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Journal Articles

Deep Analogical Generative Design and Evaluation: Integration of Stable Diffusion and LoRA

Accepted Manuscript
Yumiao Chen, Huanhuan Ruan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-24-1372
https://doi.org/10.1115/1.4066861
Published Online: October 14, 2024
View Article titled, Deep Analogical Generative Design and Evaluation: Integration of Stable Diffusion and LoRA
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Topics: Artificial intelligence, Design, Design methodology, Diffusion (Physics), Generative design, Automobiles, Automotive design, Computers, Conceptual design, Data-driven design
Journal Articles

Optimal Design of Assembling Robot Considering Different Limb Topologies and Layouts

Binbin Lian, Jinhua Guo, Zhiyuan He, Yimin Song
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 013305.
Paper No: MD-24-1196
https://doi.org/10.1115/1.4065999
Published Online: August 21, 2024
View Article titled, Optimal Design of Assembling Robot Considering Different Limb Topologies and Layouts
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Topics: Design, Kinematics, Optimization, Robots, Stiffness, Topology, Pareto optimization, Shapes, Dimensions, Symmetry (Physics)
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
Journal Articles

Convolutional Dimension-Reduction With Knowledge Reasoning for Reliability Approximations of Structures Under High-Dimensional Spatial Uncertainties

Luojie Shi, Kai Zhou, Zequn Wang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2024, 146(7): 071701.
Paper No: MD-23-1478
https://doi.org/10.1115/1.4064159
Published Online: January 12, 2024
View Article titled, Convolutional Dimension-Reduction With Knowledge Reasoning for Reliability Approximations of Structures Under High-Dimensional Spatial Uncertainties
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Topics: Dimensions, Metamodeling, Reliability, Uncertainty, Uncertainty quantification, Finite element methods, Simulation, Regression models
Journal Articles

Variation Analysis Method Based on Product Feature Information Network

Liang Chen, Naikun Wei, Yu Zheng, Juntong Xi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061706.
Paper No: MD-22-1711
https://doi.org/10.1115/1.4064238
Published Online: December 22, 2023
View Article titled, Variation Analysis Method Based on Product Feature Information Network
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Topics: Dimensions, Manufacturing, Design, Modeling
Journal Articles

Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design

Qiuyi Chen, Mark Fuge
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051702.
Paper No: MD-23-1475
https://doi.org/10.1115/1.4063363
Published Online: November 21, 2023
View Article titled, Characterizing Designs Via Isometric Embeddings: Applications to Airfoil Inverse Design
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Topics: Airfoils, Design, Shapes, Dimensions
Journal Articles

MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models

Jianji Li, Shuai Zhang, Pengwei Liang, Xiaonan Lai, Xueguan Song
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Technical Briefs
J. Mech. Des. November 2023, 145(11): 114501.
Paper No: MD-22-1776
https://doi.org/10.1115/1.4062977
Published Online: August 16, 2023
View Article titled, MID-ESM: An Adaptive Median-Based Ensemble of Surrogate Models
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Topics: Noise (Sound), Robustness, Weight (Mass), Errors, Dimensions
Journal Articles

Net-HDMR Metamodeling Method for High-Dimensional Problems

Jie Liu, Yue Zhao, Fei Lei, Fei Ding
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091706.
Paper No: MD-23-1128
https://doi.org/10.1115/1.4062669
Published Online: June 26, 2023
View Article titled, Net-HDMR Metamodeling Method for High-Dimensional Problems
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Topics: Interpolation, Metamodeling, Modeling, Sampling methods, Splines, Approximation, Dimensions, Deformation, Construction
Journal Articles

A Dimension Selection-Based Constrained Multi-Objective Optimization Algorithm Using a Combination of Artificial Intelligence Methods

Di Wu, Dmitry Sotnikov, G. Gary Wang, Eric Coatanea, Mika Lyly, Tiina Salmi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2023, 145(8): 081704.
Paper No: MD-23-1006
https://doi.org/10.1115/1.4062548
Published Online: June 9, 2023
View Article titled, A Dimension Selection-Based Constrained Multi-Objective Optimization Algorithm Using a Combination of Artificial Intelligence Methods
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Topics: Algorithms, Artificial neural networks, Design, Dimensions, Optimization, Pareto optimization, Simulation, Solenoids
Journal Articles

Evidence-Theory-Based Reliability Analysis From the Perspective of Focal Element Classification Using Deep Learning Approach

L. Chen, Z. Zhang, G. Yang, Q. Zhou, Y. Xia, C. Jiang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2023, 145(7): 071702.
Paper No: MD-22-1753
https://doi.org/10.1115/1.4062271
Published Online: May 17, 2023
View Article titled, Evidence-Theory-Based Reliability Analysis From the Perspective of Focal Element Classification Using Deep Learning Approach
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Topics: Dimensions, Errors, Event history analysis, Reliability, Uncertainty, Probability, Construction
Journal Articles

Tolerancing for an Apple Pie: A Fundamental Theory of Tolerances

Joshua Roland Campbell, George A. Hazelrigg
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2023, 145(6): 061401.
Paper No: MD-22-1028
https://doi.org/10.1115/1.4057040
Published Online: March 29, 2023
View Article titled, Tolerancing for an Apple Pie: A Fundamental Theory of Tolerances
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Topics: Design, Optimization, Product design, Preferences, Dimensions, Taguchi methods, Manufacturing, Temperature, Reliability, Risk
Journal Articles

Optimum Design for a New Reconfigurable Two-Wheeled Self-Balancing Robot Based on Virtual Equivalent Parallel Mechanism

Hongyan Tang, James W. Zhang, Lanqing Pan, Dan Zhang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2023, 145(5): 053302.
Paper No: MD-22-1678
https://doi.org/10.1115/1.4056575
Published Online: January 10, 2023
View Article titled, Optimum Design for a New Reconfigurable Two-Wheeled Self-Balancing Robot Based on Virtual Equivalent Parallel Mechanism
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Topics: Design, Kinematics, Optimization, Robots, Gravity (Force), Parallel mechanisms, Construction, Steering wheels, Dimensions, Chain
Journal Articles

Do Human and Computational Evaluations of Similarity Align? An Empirical Study of Product Function

Ananya Nandy, Kosa Goucher-Lambert
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 041404.
Paper No: MD-21-1367
https://doi.org/10.1115/1.4053858
Published Online: March 1, 2022
View Article titled, Do Human and Computational Evaluations of Similarity Align? An Empirical Study of Product Function
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Topics: Crowdsourcing, Design, Dimensions
Journal Articles

High-Dimensional Reliability Method Accounting for Important and Unimportant Input Variables

Jianhua Yin, Xiaoping Du
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 041702.
Paper No: MD-21-1105
https://doi.org/10.1115/1.4051982
Published Online: November 11, 2021
View Article titled, High-Dimensional Reliability Method Accounting for Important and Unimportant Input Variables
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Topics: Dimensions, Event history analysis, Reliability, Failure, Probability
Includes: Supplementary data
Journal Articles

So You Think Your System Is Complex?: Why and How Existing Complexity Measures Rarely Agree

Anthony Hennig, Taylan G. Topcu, Zoe Szajnfarber
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2022, 144(4): 041401.
Paper No: MD-21-1320
https://doi.org/10.1115/1.4052701
Published Online: November 11, 2021
View Article titled, So You Think Your System Is Complex?: Why and How Existing Complexity Measures Rarely Agree
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Topics: Architecture, Design, Modular construction, Physics, Sensitivity analysis, System architecture, Flow (Dynamics), Dimensions, Performance
Journal Articles

Multi-Fidelity Surrogate Model Based on Canonical Correlation Analysis and Least Squares

Liye Lv, Chaoyong Zong, Chao Zhang, Xueguan Song, Wei Sun
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021705.
Paper No: MD-19-1886
https://doi.org/10.1115/1.4047686
Published Online: September 17, 2020
View Article titled, Multi-Fidelity Surrogate Model Based on Canonical Correlation Analysis and Least Squares
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Topics: Construction, Errors, Experimental design, Robustness, Simulation, Testing, Design, Optimization, Computational fluid dynamics, Dimensions
Journal Articles

Online Data-Driven Prediction of Spatio-Temporal System Behavior Using High-Fidelity Simulations and Sparse Sensor Measurements

X. Zhao, S. Azarm, B. Balachandran
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2021, 143(2): 021701.
Paper No: MD-20-1012
https://doi.org/10.1115/1.4047690
Published Online: August 18, 2020
View Article titled, Online Data-Driven Prediction of Spatio-Temporal System Behavior Using High-Fidelity Simulations and Sparse Sensor Measurements
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Topics: Dimensions, Sensors, Simulation, Wings, Modeling, Errors, Particulate matter, Aircraft, Tensors
Journal Articles

An Efficient Batch K -Fold Cross-Validation Voronoi Adaptive Sampling Technique for Global Surrogate Modeling

Andrew L. Kaminsky, Yi Wang, Kapil Pant
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2021, 143(1): 011706.
Paper No: MD-19-1928
https://doi.org/10.1115/1.4047155
Published Online: August 11, 2020
View Article titled, An Efficient Batch K -Fold Cross-Validation Voronoi Adaptive Sampling Technique for Global Surrogate Modeling
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Topics: Dimensions, Errors, Modeling, Sampling methods, Experimental design
Journal Articles

Investigation of Viability to Replace Draft Animals With All-Wheel-Drive Motorcycles on Small Farms

Guillermo F. Diaz Lankenau, Amos G. Winter V
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2021, 143(1): 011401.
Paper No: MD-19-1880
https://doi.org/10.1115/1.4047001
Published Online: July 24, 2020
View Article titled, Investigation of Viability to Replace Draft Animals With All-Wheel-Drive Motorcycles on Small Farms
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Topics: Design, Engineering prototypes, Motorcycles, Vehicles, Wheels, Feedback, Dimensions, Testing, Soil, Plasma spraying
Includes: Supplementary data
Journal Articles

Shared-Gaussian Process: Learning Interpretable Shared Hidden Structure Across Data Spaces for Design Space Analysis and Exploration

Wei Xing, Shireen Y. Elhabian, Vahid Keshavarzzadeh, Robert M. Kirby
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2020, 142(8): 081707.
Paper No: MD-19-1708
https://doi.org/10.1115/1.4046074
Published Online: March 4, 2020
View Article titled, Shared-Gaussian Process: Learning Interpretable Shared Hidden Structure Across Data Spaces for Design Space Analysis and Exploration
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Topics: Design, Dimensions, Optimization, Simulation, Space, Topology, Density, Stress