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Keywords: design space exploration
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Journal Articles

A Cost-Aware Multi-Agent System for Black-Box Design Space Exploration

Siyu Chen, Alparslan Emrah Bayrak, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 011703.
Paper No: MD-23-1893
https://doi.org/10.1115/1.4065914
Published Online: August 21, 2024
... Committee of ASME for publication in the J ournal of M echanical D esign . 18 12 2023 01 07 2024 05 07 2024 21 08 2024 Graphical Abstract Figure design space exploration multi-agent Bayesian optimization (MABO) multi-agent reinforcement learning (MARL) black...
View Article titled, A Cost-Aware Multi-Agent System for Black-Box <span class="search-highlight">Design</span> <span class="search-highlight">Space</span> <span class="search-highlight">Exploration</span>
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Topics: Design
Journal Articles

Multi-Fidelity Design Framework Integrating Compositional Kernels to Facilitate Early-Stage Design Exploration of Complex Systems

Nikoleta Dimitra Charisi, Hans Hopman, Austin A. Kana
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 011701.
Paper No: MD-24-1071
https://doi.org/10.1115/1.4065890
Published Online: July 23, 2024
... 2024 13 06 2024 01 07 2024 23 07 2024 1 Corresponding author. Email: N.D.Charisi@tudelft.nl Email: J.J.Hopman@tudelft.nl Email: A.A.Kana@tudelft.nl conceptual design data-driven design design space exploration multi-fidelity Gaussian processes compositional...
View Article titled, Multi-Fidelity Design Framework Integrating Compositional Kernels to Facilitate Early-Stage Design Exploration of Complex Systems
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Topics: Design, Hafnium
Journal Articles

Design Space Exploration and Evaluation Using Margin-Based Trade-Offs

Khalil Al Handawi, Arindam Brahma, David C. Wynn, Michael Kokkolaras, Ola Isaksson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061701.
Paper No: MD-23-1056
https://doi.org/10.1115/1.4063966
Published Online: December 12, 2023
...Khalil Al Handawi; Arindam Brahma; David C. Wynn; Michael Kokkolaras; Ola Isaksson Design space exploration and margin analysis can inform critical decisions early in engineering design, helping to handle the uncertainties of early design while ensuring design performance. In practice...
View Article titled, <span class="search-highlight">Design</span> <span class="search-highlight">Space</span> <span class="search-highlight">Exploration</span> and Evaluation Using Margin-Based Trade-Offs
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Topics: Design
Includes: Supplementary data
Journal Articles

Evaluating Designer Learning and Performance in Interactive Deep Generative Design

Ashish M. Chaudhari, Daniel Selva
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2023, 145(5): 051403.
Paper No: MD-22-1348
https://doi.org/10.1115/1.4056374
Published Online: January 10, 2023
...Ashish M. Chaudhari; Daniel Selva Deep generative models have shown significant promise in improving performance in design space exploration. But there is limited understanding of their interpretability, a necessity when model explanations are desired and problems are ill-defined. Interpretability...
View Article titled, Evaluating Designer Learning and Performance in Interactive Deep Generative Design
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Topics: Design, Generative design