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Keywords: data-driven design
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Proceedings Papers

Can Machine Learning Tools Support the Identification of Sustainable Design Leads From Product Reviews? Opportunities and Challenges

Michael Saidani, Harrison Kim, Bernard Yannou
Proc. ASME. IDETC-CIE2021, Volume 3A: 47th Design Automation Conference (DAC), V03AT03A005, August 17–19, 2021
Paper No: DETC2021-70613
DOI: https://doi.org/10.1115/DETC2021-70613
... standard products with their sustainable alternatives, to compare the features valued by customers and to generate in fine relevant sustainable design leads. sustainable design data-driven design machine learning natural language processing product reviews Proceedings of the ASME 2021...
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Topics: Design, Green design, Machine learning, Natural language processing
Proceedings Papers

Can Online Customer Reviews Help Design More Sustainable Products? A Preliminary Study on Amazon Climate Pledge Friendly Products

Michael Saidani, Harrison Kim, Nawres Ayadhi, Bernard Yannou
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A002, August 17–19, 2021
Paper No: DETC2021-69705
DOI: https://doi.org/10.1115/DETC2021-69705
.... sustainable design data-driven design online reviews customer feedback ecolabels sustainability-related comments Proceedings of the ASME 2021 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC-CIE2021 August 17-19, 2021, Virtual...
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Topics: Climate, Design, Feedback, Green design, Sustainability
Proceedings Papers

Data-Driven Design-by-Analogy: State of the Art

Shuo Jiang, Jie Hu, Jianxi Luo
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A028, August 17–19, 2021
Paper No: DETC2021-68669
DOI: https://doi.org/10.1115/DETC2021-68669
... Proceedings of the ASME 2021 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC-CIE2021 August 17-19, 2021, Virtual, Online DETC2021-68669 DATA-DRIVEN DESIGN-BY-ANALOGY: STATE OF THE ART Shuo Jiang Jie Hu Jianxi Luo Shanghai Jiao...
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Topics: Artificial intelligence, Data-driven design, Design
Proceedings Papers

Data-Driven Multiscale Topology Optimization Using Multi-Response Latent Variable Gaussian Process

Liwei Wang, Siyu Tao, Ping Zhu, Wei Chen
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A057, August 17–19, 2020
Paper No: DETC2020-22595
DOI: https://doi.org/10.1115/DETC2020-22595
... due to the consistent load-transferred paths for micro- and macrostructures. multiscale topology optimization Gaussian process mixed variables multi-class data-driven design DATA-DRIVEN MULTISCALE TOPOLOGY OPTIMIZATION USING MULTI-RESPONSE LATENT VARIABLE GAUSSIAN PROCESS Liwei Wanga,b...
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Topics: Design, Optimization, Topology