Padgan: Learning to generate high-quality novel designs
Deep generative models are proven to be a useful tool for automatic design synthesis and
design space exploration. When applied in engineering design, existing generative models …
design space exploration. When applied in engineering design, existing generative models …
Machine learning-based design concept evaluation
In order to develop novel solutions for complex systems and in increasingly competitive
markets, it may be advantageous to generate large numbers of design concepts and then to …
markets, it may be advantageous to generate large numbers of design concepts and then to …
Choosing creativity: the role of individual risk and ambiguity aversion on creative concept selection in engineering design
While creativity is often seen as an indispensable quality of engineering design, individuals
often select conventional or previously successful options during the concept selection …
often select conventional or previously successful options during the concept selection …
Abandoning creativity: The evolution of creative ideas in engineering design course projects
Highlights•Creativity in engineering education is impacted by the design task being
explored.•Students discard novel ideas during concept selection for conventional …
explored.•Students discard novel ideas during concept selection for conventional …
Design creativity: Refined method for novelty assessment
S Jagtap - International Journal of Design Creativity and …, 2019 - Taylor & Francis
Novelty is an important characteristic of a creative idea, forming a core component of
creativity. Measurement of novelty is therefore essential to assess creativity. We found …
creativity. Measurement of novelty is therefore essential to assess creativity. We found …
When crowdsourcing fails: A study of expertise on crowdsourced design evaluation
Crowdsourced evaluation is a promising method of evaluating engineering design attributes
that require human input. The challenge is to correctly estimate scores using a massive and …
that require human input. The challenge is to correctly estimate scores using a massive and …
How diverse initial samples help and hurt Bayesian optimizers
E Kamrah, SF Ghoreishi… - Journal of …, 2023 - asmedigitalcollection.asme.org
Abstract Design researchers have struggled to produce quantitative predictions for exactly
why and when diversity might help or hinder design search efforts. This paper addresses …
why and when diversity might help or hinder design search efforts. This paper addresses …
Balancing design freedom and brand recognition in the evolution of automotive brand styling
Designers faced with the task of developing a new product model of a brand must balance
several considerations. The design must be novel and express attributes important to the …
several considerations. The design must be novel and express attributes important to the …
Discovering diverse, high quality design ideas from a large corpus
This paper describes how to select diverse, high quality, representative ideas when the
number of ideas grow beyond what a person can easily organize. When designers have a …
number of ideas grow beyond what a person can easily organize. When designers have a …
Ranking ideas for diversity and quality
When selecting ideas or trying to find inspiration, designers often must sift through hundreds
or thousands of ideas. This paper provides an algorithm to rank design ideas such that the …
or thousands of ideas. This paper provides an algorithm to rank design ideas such that the …