203 citations · 1.3k across the 33 of their papers we have counts for
7 papers · 1 filter
Retrieval Augmented Generation using Engineering Design Knowledge
L. Siddharth, Jianxi Luo
Aiming to support Retrieval Augmented Generation (RAG) in the design process, we present a method to identify explicit, engineering design facts - {head entity :: relationship :: t…
Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers
Qihao Zhu, Xinyu Zhang, Jianxi Luo
Biological systems in nature have evolved for millions of years to adapt and survive the environment. Many features they developed can be inspirational and beneficial for solving t…
Generative Transformers for Design Concept Generation
Qihao Zhu, Jianxi Luo
Generating novel and useful concepts is essential during the early design stage to explore a large variety of design opportunities, which usually requires advanced design thinking…
Generative Pre-Trained Transformers for Biologically Inspired Design
Qihao Zhu, Xinyu Zhang, Jianxi Luo
Biological systems in nature have evolved for millions of years to adapt and survive the environment. Many features they developed can be inspirational and beneficial for solving t…
Generative Design Ideation: A Natural Language Generation Approach
Qihao Zhu, Jianxi Luo
This paper aims to explore a generative approach for knowledge-based design ideation by applying the latest pre-trained language models in artificial intelligence (AI). Specificall…
Generative Pre-Trained Transformer for Design Concept Generation: An Exploration
Qihao Zhu, Jianxi Luo
Novel concepts are essential for design innovation and can be generated with the aid of data stimuli and computers. However, current generative design algorithms focus on diagramma…
Natural Language Processing in-and-for Design Research
L Siddharth, Lucienne T. M. Blessing, Jianxi Luo
We review the scholarly contributions that utilise Natural Language Processing (NLP) techniques to support the design process. Using a heuristic approach, we gathered 223 articles…