An artificial intelligence based data-driven approach for design ideation

L Chen, P Wang, H Dong, F Shi, J Han, Y Guo… - Journal of Visual …, 2019 - Elsevier
Ideation is a source of innovation and creativity, and is commonly used in early stages of
engineering design processes. This paper proposes an integrated approach for enhancing …

Data-driven design space exploration and exploitation for design for additive manufacturing

Y Xiong, PLT Duong, D Wang… - Journal of …, 2019 - asmedigitalcollection.asme.org
Recently, design for additive manufacturing has been proposed to maximize product
performance through the rational and integrated design of the product, its materials, and …

Knowledge-assisted optimization for large-scale design problems: A review and proposition

D Wu, G Gary Wang - Journal of Mechanical Design, 2020 - asmedigitalcollection.asme.org
Practicing design engineers often have certain knowledge about a design problem.
However, in the last decades, the design optimization community largely treats design …

Synthesizing designs with interpart dependencies using hierarchical generative adversarial networks

W Chen, M Fuge - Journal of Mechanical Design, 2019 - asmedigitalcollection.asme.org
Real-world designs usually consist of parts with interpart dependencies, ie, the geometry of
one part is dependent on one or multiple other parts. We can represent such dependency in …

A comparative evaluation of supervised machine learning classification techniques for engineering design applications

C Sharpe, T Wiest, P Wang… - Journal of …, 2019 - asmedigitalcollection.asme.org
Supervised machine learning techniques have proven to be effective tools for engineering
design exploration and optimization applications, in which they are especially useful for …

Research perspectives in ecodesign

H Kim, F Cluzel, Y Leroy, B Yannou… - Design …, 2020 - cambridge.org
Ecodesign has gained significant traction in recent years ranging from academic research to
business applications at a global scale. Initial emphasis on the environmental aspect of …

A generative sampling system for profile designs with shape constraints and user evaluation

KM Dogan, H Suzuki, E Gunpinar, MS Kim - Computer-Aided Design, 2019 - Elsevier
A sampling approach is proposed for deriving profiles of an existing product design using
profile similarities and primitive shapes, such as circles, triangles, and ellipses, as …

Design exploration of reliably manufacturable materials and structures with applications to negative stiffness metamaterials and microstereolithography

C Morris, L Bekker… - Journal of …, 2018 - asmedigitalcollection.asme.org
One of the challenges in designing metamaterials for additive manufacturing (AM) is
accounting for the differences between as-designed and as-built geometries and material …

From regional sensitivity to intra-sensitivity for parametric analysis of free-form shapes: Application to ship design

S Khan, P Kaklis - Advanced Engineering Informatics, 2021 - Elsevier
Abstract Robust Parametric Sensitivity Analysis (PSA) is a prerequisite for efficient shape
optimisation via parametric modelling. A major challenge PSA has to handle is related to the …

Adaptive exploration and optimization of materials crystal structures

A Krishna, H Tran, C Huang… - … Journal on Data …, 2024 - pubsonline.informs.org
A central problem of materials science is to determine whether a hypothetical material is
stable without being synthesized, which is mathematically equivalent to a global …