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Journal Articles

Designing Connectivity-Guaranteed Porous Metamaterial Units Using Generative Graph Neural Networks

Zihan Wang, Austin Bray, Kiarash Naghavi Khanghah, Hongyi Xu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021706.
Paper No: MD-24-1409
https://doi.org/10.1115/1.4066128
Published Online: September 26, 2024
View Article titled, Designing Connectivity-Guaranteed Porous Metamaterial Units Using Generative Graph Neural Networks
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Topics: Design, Metamaterials, Voxel, Thermal conductivity, Graph neural networks
Journal Articles

Multi-Split Configuration Design for Fluid-Based Thermal Management Systems

Saeid Bayat, Nastaran Shahmansouri, Satya R. T. Peddada, Alexander Tessier, Adrian Butscher, James T. Allison
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021705.
Paper No: MD-24-1048
https://doi.org/10.1115/1.4066425
Published Online: September 26, 2024
View Article titled, Multi-Split Configuration Design for Fluid-Based Thermal Management Systems
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Topics: Architecture, Design, Flow (Dynamics), Fluids, Heat, Junctions, Modeling, Optimization, Stress, Temperature
Journal Articles

Automated layout design of hydraulic components with constraints on flow channels

Accepted Manuscript
Ciming Zhu, Feixue Wang, Hongyuan Zhang, Yongjiang Zheng, Chengfeng Ding, Shuai Li, Jing Yao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1395
https://doi.org/10.1115/1.4066689
Published Online: September 25, 2024
View Article titled, Automated layout design of hydraulic components with constraints on flow channels
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Journal Articles

Representation Learning for Sequential Volumetric Design Tasks

Accepted Manuscript
Md. Ferdous Alam, Yi Wang, Chin-Yi Cheng, Jieliang Luo
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1258
https://doi.org/10.1115/1.4066686
Published Online: September 25, 2024
View Article titled, Representation Learning for Sequential Volumetric Design Tasks
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Topics: Design
Journal Articles

Boosting engineering optimization with a novel recursive transfer bi-fidelity surrogate modeling

Accepted Manuscript
Xueguan Song, Shuai Zhang, Yong Pang, Jianji Li, Jiankang Zhang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1311
https://doi.org/10.1115/1.4066688
Published Online: September 25, 2024
View Article titled, Boosting engineering optimization with a novel recursive transfer bi-fidelity surrogate modeling
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Topics: Metamodeling, Optimization
Journal Articles

Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies

Yinshuang Xiao, Yaxin Cui, Johan Koskinen, Noshir Contractor, Wei Chen, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021702.
Paper No: MD-24-1205
https://doi.org/10.1115/1.4066426
Published Online: September 23, 2024
View Article titled, Product Design Incorporating Competition Relations: A Network-Based Design Framework Considering Local Dependencies
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Topics: Design, Optimization, Design methodology
Journal Articles

Fusion of Multiple Data Sources for Vehicle Crashworthiness Prediction Using CycleGAN and Temporal Convolutional Networks

Jice Zeng, Zhenyan Gao, Yang Li, Saeed Barbat, Jin Lu, Zhen Hu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021703.
Paper No: MD-24-1338
https://doi.org/10.1115/1.4066427
Published Online: September 23, 2024
View Article titled, Fusion of Multiple Data Sources for Vehicle Crashworthiness Prediction Using CycleGAN and Temporal Convolutional Networks
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Topics: Computer-aided engineering, Crashworthiness, Vehicles, Data fusion
Journal Articles

Heuristics for Solver-Aware Systems Architecting: A Reinforcement Learning Approach

Vikranth S. Gadi, Taylan G. Topcu, Zoe Szajnfarber, Jitesh H. Panchal
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021704.
Paper No: MD-24-1061
https://doi.org/10.1115/1.4066441
Published Online: September 23, 2024
View Article titled, Heuristics for Solver-Aware Systems Architecting: A Reinforcement Learning Approach
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Topics: Design, Reinforcement learning, Preferences, Decision making, Modeling
Journal Articles

COMPUTATIONAL DESIGN OF ADDITIVELY MANUFACTURED CURVILINEAR SCAFFOLDS FOR BONE REPAIR WITH ANALYTICAL SENSITIVITIES

Accepted Manuscript
David Cohen, Sohaila M. G. Aboutaleb, Amy J. Wagoner Johnson, Julián Norato
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1038
https://doi.org/10.1115/1.4066547
Published Online: September 13, 2024
View Article titled, COMPUTATIONAL DESIGN OF ADDITIVELY MANUFACTURED CURVILINEAR SCAFFOLDS FOR BONE REPAIR WITH ANALYTICAL SENSITIVITIES
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Topics: Additive manufacturing, Bone, Design, Maintenance
Journal Articles

NURBS-OT: An Advanced Model for Generative Curve Modeling

Accepted Manuscript
Shaoliang Yang, Jun Wang, Kang Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1312
https://doi.org/10.1115/1.4066549
Published Online: September 13, 2024
View Article titled, NURBS-OT: An Advanced Model for Generative Curve Modeling
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Topics: Modeling, B-splines, Generative adversarial networks, Airfoils, Computer-aided design, Computers, Data-driven design, Deep learning, Design automation, Generative design
Journal Articles

Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods

Milad Habibi, Shai Bernard, Jun Wang, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2025, 147(2): 021701.
Paper No: MD-23-1702
https://doi.org/10.1115/1.4066102
Published Online: August 28, 2024
View Article titled, Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods
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Topics: Design, Heat conduction, Optimization, Topology optimization, Cantilever beams, Errors, Trajectories (Physics)
Includes: Supplementary data
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
View Article titled, A Cost-Aware Multi-Agent System for Black-Box Design Space Exploration
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Topics: Design
Journal Articles

Data-Efficient Dimensionality Reduction and Surrogate Modeling of High-Dimensional Stress Fields

Accepted Manuscript
Anirban Samaddar, Sandipp Krishnan Ravi, Nesar Ramachandra, Lele Luan, Sandeep Madireddy, Anindya Bhaduri, Piyush Pandita, Changjie Sun, Liping Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1156
https://doi.org/10.1115/1.4066224
Published Online: August 16, 2024
View Article titled, Data-Efficient Dimensionality Reduction and Surrogate Modeling of High-Dimensional Stress Fields
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Topics: Metamodeling, Modeling, Stress, Simulation, Tensors, Artificial intelligence, Artificial neural networks, Compression, Convolutional neural networks, Data-driven design
Journal Articles

A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials

Accepted Manuscript
Mohammad Abu-Mualla, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1128
https://doi.org/10.1115/1.4066169
Published Online: August 5, 2024
View Article titled, A Dataset Generation Framework for Symmetry-Induced Mechanical Metamaterials
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Topics: Design, Metamaterials, Trusses (Building), Machine learning, Additive manufacturing, Anisotropy, Computer-aided design, Design methodology, Materials science, Mechanical properties
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
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

Trust, Workload, and Performance in Human–Artificial Intelligence Partnering: The Role of Artificial Intelligence Attributes in Solving Classification Problems

Mostaan Lotfalian Saremi, Isabella Ziv, Onur Asan, Alparslan Emrah Bayrak
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 011702.
Paper No: MD-24-1099
https://doi.org/10.1115/1.4065916
Published Online: July 23, 2024
View Article titled, Trust, Workload, and Performance in Human–Artificial Intelligence Partnering: The Role of Artificial Intelligence Attributes in Solving Classification Problems
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Topics: Artificial intelligence, Design, Robustness, Transparency, Performance
Journal Articles

An Integrated Approach to Designing Robust Gas-Bearing Supported Turbocompressors Through Surrogate Modeling and Constrained All-At-Once Multi-Objective Optimization

Soheyl Massoudi, Cyril Picard, Jürg Schiffmann
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121706.
Paper No: MD-24-1183
https://doi.org/10.1115/1.4065823
Published Online: July 19, 2024
View Article titled, An Integrated Approach to Designing Robust Gas-Bearing Supported Turbocompressors Through Surrogate Modeling and Constrained All-At-Once Multi-Objective Optimization
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Topics: Artificial neural networks, Bearings, Blades, Compressors, Design, Gas bearings, Manufacturing, Optimization, Robustness, Rotors
Journal Articles

General Adaptable Design and Evaluation Using Markov Processes

Zhilin Sun, Kaifeng Wang, Peihua Gu
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121704.
Paper No: MD-24-1091
https://doi.org/10.1115/1.4065723
Published Online: July 15, 2024
View Article titled, General Adaptable Design and Evaluation Using Markov Processes
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Topics: Design
Journal Articles

Optimization of 3D Printing While Traveling En Route to Extend Range of Unmanned Aircraft Systems for Multilocation Mission Scenarios

Tevin J. Dickerson, John L. Salmon, Christopher A. Mattson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121705.
Paper No: MD-23-1636
https://doi.org/10.1115/1.4065745
Published Online: July 15, 2024
View Article titled, Optimization of 3D Printing While Traveling En Route to Extend Range of Unmanned Aircraft Systems for Multilocation Mission Scenarios
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Topics: Additive manufacturing, Design, Optimization, Unmanned aerial vehicles, Printing
Journal Articles

FrameGraph: A Scalable Performance Evaluation Method for Frame Structure Designs Using Graph Neural Network

Wenbin Hou, Yongcheng Li, Changsheng Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2024, 146(12): 121703.
Paper No: MD-23-1899
https://doi.org/10.1115/1.4065612
Published Online: June 18, 2024
View Article titled, FrameGraph: A Scalable Performance Evaluation Method for Frame Structure Designs Using Graph Neural Network
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Topics: Algorithms, Artificial neural networks, Design, Dimensions, Performance evaluation, Topology, Finite element methods, Door frames