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Keywords: generative design
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Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2025, 147(4): 041703.
Paper No: MD-24-1402
Published Online: November 27, 2024
... computer-aided design data-driven design design optimization generative design The rapid advancements in artificial intelligence (AI) have revolutionized various domains, and the field of mechanical engineering is no exception. The significance of comprehensive and diverse datasets has become...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2025, 147(5): 051704.
Paper No: MD-24-1258
Published Online: November 18, 2024
..., the underlying sequential design process encodes valuable information for designers. Many efforts have been made to automatically generate reasonable volumetric designs, but the quality of the generated design solutions varies, and evaluating a design solution requires either a prohibitively comprehensive set...
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2025, 147(3): 031703.
Paper No: MD-24-1312
Published Online: October 18, 2024
... automation generative design machine learning Division of Civil, Mechanical and Manufacturing Innovation 10.13039/100000147 2245299 In computer graphics and the computer-aided design (CAD)/computer-aided manufacturing (CAM) industry, parametric smooth curves (e.g., Bézier, B-spline...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021706.
Paper No: MD-24-1409
Published Online: September 26, 2024
... Graphical Abstract Figure porous metamaterial graph neural network variational graph autoencoder design optimization generative design connectivity data-driven design design of engineered materials system machine learning Division of Civil, Mechanical and Manufacturing Innovation...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021401.
Paper No: MD-23-1610
Published Online: August 28, 2024
... the validity of generated designs. As shown in Table 4 , designs identified by MCD violate on average 0.92 constraints versus 1.51 for designs generated by NSGA-II. Collectively, MCD can identify valid designs that do not violate any constraints 35% of the time compared to NSGA-II’s 15%. These scores...
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2024, 146(3): 031405.
Paper No: MD-23-1370
Published Online: February 8, 2024
... to design, e.g., generative design (GD), to help expand designers' divergent thinking. However, generative design technologies are relatively new, we know little about generative design thinking in students. This research aims to advance our understanding of the relationship between aspects of generative...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051708.
Paper No: MD-23-1400
Published Online: January 12, 2024
... with a larger quality factor will have a higher call probability at the next temperature. Table 2 Average and standard deviation of total scaffold length ( sl ) of top ten generated designs per ten batches with input tetrahedral mesh using refined technique d (nm) s l ¯ σ...
Includes: Supplementary data
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
...-Based Learning and Design of Metamaterial Systems ,” Comput. Meth. Appl. Mech. Eng. , 372 , p. 113377 . 10.1016/j.cma.2020.113377 stochastic microstructures architectured materials deep generative model curvature functional design representation artificial intelligence generative...
Topics: Design
Journal Articles
Journal Articles
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091702.
Paper No: MD-22-1598
Published Online: June 23, 2023
... artificial intelligence computer-aided design design for manufacturing generative design 19 09 2022 22 05 2023 22 05 2023 23 06 2023 Contributed by the Design Automation Committee of ASME for publication in the J ournal of M echanical D esign . 1 Corresponding author...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041411.
Paper No: MD-22-1527
Published Online: February 20, 2023
...Jana I. Saadi; Maria C. Yang Generative design tools empowered by recent advancements in artificial intelligence (AI) offer the opportunity for human designers and design tools to collaborate in new, more advanced modes throughout various stages of the product design process to facilitate...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041409.
Paper No: MD-22-1386
Published Online: January 17, 2023
... approach to bridge the gap. This paper proposes a generative design approach based on the generative pre-trained language model (PLM) to automatically retrieve and map biological analogy and generate BID in the form of natural language. The latest generative pre-trained transformer, namely generative pre...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2023, 145(4): 041407.
Paper No: MD-22-1446
Published Online: January 10, 2023
...Chenxi Yuan; Tucker Marion; Mohsen Moghaddam Generative adversarial networks (GANs) have shown remarkable success in various generative design tasks, from topology optimization to material design, and shape parametrization. However, most generative design approaches based on GANs lack evaluation...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031402.
Paper No: MD-22-1326
Published Online: December 9, 2022
... 2022 09 12 2022 design automation artificial intelligence deep learning generalizability agent-based design data-driven design design representation generative design machine learning Monte Carlo Tree Search Solving design problems is one of the most ubiquitous processes...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. March 2023, 145(3): 031705.
Paper No: MD-22-1352
Published Online: November 17, 2022
... to the increasing scale of modern systems and the complicated underlying physical constraints. To tackle these challenges and design a resilient system efficiently, this study presents a generative design method that utilizes graph learning algorithms. The generative design framework contains a performance...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011702.
Paper No: MD-21-1767
Published Online: October 17, 2022
... a whole lattice structure ( c ). Since we aim at applying a generative design method for generating distinct lattice geometries, dozens of (novel) lattice designs can be generated for a set of predefined constraints, which can form an enriched unit cell library. Fig. 2 Straight or curved struts...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2022, 144(12): 121702.
Paper No: MD-22-1445
Published Online: October 6, 2022
.... , and Hong , J. , 2019 , “ Non-Iterative Structural Topology Optimization Using Deep Learning ,” Comput. Aided Des. , 115 , pp. 172 – 180 . 10.1016/j.cad.2019.05.038 [24] Li , B. , Tang , W. , Ding , S. , and Hong , J. , 2020 , “ A Generative Design Method for Structural...