's architectural engineering and construction (AEC) software require a learning curve
to generate a three-dimension building representation. This limits the ability to quickly …
to generate a three-dimension building representation. This limits the ability to quickly …