Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers

Article Properties
  • Language
    English
  • DOI (url)
  • Publication Date
    2023/01/17
  • Indian UGC (journal)
  • Refrences
    61
  • Citations
    13
  • Qihao Zhu Singapore University of Technology and Design Engineering Product Development Pillar, , 8 Somapah Road, Singapore 487372
  • Xinyu Zhang Tsinghua University State Key Laboratory of Automotive Safety and Energy, , Beijing 100084 , China
  • Jianxi Luo Singapore University of Technology and Design Data-Driven Innovation Lab, , 8 Somapah Road, Singapore 487372
Abstract
Cite
Zhu, Qihao, et al. “Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers”. Journal of Mechanical Design, vol. 145, no. 4, 2023, https://doi.org/10.1115/1.4056598.
Zhu, Q., Zhang, X., & Luo, J. (2023). Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers. Journal of Mechanical Design, 145(4). https://doi.org/10.1115/1.4056598
Zhu, Qihao, Xinyu Zhang, and Jianxi Luo. “Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers”. Journal of Mechanical Design 145, no. 4 (2023). https://doi.org/10.1115/1.4056598.
Zhu Q, Zhang X, Luo J. Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers. Journal of Mechanical Design. 2023;145(4).
Refrences
Title Journal Journal Categories Citations Publication Date
Semantic Networks for Engineering Design: State of the Art and Future Directions

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
8 2022
Comparing the Impacts on Team Behaviors Between Artificial Intelligence and Human Process Management in Interdisciplinary Design Teams

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
2 2022
Human Versus Artificial Intelligence: A Data-Driven Approach to Real-Time Process Management During Complex Engineering Design

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
14 2022
Deep Generative Models in Engineering Design: A Review

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
54 2022
Data-Driven Design-By-Analogy: State-of-the-Art and Future Directions

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
27 2022
Refrences Analysis
Category Category Repetition
Technology: Engineering (General). Civil engineering (General)11
Science: Mathematics: Instruments and machines: Electronic computers. Computer science9
Technology: Manufactures5
Science: Mathematics: Instruments and machines: Electronic computers. Computer science: Computer software4
Technology: Technology (General): Industrial engineering. Management engineering3
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics: Computer engineering. Computer hardware3
Technology: Technology (General): Industrial engineering. Management engineering: Information technology3
Technology: Mechanical engineering and machinery3
Philosophy. Psychology. Religion: Psychology2
Social Sciences: Commerce: Business2
Technology1
Technology: Chemical technology: Biotechnology1
Medicine: Internal medicine: Neurosciences. Biological psychiatry. Neuropsychiatry: Neurology. Diseases of the nervous system: Psychiatry1
Technology: Electrical engineering. Electronics. Nuclear engineering: Electric apparatus and materials. Electric circuits. Electric networks1
Technology: Engineering (General). Civil engineering (General): Transportation engineering1
Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics1
Fine Arts: Drawing. Design. Illustration1
Technology: Engineering (General). Civil engineering (General): Engineering design1
Social Sciences: Commerce: Business: Personnel management. Employment management1
Social Sciences: Industries. Land use. Labor: Management. Industrial management1
Social Sciences: Economic theory. Demography: Economics as a science1
The category Technology: Engineering (General). Civil engineering (General) 11 is the most frequently represented among the references in this article. It primarily includes studies from Computers in Industry and Design Studies. The chart below illustrates the number of referenced publications per year.
Refrences used by this article by year
Citations
Title Journal Journal Categories Citations Publication Date
ChatGPT and finetuned BERT: A comparative study for developing intelligent design support systems Intelligent Systems with Applications 2024
The innovation paradox: concept space expansion with diminishing originality and the promise of creative artificial intelligence

Design Science
  • Fine Arts: Drawing. Design. Illustration
  • Technology: Engineering (General). Civil engineering (General): Engineering design
  • Technology: Manufactures
2024
A knowledge graph-based bio-inspired design approach for knowledge retrieval and reasoning Journal of Engineering Design
  • Technology: Engineering (General). Civil engineering (General)
  • Technology: Engineering (General). Civil engineering (General)
2024
Mapping Novice Designer Behavior to Design Fixation in the Early-Stage Design Process

Journal of Mechanical Design
  • Technology: Mechanical engineering and machinery
  • Technology: Mechanical engineering and machinery
  • Technology: Engineering (General). Civil engineering (General)
2024
Bio-inspired generative design for engineering products: A case study for flapping wing shape exploration Advanced Engineering Informatics
  • Science: Mathematics: Instruments and machines: Electronic computers. Computer science
  • Technology: Engineering (General). Civil engineering (General)
  • Technology: Mechanical engineering and machinery
  • Technology: Electrical engineering. Electronics. Nuclear engineering: Electronics
  • Technology: Engineering (General). Civil engineering (General)
3 2023
Citations Analysis
The category Technology: Engineering (General). Civil engineering (General) 8 is the most commonly referenced area in studies that cite this article. The first research to cite this article was titled Toward Artificial Empathy for Human-Centered Design and was published in 2023. The most recent citation comes from a 2024 study titled The innovation paradox: concept space expansion with diminishing originality and the promise of creative artificial intelligence. This article reached its peak citation in 2023, with 9 citations. It has been cited in 8 different journals, 25% of which are open access. Among related journals, the Journal of Mechanical Design cited this research the most, with 3 citations. The chart below illustrates the annual citation trends for this article.
Citations used this article by year