107 citations · 197 across the 11 of their papers we have counts for
13 papers
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…
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note
L Siddharth, Guangtong Li, Jianxi Luo
Patent retrieval influences several applications within engineering design research, education, and practice as well as applications that concern innovation, intellectual property,…
Design Representation as Semantic Networks
Serhad Sarica, Ji Han, Jianxi Luo
Design representation is a common task in the design process to facilitate learning, analysis, redesign, communication, and other design activities. Traditional representation tech…
Guiding Data-Driven Design Ideation by Knowledge Distance
Jianxi Luo, Serhad Sarica, Kristin Wood
Data-driven conceptual design methods and tools aim to inspire human ideation for new design concepts by providing external inspirational stimuli. In prior studies, the stimuli hav…
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…