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Journal Articles

Heterogeneous Transfer Learning of Electrohydrodynamic Printing Under Zero-Gravity Toward In-Space Manufacturing

Rayne Wolf, Liangkui Jiang, Khawlah Alharbi, Pengyu Zhang, Chao Wang, Hantang Qin
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. December 2024, 146(12): 121002.
Paper No: MANU-24-1229
https://doi.org/10.1115/1.4066097
Published Online: September 19, 2024
View Article titled, Heterogeneous Transfer Learning of Electrohydrodynamic Printing Under Zero-Gravity Toward In-Space Manufacturing
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Topics: Electrohydrodynamics, Gravity (Force), Machine learning, Manufacturing, Printing, Flight, Additive manufacturing, Physics, Testing
Journal Articles

Special Issue: Physics-Informed Machine Learning for Advanced Manufacturing

Yuebin Guo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Guest Editorial
J. Manuf. Sci. Eng. August 2024, 146(8): 080301.
Paper No: MANU-24-1331
https://doi.org/10.1115/1.4065694
Published Online: June 28, 2024
View Article titled, Special Issue: Physics-Informed Machine Learning for Advanced Manufacturing
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Topics: Machine learning, Manufacturing, Physics
Journal Articles

Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition

Christian Zamiela, Ryan Stokes, Wenmeng Tian, Haley Doude, Matthew W. Priddy, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081007.
Paper No: MANU-23-1769
https://doi.org/10.1115/1.4065416
Published Online: May 21, 2024
View Article titled, Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition
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Topics: Deformation, Modeling, Physics, Surface deformation, Approximation, Heat flux, Wire, Heat, Additive manufacturing, Sensors
Journal Articles

Physics-Informed Machine Learning of Argon Gas-Driven Melt Pool Dynamics

R. Sharma, Y. B. Guo, M. Raissi, W. Grace Guo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081008.
Paper No: MANU-23-1729
https://doi.org/10.1115/1.4065457
Published Online: May 21, 2024
View Article titled, Physics-Informed Machine Learning of Argon Gas-Driven Melt Pool Dynamics
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Topics: Boundary-value problems, Dynamics (Mechanics), Machine learning, Physics, Temperature, Pressure, Simulation
Journal Articles

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

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 Article titled, A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis—Part III: Model Training and Fault Detection
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Topics: Artificial neural networks, Bearings, Flaw detection, Optimization, Physics, Vibration, Testing, Algorithms, Sensors, Trains
Journal Articles

AFSD-Nets: A Physics-Informed Machine Learning Model for Predicting the Temperature Evolution During Additive Friction Stir Deposition

Tony Shi, Jiajie Wu, Mason Ma, Elijah Charles, Tony Schmitz
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081003.
Paper No: MANU-23-1608
https://doi.org/10.1115/1.4065178
Published Online: April 25, 2024
View Article titled, AFSD-Nets: A Physics-Informed Machine Learning Model for Predicting the Temperature Evolution During Additive Friction Stir Deposition
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Topics: Heat, Temperature, Simulation, Heat transfer, Physics
Journal Articles

A Novel Physics-Based Model for Predicting Melt Pool Dimensions in Laser Powder Bed Fusion Process

Mohammad Parsazadeh, Hadiseh Ebrahimi, Mohammadmehdi Shahzamanian Sichani, Narendra Dahotre
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081001.
Paper No: MANU-23-1691
https://doi.org/10.1115/1.4065224
Published Online: April 24, 2024
View Article titled, A Novel Physics-Based Model for Predicting Melt Pool Dimensions in Laser Powder Bed Fusion Process
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Topics: Convection, Dimensionless numbers, Dimensions, Heat conduction, Heat transfer, Lasers, Melting, Physics, Materials properties, Manufacturing
Journal Articles

Physics-Guided Long Short-Term Memory Networks for Emission Prediction in Laser Powder Bed Fusion

Rong Lei, Y. B. Guo, Weihong “Grace” Guo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. January 2024, 146(1): 011006.
Paper No: MANU-23-1291
https://doi.org/10.1115/1.4063270
Published Online: October 17, 2023
View Article titled, Physics-Guided Long Short-Term Memory Networks for Emission Prediction in Laser Powder Bed Fusion
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Topics: Design, Emissions, Lasers, Physics, Additive manufacturing, Pyrometers, Printing, Trains, Heat
Journal Articles

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

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 Article titled, Architecture-Driven Physics-Informed Deep Learning for Temperature Prediction in Laser Powder Bed Fusion Additive Manufacturing With Limited Data
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Topics: Additive manufacturing, Artificial neural networks, Lasers, Machine learning, Physics, Temperature, Testing, Errors, Algorithms
Journal Articles

A Review of Constitutive Models and Thermal Properties for Nickel-Based Superalloys Across Machining-Specific Regimes

E-Lexus Thornton, Hamzah Zannoun, Connor Vomero, Daniel Caudill, Julius Schoop
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Review Articles
J. Manuf. Sci. Eng. August 2023, 145(8): 080801.
Paper No: MANU-22-1417
https://doi.org/10.1115/1.4056749
Published Online: April 12, 2023
View Article titled, A Review of Constitutive Models and Thermal Properties for Nickel-Based Superalloys Across Machining-Specific Regimes
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Topics: Constitutive equations, Cutting, Machining, Modeling, Nickel alloys, Simulation, Stress, Temperature, Flow (Dynamics), Physics
Journal Articles

In-Situ Calibrated Digital Process Twin Models for Resource Efficient Manufacturing

David Adeniji, Julius Schoop
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. April 2022, 144(4): 041008.
Paper No: MANU-21-1321
https://doi.org/10.1115/1.4052131
Published Online: September 27, 2021
View Article titled, In-Situ Calibrated Digital Process Twin Models for Resource Efficient Manufacturing
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Topics: Machining, Manufacturing, Titanium aluminide, Modeling, Physics, Pressure, Product quality, Energy efficiency, Aerospace industry, Turbine blades
Journal Articles

Fast Prediction of Thermal Data Stream for Direct Laser Deposition Processes Using Network-Based Tensor Regression

Mojtaba Khanzadeh, Matthew Dantin, Wenmeng Tian, Matthew W. Priddy, Haley Doude, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. April 2022, 144(4): 041004.
Paper No: MANU-20-1523
https://doi.org/10.1115/1.4052207
Published Online: September 23, 2021
View Article titled, Fast Prediction of Thermal Data Stream for Direct Laser Deposition Processes Using Network-Based Tensor Regression
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Topics: Modeling, Physics, Tensors, Simulation
Journal Articles

Process Optimization Under Uncertainty for Improving the Bond Quality of Polymer Filaments in Fused Filament Fabrication

Berkcan Kapusuzoglu, Matthew Sato, Sankaran Mahadevan, Paul Witherell
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. February 2021, 143(2): 021007.
Paper No: MANU-19-1657
https://doi.org/10.1115/1.4048073
Published Online: October 8, 2020
View Article titled, Process Optimization Under Uncertainty for Improving the Bond Quality of Polymer Filaments in Fused Filament Fabrication
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Topics: Heat transfer, Manufacturing, Optimization, Sensitivity analysis, Sintering, Temperature, Uncertainty, Calibration, Physics, Polymers
Journal Articles

Fluid Flow Mode of Nugget in Magnetically Assisted Resistance Spot Welding With Unequal Thickness Plates: Modeling and Experiments

Sansan Ao, Yifei Huang, Huimin Du, Zhen Luo
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. January 2021, 143(1): 011007.
Paper No: MANU-20-1115
https://doi.org/10.1115/1.4047999
Published Online: October 1, 2020
View Article titled, Fluid Flow Mode of Nugget in Magnetically Assisted Resistance Spot Welding With Unequal Thickness Plates: Modeling and Experiments
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Topics: Flow (Dynamics), Fluid dynamics, Fluids, Magnetic fields, Modeling, Physics, Plates (structures), Simulation, Temperature, Welding
Journal Articles

Prediction of Material Removal Rate for Chemical Mechanical Planarization Using Decision Tree-Based Ensemble Learning

Zhixiong Li, Dazhong Wu, Tianyu Yu
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. March 2019, 141(3): 031003.
Paper No: MANU-18-1189
https://doi.org/10.1115/1.4042051
Published Online: January 17, 2019
View Article titled, Prediction of Material Removal Rate for Chemical Mechanical Planarization Using Decision Tree-Based Ensemble Learning
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Topics: Algorithms, Modeling, Semiconductor wafers, Feature extraction, Physics
Journal Articles

Orthogonal Analysis of Multisensor Data Fusion for Improved Quality Control

Peng Wang, Zhaoyan Fan, David O. Kazmer, Robert X. Gao
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. October 2017, 139(10): 101008.
Paper No: MANU-17-1065
https://doi.org/10.1115/1.4036907
Published Online: August 24, 2017
View Article titled, Orthogonal Analysis of Multisensor Data Fusion for Improved Quality Control
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Topics: Data fusion, Injection molding, Pressure, Quality control, Sensors, Temperature, Physics
Journal Articles

Numerical Modeling of Metal-Based Additive Manufacturing Using Level Set Methods

Qian Ye, Shikui Chen
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. July 2017, 139(7): 071019.
Paper No: MANU-16-1621
https://doi.org/10.1115/1.4036290
Published Online: April 18, 2017
View Article titled, Numerical Modeling of Metal-Based Additive Manufacturing Using Level Set Methods
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Topics: Additive manufacturing, Laser beams, Melting, Metals, Modeling, Particulate matter, Simulation, Temperature, Physics, Lasers
Journal Articles

Enhanced Surface Integrity From Cryogenic Machining of AZ31B Mg Alloy: A Physics-Based Analysis With Microstructure Prediction

Ninggang Shen, Hongtao Ding, Zhengwen Pu, I. S. Jawahir, Tao Jia
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. June 2017, 139(6): 061012.
Paper No: MANU-16-1093
https://doi.org/10.1115/1.4034279
Published Online: January 31, 2017
View Article titled, Enhanced Surface Integrity From Cryogenic Machining of AZ31B Mg Alloy: A Physics-Based Analysis With Microstructure Prediction
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Topics: Cutting, Deformation, Machining, Magnesium alloys, Simulation, Temperature, Twinning, Microhardness, Stress, Modeling
Journal Articles

Improving Machined Surface Shape Prediction by Integrating Multi-Task Learning With Cutting Force Variation Modeling

Chenhui Shao, Jie Ren, Hui Wang, Jionghua (Judy) Jin, S. Jack Hu
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. January 2017, 139(1): 011014.
Paper No: MANU-16-1244
https://doi.org/10.1115/1.4034592
Published Online: September 29, 2016
View Article titled, Improving Machined Surface Shape Prediction by Integrating Multi-Task Learning With Cutting Force Variation Modeling
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Topics: Cutting, Modeling, Shapes, Machining, Algorithms, Engines, Manufacturing, Physics, Resolution (Optics)
Journal Articles

Physics-Based Multivariable Modeling and Feedback Linearization Control of Melt-Pool Geometry and Temperature in Directed Energy Deposition

Qian Wang, Jianyi Li, Michael Gouge, Abdalla R. Nassar, Panagiotis (Pan) Michaleris, Edward W. Reutzel
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. February 2017, 139(2): 021013.
Paper No: MANU-15-1671
https://doi.org/10.1115/1.4034304
Published Online: September 21, 2016
View Article titled, Physics-Based Multivariable Modeling and Feedback Linearization Control of Melt-Pool Geometry and Temperature in Directed Energy Deposition
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Topics: Geometry, Lasers, Temperature, Modeling, Feedback, Steady state, Physics