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Journal Articles

Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency

Accepted Manuscript
Hongrui Chen, Aditya Joglekar, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des.
Paper No: MD-23-1335
https://doi.org/10.1115/1.4064131
Published Online: November 23, 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
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

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

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

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
Journal Articles

Neural Network-Assisted Design: A Study of Multiscale Topology Optimization With Smoothly Graded Cellular Structures

Sina Rastegarzadeh, Jun Wang, Jida Huang
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 011701.
Paper No: MD-22-1154
https://doi.org/10.1115/1.4055505
Published Online: October 7, 2022
View Article titled, Neural Network-Assisted Design: A Study of Multiscale Topology Optimization With Smoothly Graded Cellular Structures
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Topics: Design, Optimization, Topology, Finite element analysis, Density, Artificial neural networks, Resolution (Optics)
Journal Articles

Artificial Intelligence Design for Ship Structures: A Variant Multiple-Input Neural Network-Based Ship Resistance Prediction

Yu Ao, Yunbo Li, Jiaye Gong, Shaofan Li
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091707.
Paper No: MD-21-1483
https://doi.org/10.1115/1.4053816
Published Online: June 16, 2022
View Article titled, Artificial Intelligence Design for Ship Structures: A Variant Multiple-Input Neural Network-Based Ship Resistance Prediction
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Topics: Algorithms, Artificial neural networks, Design, Geometry, Hull, Ships, Artificial intelligence
Journal Articles

Bias-Learning-Based Model Predictive Controller Design for Reliable Path Tracking of Autonomous Vehicles Under Model and Environmental Uncertainty

Lichuan Ren, Zhimin Xi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2022, 144(9): 091706.
Paper No: MD-21-1676
https://doi.org/10.1115/1.4054674
Published Online: June 13, 2022
View Article titled, Bias-Learning-Based Model Predictive Controller Design for Reliable Path Tracking of Autonomous Vehicles Under Model and Environmental Uncertainty
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Topics: Autonomous vehicles, Control equipment, Design, Dynamic models, Errors, Tires, Uncertainty, Vehicles, Simulation, Roads
Journal Articles

ActivationNet : Representation Learning to Predict Contact Quality of Interacting 3D Surfaces in Engineering Designs

Rishikesh Ranade, Jay Pathak
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2022, 144(7): 071705.
Paper No: MD-21-1136
https://doi.org/10.1115/1.4053811
Published Online: March 18, 2022
View Article titled, ActivationNet : Representation Learning to Predict Contact Quality of Interacting 3D Surfaces in Engineering Designs
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Topics: Algorithms, Artificial neural networks, Design, Engineering simulation, Geometry, Machine learning, Testing, Physics, Computer-aided design, Rotation
Journal Articles

Classifying Component Function in Product Assemblies With Graph Neural Networks

Vincenzo Ferrero, Bryony DuPont, Kaveh Hassani, Daniele Grandi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021406.
Paper No: MD-21-1111
https://doi.org/10.1115/1.4052720
Published Online: November 9, 2021
View Article titled, Classifying Component Function in Product Assemblies With Graph Neural Networks
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Topics: Artificial neural networks, Design, Flow (Dynamics), Manufacturing, Product design
Journal Articles

Inverse Design Framework With Invertible Neural Networks for Passive Vibration Suppression in Phononic Structures

Manaswin Oddiraju, Amir Behjat, Mostafa Nouh, Souma Chowdhury
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. February 2022, 144(2): 021707.
Paper No: MD-21-1246
https://doi.org/10.1115/1.4052300
Published Online: September 23, 2021
View Article titled, Inverse Design Framework With Invertible Neural Networks for Passive Vibration Suppression in Phononic Structures
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Topics: Artificial neural networks, Design, Optimization, Modeling, Metamaterials
Journal Articles

A Flow Information-Based Prediction Model Applied to the Nonaxisymmetric Hub Optimization of a Centrifugal Impeller

Cheng Ji, Zhiheng Wang, Yonghong Tang, Guang Xi
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. October 2021, 143(10): 103502.
Paper No: MD-20-1829
https://doi.org/10.1115/1.4050655
Published Online: May 3, 2021
View Article titled, A Flow Information-Based Prediction Model Applied to the Nonaxisymmetric Hub Optimization of a Centrifugal Impeller
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Topics: Artificial neural networks, Flow (Dynamics), Impellers, Optimization, Pressure, Design, Blades
Journal Articles

A Data-Driven Methodology to Improve Tolerance Allocation Using Product Usage Data

Kangjie Li, Yicong Gao, Hao Zheng, Jianrongg Tan
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. July 2021, 143(7): 071101.
Paper No: MD-20-1604
https://doi.org/10.1115/1.4050400
Published Online: March 24, 2021
View Article titled, A Data-Driven Methodology to Improve Tolerance Allocation Using Product Usage Data
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Topics: Algorithms, Design, Evaluation methods, Machinery, Manufacturing, Chain, Tolerance analysis, Maintenance, Deformation, Artificial neural networks
Journal Articles

A Parametric Level Set Method for Topology Optimization Based on Deep Neural Network

Hao Deng, Albert C. To
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2021, 143(9): 091702.
Paper No: MD-20-1595
https://doi.org/10.1115/1.4050105
Published Online: March 18, 2021
View Article titled, A Parametric Level Set Method for Topology Optimization Based on Deep Neural Network
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Topics: Artificial neural networks, Design, Optimization, Topology