Effectiveness of the AI using different typologies of design methods
Artificial Intelligence is emerging as a powerful tool within the field of product design. As such, its creative potential is the subject of numerous studies, as well as the advantages it provides to designers. In this context, the present study analyzes the use of different types of design methodol...
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Published in | Research in engineering design Vol. 36; no. 2; p. 7 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
London
Springer London
01.04.2025
Springer Nature B.V |
Subjects | |
Online Access | Get full text |
ISSN | 0934-9839 1435-6066 |
DOI | 10.1007/s00163-025-00449-x |
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Abstract | Artificial Intelligence is emerging as a powerful tool within the field of product design. As such, its creative potential is the subject of numerous studies, as well as the advantages it provides to designers. In this context, the present study analyzes the use of different types of design methodologies by AI to generate creative product concepts. The objective of this study is to understand how designers can leverage AI as an assistant in the design process and help them select the most appropriate methodologies to work with AI according to their purpose. For this purpose, a GPT-4 based AI has been required to solve three problems with different degrees of difficulty using different typologies of design methodologies. The results show differences between the creativity values of the results when using different methodologies, as well as a difference when varying the complexity of the problem. The findings of the study may contribute in future for the development of AI assistants for designers or to develop AI-based tools to assist in conceptual design in a collaborative way. |
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AbstractList | Artificial Intelligence is emerging as a powerful tool within the field of product design. As such, its creative potential is the subject of numerous studies, as well as the advantages it provides to designers. In this context, the present study analyzes the use of different types of design methodologies by AI to generate creative product concepts. The objective of this study is to understand how designers can leverage AI as an assistant in the design process and help them select the most appropriate methodologies to work with AI according to their purpose. For this purpose, a GPT-4 based AI has been required to solve three problems with different degrees of difficulty using different typologies of design methodologies. The results show differences between the creativity values of the results when using different methodologies, as well as a difference when varying the complexity of the problem. The findings of the study may contribute in future for the development of AI assistants for designers or to develop AI-based tools to assist in conceptual design in a collaborative way. |
ArticleNumber | 7 |
Author | Chulvi, Vicente |
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Cites_doi | 10.1016/j.yjoc.2024.100080 10.1109/ISCID51228.2020.00086 10.1088/1742-6596/1760/1/012032 10.1080/09544828.2012.676633 10.1017/dsj.2022.23 10.6036/4138 10.1016/j.engappai.2022.105697 10.1016/J.JVCIR.2019.02.009 10.1016/j.yjoc.2024.100075 10.1017/S1355771819000451 10.1016/j.engappai.2022.104884 10.1016/B978-0-323-91841-1.00010-5 10.1201/9781466593442 10.1016/j.techfore.2020.120392 10.48550/arXiv.2405.06915 10.5220/0010640800003060 10.1016/j.jobe.2023.107999 10.1080/09544828.2011.624501 10.48550/arXiv.2402.01727 10.1002/j.2168-9830.2012.tb01121.x 10.1016/j.cad.2007.11.004 10.1007/978-1-84628-319-2 10.1109/HICSS.2007.108 10.1007/978-3-031-71922-6_8 10.1016/j.yjoc.2024.100079 10.48550/arXiv.2403.12928 10.1145/3643834.3661501 10.1016/j.commatsci.2024.112793 10.1037/0022-3514.45.2.357 10.1016/j.heliyon.2023.e23305 10.1080/21650349.2023.2167124 10.1145/3519026 10.1145/3637398 10.48550/arXiv.2407.17495 10.1016/j.jclepro.2017.06.138 10.1111/jpim.12523 10.1115/1.1315592 |
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References | O Shai (449_CR40) 2009; 41 449_CR18 A Mital (449_CR31) 2014 449_CR16 F Liu (449_CR26) 2024; 8 449_CR15 449_CR13 449_CR12 449_CR10 G Altshuller (449_CR1) 1984 J Mccormack (449_CR28) 2020; 25 K O'Toole (449_CR34) 2024; 34 V Chulvi (449_CR7) 2012; 87 449_CR29 NO Hanafy (449_CR17) 2023; 80 449_CR25 L Chen (449_CR5) 2019; 61 449_CR22 X Jin (449_CR20) 2024; 10 BM Kudrowitz (449_CR24) 2013; 24 WJJ Gordon (449_CR14) 1961 JC Jones (449_CR21) 1992 A Osborn (449_CR32) 1979 V Chulvi (449_CR6) 2012; 23 YP Tsang (449_CR42) 2022; 112 449_CR38 449_CR37 449_CR35 449_CR33 TM Amabile (449_CR2) 1983; 45 449_CR30 449_CR3 J Kim (449_CR23) 2023; 11 N Yüksel (449_CR46) 2023; 118 T Takala (449_CR41) 1989 RA Edgell (449_CR11) 2024; 34 RO Briggs (449_CR4) 2007 I Papadimitriou (449_CR36) 2024; 235 R Verganti (449_CR45) 2020 N Cross (449_CR9) 2021 Z Ivcevic (449_CR19) 2024; 34 I López-Forniés (449_CR27) 2017; 162 449_CR49 449_CR48 449_CR47 449_CR43 AB VanGundy (449_CR44) 1988 N Cross (449_CR8) 1996 JJ Shah (449_CR39) 2000; 122 |
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SubjectTerms | Artificial intelligence CAE) and Design Computer-Aided Engineering (CAD Conceptual design Design Designers Engineering Engineering Design Original Paper Product design |
Title | Effectiveness of the AI using different typologies of design methods |
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