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Keywords: machine learning
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Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1269
Published Online: February 19, 2024
... to tackle a wide range of complex problems. GA have been successfully applied in various fields, including function optimization, machine learning, and artificial intelligence. They have proven to be efficient and effective in solving problems that are challenging for traditional methods. The following...
Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1678
Published Online: February 19, 2024
... data to delineate feasible domains, accelerate optimization, or evaluate designs. However, the implementation of these methods usually demands machine-learning expertise and multiple trials to choose the right method and hyperparameters. This makes them less accessible for numerous engineering...
Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1466
Published Online: February 6, 2024
...: farrokh.mistree@ou.edu Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 08 07 2023 23 01 2024 29 01 2024 06 02 2024 artificial intelligence design methodology design optimization Machine learning metamodeling...
Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1686
Published Online: February 6, 2024
..., the novel optimization technique is applied to an aerodynamic design problem to validate its performance. design optimization Machine learning metamodeling multiobjective optimization robust design simulation-based design Fonds Wetenschappelijk Onderzoek 10.13039/501100003130 12ZZP23N...
Journal Articles
Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1749
Published Online: January 31, 2024
... and involve several modeling assumptions. Besides model-focused methods, a data-driven GSA approach, rooted in interpretable machine learning, would also identify the relationships between system components. Moreover, a special need in engineering design extends beyond performing GSA for input variables...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2024, 146(7): 071704.
Paper No: MD-23-1483
Published Online: January 29, 2024
... 2023 29 01 2024 design automation design optimization machine learning sensitivity analysis for design topology optimization Division of Graduate Education 10.13039/100000082 1842164 Office of Naval Research 10.13039/100000006 NAVAIR - Naval Air Systems Command...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051709.
Paper No: MD-23-1484
Published Online: January 29, 2024
...Xiaoping Du Machine learning is gaining prominence in mechanical design, offering cost-effective surrogate models to replace computationally expensive models. Nevertheless, concerns persist regarding the accuracy of these models, especially when applied to safety-critical products. To address...
Journal Articles
Accepted Manuscript
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1618
Published Online: January 12, 2024
... of reliability analysis and design optimization. The proposed multi-fidelity multi-task machine learning model utilizes a Bayesian framework, which significantly improves the performance of the predictive model and provides uncertainty quantification of the prediction. Additionally, the model provides a highly...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061702.
Paper No: MD-23-1335
Published Online: December 12, 2023
... 12 12 2023 computational geometry computer-aided design data-driven design machine learning topology optimization There has been a recent increase in machine learning-driven topology optimization approaches, particularly using neural networks for performing topology optimization...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051706.
Paper No: MD-23-1471
Published Online: December 12, 2023
... [17] Saltelli , A. , Tarantola , S. , and Campolongo , F. , 2000 , “ Sensitivity Analysis as an Ingredient of Modeling ,” Stat. Sci. , 15 ( 4 ), pp. 377 – 395 . [18] Rasmussen , C. E. , and Williams , C. K. I. , 2005 , Gaussian Processes for Machine Learning...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051702.
Paper No: MD-23-1475
Published Online: November 21, 2023
... ] proposed that for design data, we should care about the embedding’s preservation of the geodesic distance, but that paper did not address the question of how to actually construct such an embedding. Analyzing past design data via machine learning has opened up new avenues for accelerating both human...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051703.
Paper No: MD-23-1443
Published Online: November 21, 2023
...Anthony Sirico, Jr.; Daniel R. Herber Many complex engineering systems can be represented in a topological form, such as graphs. This paper utilizes a machine learning technique called Geometric Deep Learning (GDL) to aid designers with challenging, graph-centric design problems. The strategy...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051701.
Paper No: MD-23-1349
Published Online: November 21, 2023
... network scalar vector graphics explainable AI feature recognition design automation machine learning signal processing data-driven design design visualization product design artificial intelligence Division of Civil, Mechanical and Manufacturing Innovation 10.13039/100000147 CMMI...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041703.
Paper No: MD-23-1035
Published Online: November 13, 2023
... of Supervised Machine Learning Classification Techniques for Engineering Design Applications ,” ASME J. Mech. Des. , 141 ( 12 ), p. 121404 . 10.1115/1.4044524 [4] Larson , B. J. , and Mattson , C. A. , 2012 , “ Design Space Exploration for Quantifying a System Model’s Feasible Domain...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2024, 146(2): 020902.
Paper No: MD-23-1435
Published Online: November 13, 2023
... proposes a machine learning–based approach for estimating tire casing life and retreadability, focusing on usage data rather than wear information. This approach could extend the tire’s lifespan and reduce landfill waste. Data integration from diverse tire casing measurement sources presents challenges...
Topics: Tires
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041702.
Paper No: MD-23-1394
Published Online: November 7, 2023
... materials deep generative model curvature functional design representation artificial intelligence generative design machine learning structural optimization Division of Civil, Mechanical and Manufacturing Innovation 10.13039/100000147 2142290 By designing the microstructures...
Topics: Design
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121401.
Paper No: MD-23-1146
Published Online: September 12, 2023
... language model text classification sentence-design entity mapping artificial intelligence conceptual design design automation machine learning Fig. 1 An illustration of the C&I model [ 38 ] An illustration of the C&I model [38] According to the C&I model, the formation...
Topics: Design
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111703.
Paper No: MD-22-1550
Published Online: August 29, 2023
... esign . 31 08 2022 13 07 2023 14 07 2023 29 08 2023 design of experiments design optimization machine learning metamodeling Directorate for Engineering 10.13039/100000084 1826083 One open question within design research is when or under what...
Includes: Supplementary data
Journal Articles