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Journal Articles

Deep Learning Conceptual Design of Sit-to-Stand Parallel Motion Six-Bar Mechanisms

Zhijie Lyu, Anurag Purwar
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2025, 147(1): 013306.
Paper No: MD-24-1019
https://doi.org/10.1115/1.4066036
Published Online: August 21, 2024
View Article titled, Deep Learning Conceptual Design of Sit-to-Stand Parallel Motion Six-Bar Mechanisms
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Topics: Algorithms, Artificial neural networks, Conceptual design, Databases, Design, Kinematics, Linkages, Pipelines, Machine learning, Deep learning
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

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

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

MeshPointNet: 3D Surface Classification Using Graph Neural Networks and Conformal Predictions on Mesh-Based Representations

Amin Heyrani Nobari, Justin Rey, Suhas Kodali, Matthew Jones, Faez Ahmed
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051712.
Paper No: MD-23-1477
https://doi.org/10.1115/1.4064673
Published Online: March 18, 2024
View Article titled, MeshPointNet: 3D Surface Classification Using Graph Neural Networks and Conformal Predictions on Mesh-Based Representations
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Topics: Aircraft, Computational fluid dynamics, Computer-aided design, Deep learning, Image segmentation, Simulation, Artificial neural networks, Design
Journal Articles

Data-Driven Global Sensitivity Analysis of Variable Groups for Understanding Complex Physical Interactions in Engineering Design

Tuba Dolar, Doksoo Lee, Wei Chen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2024, 146(9): 091703.
Paper No: MD-23-1749
https://doi.org/10.1115/1.4064633
Published Online: March 5, 2024
View Article titled, Data-Driven Global Sensitivity Analysis of Variable Groups for Understanding Complex Physical Interactions in Engineering Design
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Topics: Artificial neural networks, Design, Sensitivity analysis, Engineering design, Machine learning
Journal Articles

Modified Structure of Deep Neural Network for Training Multi-Fidelity Data With Non-Common Input Variables

Hwisang Jo, Byeong-uk Song, Joon-Yong Huh, Seung-Kyu Lee, Ikjin Lee
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101702.
Paper No: MD-23-1583
https://doi.org/10.1115/1.4064782
Published Online: March 5, 2024
View Article titled, Modified Structure of Deep Neural Network for Training Multi-Fidelity Data With Non-Common Input Variables
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Topics: Artificial neural networks, Hafnium
Journal Articles

TCN-GAWO: Genetic Algorithm Enhanced Weight Optimization for Temporal Convolutional Network

Shuhuai Gu, Qi Xi, Jing Wang, Peizhen Qiu, Mian Li
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2024, 146(10): 101703.
Paper No: MD-23-1269
https://doi.org/10.1115/1.4064809
Published Online: March 5, 2024
View Article titled, TCN-GAWO: Genetic Algorithm Enhanced Weight Optimization for Temporal Convolutional Network
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Topics: Genetic algorithms, Optimization, Time series, Weight (Mass), Artificial neural networks, Lubrication
Journal Articles

Evaluation of Neural Network-Based Derivatives for Topology Optimization

Joel Najmon, Andres Tovar
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2024, 146(7): 071704.
Paper No: MD-23-1483
https://doi.org/10.1115/1.4064243
Published Online: January 29, 2024
View Article titled, Evaluation of Neural Network-Based Derivatives for Topology Optimization
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Topics: Artificial neural networks, Design, Topology, Topology optimization, Optimization
Journal Articles

Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency

Hongrui Chen, Aditya Joglekar, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061702.
Paper No: MD-23-1335
https://doi.org/10.1115/1.4064131
Published Online: December 12, 2023
View Article titled, Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency
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Topics: Artificial neural networks, Topology optimization, Density, Topology
Journal Articles

BIGNet: A Deep Learning Architecture for Brand Recognition with Geometry-Based Explainability

Yu-hsuan Chen, Levent Burak Kara, Jonathan Cagan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. May 2024, 146(5): 051701.
Paper No: MD-23-1349
https://doi.org/10.1115/1.4063760
Published Online: November 21, 2023
View Article titled, BIGNet: A Deep Learning Architecture for Brand Recognition with Geometry-Based Explainability
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Topics: Artificial neural networks, Automobiles, Design, Geometry, Lenses (Optics), Modeling, Shapes, Visualization, Trains, Workflow
Journal Articles

Deep Neural Networks in Natural Language Processing for Classifying Requirements by Origin and Functionality: An Application of BERT in System Requirements

Jesse Mullis, Cheng Chen, Beshoy Morkos, Scott Ferguson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2024, 146(4): 041401.
Paper No: MD-23-1429
https://doi.org/10.1115/1.4063764
Published Online: November 13, 2023
View Article titled, Deep Neural Networks in Natural Language Processing for Classifying Requirements by Origin and Functionality: An Application of BERT in System Requirements
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Topics: Design, Natural language processing, Artificial neural networks, Semantics
Journal Articles

Bistable Stopper Design and Force Prediction for Precision and Power Grasps of Soft Robotic Fingers for Industrial Manipulation

Xiaowei Shan, Lionel Birglen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Design Innovation Paper
J. Mech. Des. April 2024, 146(4): 045001.
Paper No: MD-23-1495
https://doi.org/10.1115/1.4063763
Published Online: November 7, 2023
View Article titled, Bistable Stopper Design and Force Prediction for Precision and Power Grasps of Soft Robotic Fingers for Industrial Manipulation
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Topics: Artificial neural networks, Design, Finite element analysis, Grasping, Grippers, Robotics, Errors, Kinematics
Journal Articles

Simulating the Adoption and Social Impact of Improved Cookstoves in Uganda Using Agent-Based Modeling and Neural Networks

Christopher S. Mabey, Erin E. Peiffer, Nordica MacCarty, Christopher A. Mattson
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. December 2023, 145(12): 121701.
Paper No: MD-23-1101
https://doi.org/10.1115/1.4063237
Published Online: September 11, 2023
View Article titled, Simulating the Adoption and Social Impact of Improved Cookstoves in Uganda Using Agent-Based Modeling and Neural Networks
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Topics: Artificial neural networks, Data collection, Design, Diseases, Modeling, Probability, Wounds, Simulation
Journal Articles

Generative Design by Embedding Topology Optimization into Conditional Generative Adversarial Network

Zhichao Wang, Shreyes Melkote, David W. Rosen
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. November 2023, 145(11): 111702.
Paper No: MD-23-1077
https://doi.org/10.1115/1.4062980
Published Online: August 16, 2023
View Article titled, Generative Design by Embedding Topology Optimization into Conditional Generative Adversarial Network
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Topics: Boundary-value problems, Design, Generative design, Optimization, Stress, Topology optimization, Wheels, Artificial neural networks
Journal Articles

Graph Neural Network-Based Design Decision Support for Shared Mobility Systems

Yinshuang Xiao, Faez Ahmed, Zhenghui Sha
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091703.
Paper No: MD-22-1713
https://doi.org/10.1115/1.4062666
Published Online: June 23, 2023
View Article titled, Graph Neural Network-Based Design Decision Support for Shared Mobility Systems
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Topics: Artificial neural networks, Bicycles, Design, Mechanical admittance
Journal Articles

Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks

Hongrui Chen, Aditya Joglekar, Kate S. Whitefoot, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091702.
Paper No: MD-22-1598
https://doi.org/10.1115/1.4062663
Published Online: June 23, 2023
View Article titled, Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks
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Topics: Additive manufacturing, Artificial neural networks, Density, Image segmentation, Optimization, Topology, Topology optimization
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

A 3D Structure Mapping-Based Efficient Topology Optimization Framework

Kangjie Li, Wenjing Ye, Yicong Gao
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. August 2023, 145(8): 081703.
Paper No: MD-22-1746
https://doi.org/10.1115/1.4062352
Published Online: May 30, 2023
View Article titled, A 3D Structure Mapping-Based Efficient Topology Optimization Framework
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Topics: Design, Topology optimization, Artificial neural networks
Journal Articles

Comparing Mechanical Neural-Network Learning Algorithms

Ryan H. Lee, Pietro Sainaghi, Jonathan B. Hopkins
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2023, 145(7): 071704.
Paper No: MD-22-1782
https://doi.org/10.1115/1.4062313
Published Online: May 18, 2023
View Article titled, Comparing Mechanical Neural-Network Learning Algorithms
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Topics: Algorithms, Artificial neural networks, Simulation