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Keywords: generative design
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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
... 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
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...
Journal Articles
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. November 2022, 144(11): 114501.
Paper No: MD-21-1613
Published Online: August 8, 2022
...Xingang Li; Charles Xie; Zhenghui Sha In this paper, we present a predictive and generative design approach for supporting the conceptual design of product shapes in 3D meshes. We develop a target-embedding variational autoencoder (TEVAE) neural network architecture, which consists of two modules...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2022, 144(8): 083305.
Paper No: MD-22-1152
Published Online: June 13, 2022
... automation generative design shape grammars There is an increasing interest in the design of soft robots since they have several advantages over rigid robots, e.g., increasing the safety of human-robot interaction [ 1 ] and achieving compliant behavior through the use of compliant materials...
Journal Articles
Publisher: ASME
Article Type: Review Articles
J. Mech. Des. July 2022, 144(7): 071704.
Paper No: MD-21-1642
Published Online: March 18, 2022
... be used as an initialization technique for conventional TO, which allows conventional TO algorithms to rapidly converge, saving computational cost. We consider a baseline for DGMs in TO, in which an existing generative architecture is applied to a dataset of TO-generated designs and the network is trained...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2022, 144(7): 071703.
Paper No: MD-21-1462
Published Online: February 15, 2022
... performance evaluation functions, design generation, design exploration, and image post-processing methods are proposed with the help of domain knowledge of the tread pattern. The numerical results show that the proposed automatic design framework successfully creates various tread patterns satisfying...
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021712.
Paper No: MD-21-1228
Published Online: December 6, 2021
... 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 Projects...
Includes: Supplementary data
Journal Articles
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021706.
Paper No: MD-21-1275
Published Online: September 21, 2021
..., (b) y = 2, and (c) y = 10 INN toy example: conditional distributions learned by the model for (a) y = 0, (b) y = 2, and (c) y = 10 With the trained model, a designer can query the cINN with different target objectives ( y ) to generate designs solutions x . Heat maps of the conditional...