Progress and challenges in generative product design: A review of systems

J Mountstephens, J Teo - Computers, 2020 - mdpi.com
Design is a challenging task that is crucial to all product development. Advances in design
computing may allow machines to move from a supporting role to generators of design …

A generative design technique for exploring shape variations

S Khan, MJ Awan - Advanced Engineering Informatics, 2018 - Elsevier
Because innovative and creative design is essential to a successful product, this work brings
the benefits of generative design in the conceptual phase of the product development …

Building envelope shape design in early stages of the design process: Integrating architectural design systems and energy simulation

V Granadeiro, JP Duarte, JR Correia… - Automation in construction, 2013 - Elsevier
The envelope shape, the most salient design characteristic in a building, has significant
influence on its energy performance. However, in the early design stages, when the …

A 3D shape generative method for aesthetic product design

J Alcaide-Marzal, JA Diego-Mas, G Acosta-Zazueta - Design studies, 2020 - Elsevier
Highlights•A generative method for aesthetic shape exploration in product design is
proposed.•The model generates a high number of variations and may adapt to different …

Trajectory of building and structural design automation from generative design towards the integration of deep generative models and optimization: A review

S Kookalani, E Parn, I Brilakis, S Dirar… - Journal of Building …, 2024 - Elsevier
Abstract Design automation addresses the problem of manual and time-consuming design
processes by streamlining and optimizing the creation of products, systems, or solutions …

A generative-AI-based design methodology for car frontal forms design

P Lu, SW Hsiao, J Tang, F Wu - Advanced Engineering Informatics, 2024 - Elsevier
With the advancement of artificial intelligence, big data, and cloud computing, numerous
generative AI applications have surfaced. In contrast to conventional generative design and …

Design with shape grammars and reinforcement learning

M Ruiz-Montiel, J Boned, J Gavilanes… - Advanced Engineering …, 2013 - Elsevier
Shape grammars are a powerful and appealing formalism for automatic shape generation in
computer-based design systems. This paper presents a proposal complementing the …

Using evolutionary design to interactively sketch car silhouettes and stimulate designer's creativity

F Cluzel, B Yannou, M Dihlmann - Engineering Applications of Artificial …, 2012 - Elsevier
An Interactive Genetic Algorithm is proposed to progressively sketch the desired side-view of
a car profile. It adopts a Fourier decomposition of a 2D profile as the genotype, and …

Shape grammars: a key generative design algorithm

N Gu, P Amini Behbahani - Handbook of the Mathematics of the Arts and …, 2021 - Springer
Shape grammars are one of the main generative design algorithms. The theories and
practices of shape grammars have developed and evolved for over four decades and …

Form innovation: investigating the use of generative design tools to encourage creativity in product design

L Barbieri, M Muzzupappa - International Journal of Design …, 2024 - Taylor & Francis
In a competitive market, where engineering design skills are mandatory, the capacity to be
creative, and make innovative forms, represents the distinctive element that can offer the …