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Journal Articles

An Artificial Intelligence Application for In-Process Springback Control of Sheet Metal Bending

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Kuang-Jau Fann, Lin-Pen Chen, Chun-Yen Yang, Chen-Yi Lee, Chang-Yu Tsai, Jyhwen Wang
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2025, 147(6): 061005.
Paper No: MANU-24-1477
https://doi.org/10.1115/1.4067740
Published Online: February 21, 2025
View Articletitled, An Artificial Intelligence Application for In-Process Springback Control of Sheet Metal Bending
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Topics: Artificial intelligence, Neural network models, Sheet metal, Artificial neural networks, Stress
Journal Articles

A Machine Learning Approach for Rapid Solution of Three-Dimensional Moving Source Problems in Manufacturing

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Mahtab Heydari, Bruce L. Tai
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2025, 147(6): 061006.
Paper No: MANU-24-1631
https://doi.org/10.1115/1.4067742
Published Online: February 21, 2025
View Articletitled, A Machine Learning Approach for Rapid Solution of Three-Dimensional Moving Source Problems in Manufacturing
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Topics: Artificial neural networks, Finite element analysis, Geometry, Heat, Manufacturing, Temperature, Density, Temperature distribution, Convolutional neural networks, Modeling
Journal Articles

A Differentiable Physics-Informed Machine Learning Approach to Model Laser-Based Micro-Manufacturing Process

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Manaswin Oddiraju, Jeremy Cleeman, Rajiv Malhotra, Souma Chowdhury
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. May 2025, 147(5): 051002.
Paper No: MANU-24-1577
https://doi.org/10.1115/1.4067355
Published Online: January 17, 2025
View Articletitled, A Differentiable Physics-Informed Machine Learning Approach to Model Laser-Based Micro-Manufacturing Process
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Topics: Lasers, Physics, Artificial neural networks, Machine learning, Manufacturing
Journal Articles

Optimizing 3D Laser Foil Printing Parameters for AA 6061: Numerical and Experimental Analysis

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Yi-Cheng Lin, M. Mohsin Raza, Chia-Hung Hung, Yu-Xiang Wang, Yu-Lung Lo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. March 2025, 147(3): 031003.
Paper No: MANU-24-1223
https://doi.org/10.1115/1.4066440
Published Online: November 18, 2024
View Articletitled, Optimizing 3D Laser Foil Printing Parameters for AA 6061: Numerical and Experimental Analysis
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Topics: Artificial neural networks, Design, Fracture (Materials), Laser welding, Lasers, Printing, Simulation, Welding, Simulation results, Errors
Journal Articles

Influence of Mechanical Properties of Tube on Forming Limits and Deformation Characteristics in an Expansion Drawing Process

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S. L. Zhang, T. Kuboki, M. Akiyama, S. Kajikawa
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. July 2024, 146(7): 071005.
Paper No: MANU-23-1256
https://doi.org/10.1115/1.4065409
Published Online: May 21, 2024
View Articletitled, Influence of Mechanical Properties of Tube on Forming Limits and Deformation Characteristics in an Expansion Drawing Process
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Topics: Deformation, Finite element methods, Forming limit diagrams, Friction, Stress, Artificial neural networks
Journal Articles

A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis—Part III: Model Training and Fault Detection

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Chung-Yu Tai, Yusuf Altintas
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081006.
Paper No: MANU-23-1550
https://doi.org/10.1115/1.4065227
Published Online: May 7, 2024
View Articletitled, A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis—Part III: Model Training and Fault Detection
Open the PDF for A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis—Part III: Model Training and Fault Detection in another window
Topics: Artificial neural networks, Bearings, Flaw detection, Optimization, Physics, Vibration, Testing, Algorithms, Sensors, Trains
Journal Articles

Smart Control of Springback in Stretch Bending of a Rectangular Tube by an Artificial Neural Network

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Taekwang Ha, Torgeir Welo, Geir Ringen, Jyhwen Wang
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. April 2024, 146(4): 040905.
Paper No: MANU-23-1191
https://doi.org/10.1115/1.4063737
Published Online: February 28, 2024
View Articletitled, Smart Control of Springback in Stretch Bending of a Rectangular Tube by an Artificial Neural Network
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Topics: Artificial neural networks, Sensors
Journal Articles

Generating Dispatching Rules for the Interrupting Swap-Allowed Blocking Job Shop Problem Using Graph Neural Network and Reinforcement Learning

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Vivian Wen Hui Wong, Sang Hun Kim, Junyoung Park, Jinkyoo Park, Kincho H. Law
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. January 2024, 146(1): 011009.
Paper No: MANU-23-1290
https://doi.org/10.1115/1.4063652
Published Online: October 19, 2023
View Articletitled, Generating Dispatching Rules for the Interrupting Swap-Allowed Blocking Job Shop Problem Using Graph Neural Network and Reinforcement Learning
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Topics: Job-shop scheduling, Machine shops, Machinery, Reinforcement learning, Artificial neural networks, Probability
Includes: Supplementary data
Journal Articles

Dual-Metric Neural Network With Attention Guidance for Surface Defect Few-Shot Detection in Smart Manufacturing

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Pengjie Gao, Junliang Wang, Min Xia, Zijin Qin, Jie Zhang
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. December 2023, 145(12): 121010.
Paper No: MANU-23-1311
https://doi.org/10.1115/1.4063356
Published Online: October 17, 2023
View Articletitled, Dual-Metric Neural Network With Attention Guidance for Surface Defect Few-Shot Detection in Smart Manufacturing
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Topics: Artificial neural networks, Feature extraction, Flaw detection, Manufacturing, Pattern recognition, Textiles, Visualization, Separation (Technology)
Journal Articles

Recurrence Network-Based 3D Geometry Representation Learning for Quality Control in Additive Manufacturing of Metamaterials

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Yujing Yang, Chen Kan
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. November 2023, 145(11): 111006.
Paper No: MANU-23-1381
https://doi.org/10.1115/1.4063236
Published Online: September 11, 2023
View Articletitled, Recurrence Network-Based 3D Geometry Representation Learning for Quality Control in Additive Manufacturing of Metamaterials
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Topics: Additive manufacturing, Geometry, Metamaterials, Quality control, Artificial neural networks, Simulation, Network models
Journal Articles

Turn-Taking Prediction for Human–Robot Collaborative Assembly Considering Human Uncertainty

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Wenjun Xu, Siqi Feng, Bitao Yao, Zhenrui Ji, Zhihao Liu
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. December 2023, 145(12): 121007.
Paper No: MANU-23-1109
https://doi.org/10.1115/1.4063231
Published Online: September 11, 2023
View Articletitled, Turn-Taking Prediction for Human–Robot Collaborative Assembly Considering Human Uncertainty
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Topics: Artificial neural networks, Manufacturing, Robots, Trajectories (Physics), Uncertainty, Firing, Gears, Human-robot collaboration
Journal Articles

Data-Driven Approaches for Bead Geometry Prediction Via Melt Pool Monitoring

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Zoe Alexander, Thomas Feldhausen, Kyle Saleeby, Thomas Kurfess, Katherine Fu, Christopher Saldaña
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. September 2023, 145(9): 091011.
Paper No: MANU-23-1036
https://doi.org/10.1115/1.4062800
Published Online: July 20, 2023
View Articletitled, Data-Driven Approaches for Bead Geometry Prediction Via Melt Pool Monitoring
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Topics: Errors, Geometry, Monitoring systems, Reflection, Lasers, Support vector machines, Machinery, Additive manufacturing, Artificial neural networks
Journal Articles

Machine Learning Tools for Flow-Related Defects Detection in Friction Stir Welding

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Danilo Ambrosio, Vincent Wagner, Gilles Dessein, Javier Vivas, Olivier Cahuc
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. October 2023, 145(10): 101005.
Paper No: MANU-22-1700
https://doi.org/10.1115/1.4062457
Published Online: June 7, 2023
View Articletitled, Machine Learning Tools for Flow-Related Defects Detection in Friction Stir Welding
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Topics: Friction, Welding, Artificial neural networks, Temperature, Flow (Dynamics), Machine learning, Signals, Welded joints, Torque, Aluminum alloys
Includes: Supplementary data
Journal Articles

Architecture-Driven Physics-Informed Deep Learning for Temperature Prediction in Laser Powder Bed Fusion Additive Manufacturing With Limited Data

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Suyog Ghungrad, Meysam Faegh, Benjamin Gould, Sarah J. Wolff, Azadeh Haghighi
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2023, 145(8): 081007.
Paper No: MANU-22-1551
https://doi.org/10.1115/1.4062237
Published Online: April 19, 2023
View Articletitled, Architecture-Driven Physics-Informed Deep Learning for Temperature Prediction in Laser Powder Bed Fusion Additive Manufacturing With Limited Data
Open the PDF for Architecture-Driven Physics-Informed Deep Learning for Temperature Prediction in Laser Powder Bed Fusion Additive Manufacturing With Limited Data in another window
Topics: Additive manufacturing, Artificial neural networks, Lasers, Machine learning, Physics, Temperature, Testing, Errors, Algorithms
Journal Articles

MVGCN: Multi-View Graph Convolutional Neural Network for Surface Defect Identification Using Three-Dimensional Point Cloud

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Yinan Wang, Wenbo Sun, Jionghua (Judy) Jin, Zhenyu (James) Kong, Xiaowei Yue
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. March 2023, 145(3): 031004.
Paper No: MANU-21-1430
https://doi.org/10.1115/1.4056005
Published Online: December 2, 2022
View Articletitled, MVGCN: Multi-View Graph Convolutional Neural Network for Surface Defect Identification Using Three-Dimensional Point Cloud
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Topics: Artificial neural networks, Flaw detection
Journal Articles

A New Evaluation Metric for Demand Response-Driven Real-Time Price Prediction Towards Sustainable Manufacturing

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Lingxiang Yun, Lin Li
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. February 2023, 145(2): 021009.
Paper No: MANU-22-1226
https://doi.org/10.1115/1.4055604
Published Online: October 19, 2022
View Articletitled, A New Evaluation Metric for Demand Response-Driven Real-Time Price Prediction Towards Sustainable Manufacturing
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Topics: Algorithms, Artificial neural networks, Manufacturing, Manufacturing systems, Sustainability, Time series, Machinery
Journal Articles

A Preform Design Approach for Uniform Strain Distribution in Forging Processes Based on Convolutional Neural Network

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Seungro Lee, Kyungmin Kim, Naksoo Kim
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. December 2022, 144(12): 121004.
Paper No: MANU-22-1087
https://doi.org/10.1115/1.4054904
Published Online: July 27, 2022
View Articletitled, A Preform Design Approach for Uniform Strain Distribution in Forging Processes Based on Convolutional Neural Network
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Topics: Design, Forging, Preforms, Shapes, Artificial neural networks, Simulation
Journal Articles

Predicting Nugget Size of Resistance Spot Welds Using Infrared Thermal Videos With Image Segmentation and Convolutional Neural Network

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Shenghan Guo, Dali Wang, Jian Chen, Zhili Feng, Weihong “Grace” Guo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. February 2022, 144(2): 021009.
Paper No: MANU-21-1309
https://doi.org/10.1115/1.4051829
Published Online: August 5, 2021
View Articletitled, Predicting Nugget Size of Resistance Spot Welds Using Infrared Thermal Videos With Image Segmentation and Convolutional Neural Network
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Topics: Artificial neural networks, Image segmentation, Nondestructive evaluation, Welding, Construction, Joining, Welded joints, Regression models
Journal Articles

Screening of Retired Lithium-Ion Batteries Using Incremental Capacity Charging Curve-Based Residual Capacity Estimation Method for Facilitating Sustainable Circular Lithium-Ion Battery System

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Honglei Li, Liang Cong, Huazheng Ma, Weiwei Liu, Yelin Deng, Shuai Kong
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. February 2022, 144(2): 021003.
Paper No: MANU-20-1714
https://doi.org/10.1115/1.4051677
Published Online: August 4, 2021
View Articletitled, Screening of Retired Lithium-Ion Batteries Using Incremental Capacity Charging Curve-Based Residual Capacity Estimation Method for Facilitating Sustainable Circular Lithium-Ion Battery System
Open the PDF for Screening of Retired Lithium-Ion Batteries Using Incremental Capacity Charging Curve-Based Residual Capacity Estimation Method for Facilitating Sustainable Circular Lithium-Ion Battery System in another window
Topics: Batteries, Lithium-ion batteries, Sustainability, Genetic algorithms, Algorithms, Errors, Artificial neural networks
Journal Articles

Transmissibility Enhanced Inverse Chatter Stability Solution

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Yen-Po Liu, Yusuf Altintas
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. January 2022, 144(1): 011002.
Paper No: MANU-21-1123
https://doi.org/10.1115/1.4051286
Published Online: July 1, 2021
View Articletitled, Transmissibility Enhanced Inverse Chatter Stability Solution
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Topics: Artificial neural networks, Stability, Vibration, Dynamics (Mechanics), Chatter