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Keywords: data-driven design
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Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 022001.
Paper No: MD-21-1256
Published Online: December 6, 2021
... echanical D esign . 26 04 2021 16 10 2021 19 10 2021 06 12 2021 approximation-based optimal design data-driven design machine learning surrogate model National Natural Science Foundation of China 10.13039/501100001809 51621004 Uncertainties [ 1...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021712.
Paper No: MD-21-1228
Published Online: December 6, 2021
... Committee of ASME for publication in the J ournal of M echanical D esign . 21 04 2021 13 10 2021 15 10 2021 06 12 2021 artificial intelligence data-driven design design optimization generative design machine learning uncertainty modeling Advanced Research...
Includes: Supplementary data
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021710.
Paper No: MD-21-1200
Published Online: November 25, 2021
... 15 10 2021 19 10 2021 25 11 2021 artificial intelligence data-driven design metamodeling simulation-based design systems design Defense Advanced Research Projects Agency 10.13039/100000185 HR00112090069 Mission engineering and design (ME&D...
Journal Articles
Accepted Manuscript
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-21-1354
Published Online: November 25, 2021
...-driven design design evaluation design representation Machine learning product design Journal of Mechanical Design. Received June 06, 2021; Accepted manuscript posted November 02, 2021. doi:10.1115/1.4053130 Copyright © 2021 by ASME If a picture is worth 1000 words, is a word worth 1000 features...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021406.
Paper No: MD-21-1111
Published Online: November 9, 2021
...@autodesk.com Contributed by the Design Theory and Methodology Committee of ASME for publication in the J ournal of M echanical D esign . 10 03 2021 07 10 2021 08 10 2021 09 11 2021 data-driven design functional reasoning machine learning Directorate...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021709.
Paper No: MD-21-1192
Published Online: November 9, 2021
Journal Articles
Article Type: Technical Briefs
J. Mech. Des. February 2022, 144(2): 024501.
Paper No: MD-21-1175
Published Online: November 9, 2021
... 09 11 2021 data-driven design online customer analysis The outbreak of COVID-19 has been a direct threat to human beings and led to a global crisis. Implementation of practices to prevent the spread of the virus has changed individuals’ lives and societies [ 1 , 2 ]. These drastic...
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031706.
Paper No: MD-21-1250
Published Online: October 29, 2021
...Lyle Regenwetter; Brent Curry; Faez Ahmed In this paper, we present “BIKED,” a dataset composed of 4500 individually designed bicycle models sourced from hundreds of designers. We expect BIKED to enable a variety of data-driven design applications for bicycles and support the development of data...
Topics: Bicycles, Design
Journal Articles
Article Type: Research Papers
J. Mech. Des. March 2022, 144(3): 031404.
Paper No: MD-21-1239
Published Online: October 21, 2021
Topics: Sustainability
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021708.
Paper No: MD-21-1243
Published Online: October 11, 2021
... that this training improves the estimator significantly. 23 04 2021 02 09 2021 08 09 2021 11 10 2021 data-driven design design automation machine learning A typical design process involves tedious trial and error procedures, wherein a designer modifies design configurations...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021705.
Paper No: MD-21-1236
Published Online: September 21, 2021
.... Email: c.caputo19@imperial.ac.uk Email: m.cardin@imperial.ac.uk Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 23 04 2021 18 08 2021 20 08 2021 21 09 2021 computer-aided engineering data-driven...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021706.
Paper No: MD-21-1275
Published Online: September 21, 2021
... modeling Gaussian process gas turbine aerodynamic design data-driven design design automation design methodology generative design Advanced Research Projects Agency 10.13039/100009224 DE-AR0001204 The design of industrial gas turbines (IGTs) is a multidisciplinary, complex...
Journal Articles
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021703.
Paper No: MD-21-1235
Published Online: September 15, 2021
... learners, they have difficulties in accommodating big data sets, categorical inputs, and multiple responses, which has become a common challenge for a growing number of data-driven design applications. In this paper, we propose a GP model that utilizes latent variables and functions obtained through...
Journal Articles
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020802.
Paper No: MD-21-1166
Published Online: September 9, 2021
... on engineering and technology-related knowledge to serve the engineering design community. Search phrases, such as “semantic network,” “semantic,” “network,” “ontology,” “knowledge graph,” “knowledge base,” “data-driven design,” “WordNet,” “ConceptNet,” “natural language processing,” “text mining” are used...
Journal Articles
Article Type: Review Articles
J. Mech. Des. February 2022, 144(2): 020801.
Paper No: MD-21-1173
Published Online: September 9, 2021
... artificial intelligence analogy design-by-analogy data-driven design data science data mining machine learning computer-aided design design theory and methodology National Natural Science Foundation of China 10.13039/501100001809 52035007 51975360 Design-by-analogy (DbA...
Journal Articles
Article Type: Research Papers
J. Mech. Des. November 2021, 143(11): 112003.
Paper No: MD-20-1891
Published Online: July 19, 2021
... technique while meeting all the functional requirements. computational geometry data-driven design design automation design for manufacturing 11 12 2020 15 05 2021 26 05 2021 19 07 2021 Contributed by the Design for Manufacturing Committee of ASME for publication...
Journal Articles
Article Type: Technical Briefs
J. Mech. Des. December 2021, 143(12): 124501.
Paper No: MD-20-1783
Published Online: June 9, 2021
... by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 26 10 2020 16 04 2021 16 04 2021 09 06 2021 agent-based design artificial intelligence data-driven design design automation Design is a complex, multi-step process...
Journal Articles
Article Type: Research Papers
J. Mech. Des. July 2021, 143(7): 072003.
Paper No: MD-20-1630
Published Online: April 8, 2021
... of Industry 4.0 [ 1 ]. gas turbine LCF compressor predictive maintenance data-driven design design automation reliability in design risk-based design uncertainty analysis 28 08 2020 18 01 2021 22 01 2021 08 04 2021 Contributed by the Design for Manufacturing...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2021, 143(9): 091707.
Paper No: MD-20-1740
Published Online: March 24, 2021
... for publication in the J ournal of M echanical D esign . 02 10 2020 27 01 2021 30 01 2021 24 03 2021 data-driven design decision theory design methodology design optimization design process design theory and methodology machine learning multidisciplinary design...
Journal Articles
Article Type: Research Papers
J. Mech. Des. September 2021, 143(9): 093302.
Paper No: MD-20-1674
Published Online: March 24, 2021