Generative ecodesign for mechanical products: A design workflow

Harnessing advancements in artificial intelligence, generative design holds great potential to support designers in their ecodesign efforts by enabling them to explore design solutions beyond the limits of their imagination and expertise. However, a systematic literature review on the application of...

Full description

Saved in:
Bibliographic Details
Main Authors: Amos Wei Lun Lee, Kevin Kai Wern Seah, Bing Feng Ng, Ee Teng Zhang, Wen Feng Lu, Jonathan Sze Choong Low
Format: Article
Language:English
Published: Elsevier 2025-02-01
Series:Cleaner Engineering and Technology
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2666790825000138
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832572985288949760
author Amos Wei Lun Lee
Kevin Kai Wern Seah
Bing Feng Ng
Ee Teng Zhang
Wen Feng Lu
Jonathan Sze Choong Low
author_facet Amos Wei Lun Lee
Kevin Kai Wern Seah
Bing Feng Ng
Ee Teng Zhang
Wen Feng Lu
Jonathan Sze Choong Low
author_sort Amos Wei Lun Lee
collection DOAJ
description Harnessing advancements in artificial intelligence, generative design holds great potential to support designers in their ecodesign efforts by enabling them to explore design solutions beyond the limits of their imagination and expertise. However, a systematic literature review on the application of generative design in ecodesign reveals a clear underrepresentation, highlighting a missed opportunity in the field. To bridge this gap, a seven-component generative ecodesign workflow for mechanical products was developed. This workflow combines generative design algorithms, typically used for geometry lightweighting, with life cycle thinking. It facilitates the generation, evaluation, and identification of design solutions by considering the design tri-factor: material choice, manufacturing process, and geometry. This represents the first reported product ecodesign tool to integrate generative design with ecodesign principles while simultaneously addressing all three elements of the design tri-factor. To showcase its utility, environmentally optimal design alternatives were created for a mountain bicycle's handlebar stem.
format Article
id doaj-art-08502dcecde14e2bbc82c21773cf805e
institution Kabale University
issn 2666-7908
language English
publishDate 2025-02-01
publisher Elsevier
record_format Article
series Cleaner Engineering and Technology
spelling doaj-art-08502dcecde14e2bbc82c21773cf805e2025-02-02T05:29:25ZengElsevierCleaner Engineering and Technology2666-79082025-02-0124100890Generative ecodesign for mechanical products: A design workflowAmos Wei Lun Lee0Kevin Kai Wern Seah1Bing Feng Ng2Ee Teng Zhang3Wen Feng Lu4Jonathan Sze Choong Low5Department of Mechanical Engineering, National University of Singapore, 9 Engineering Drive 1, Singapore, 117575, Singapore; Advanced Remanufacturing and Technology Centre (ARTC), Agency for Science, Technology and Research (A∗STAR), 3 Cleantech Loop, #01/01 CleanTech Two, Singapore, 637143, Singapore; Corresponding author. Department of Mechanical Engineering, National University of Singapore, 9 Engineering Drive 1, Singapore, 117575, SingaporeSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, SingaporeSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, SingaporeSchool of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore; Singapore Centre for 3D Printing, School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, 639798, SingaporeDepartment of Mechanical Engineering, National University of Singapore, 9 Engineering Drive 1, Singapore, 117575, SingaporeAdvanced Remanufacturing and Technology Centre (ARTC), Agency for Science, Technology and Research (A∗STAR), 3 Cleantech Loop, #01/01 CleanTech Two, Singapore, 637143, SingaporeHarnessing advancements in artificial intelligence, generative design holds great potential to support designers in their ecodesign efforts by enabling them to explore design solutions beyond the limits of their imagination and expertise. However, a systematic literature review on the application of generative design in ecodesign reveals a clear underrepresentation, highlighting a missed opportunity in the field. To bridge this gap, a seven-component generative ecodesign workflow for mechanical products was developed. This workflow combines generative design algorithms, typically used for geometry lightweighting, with life cycle thinking. It facilitates the generation, evaluation, and identification of design solutions by considering the design tri-factor: material choice, manufacturing process, and geometry. This represents the first reported product ecodesign tool to integrate generative design with ecodesign principles while simultaneously addressing all three elements of the design tri-factor. To showcase its utility, environmentally optimal design alternatives were created for a mountain bicycle's handlebar stem.http://www.sciencedirect.com/science/article/pii/S2666790825000138Carbon emissionGenerative designProduct designEnvironmental sustainabilityEcodesign
spellingShingle Amos Wei Lun Lee
Kevin Kai Wern Seah
Bing Feng Ng
Ee Teng Zhang
Wen Feng Lu
Jonathan Sze Choong Low
Generative ecodesign for mechanical products: A design workflow
Cleaner Engineering and Technology
Carbon emission
Generative design
Product design
Environmental sustainability
Ecodesign
title Generative ecodesign for mechanical products: A design workflow
title_full Generative ecodesign for mechanical products: A design workflow
title_fullStr Generative ecodesign for mechanical products: A design workflow
title_full_unstemmed Generative ecodesign for mechanical products: A design workflow
title_short Generative ecodesign for mechanical products: A design workflow
title_sort generative ecodesign for mechanical products a design workflow
topic Carbon emission
Generative design
Product design
Environmental sustainability
Ecodesign
url http://www.sciencedirect.com/science/article/pii/S2666790825000138
work_keys_str_mv AT amosweilunlee generativeecodesignformechanicalproductsadesignworkflow
AT kevinkaiwernseah generativeecodesignformechanicalproductsadesignworkflow
AT bingfengng generativeecodesignformechanicalproductsadesignworkflow
AT eetengzhang generativeecodesignformechanicalproductsadesignworkflow
AT wenfenglu generativeecodesignformechanicalproductsadesignworkflow
AT jonathanszechoonglow generativeecodesignformechanicalproductsadesignworkflow