Skip Nav Destination
Issues
August 2024
ISSN 1087-1357
EISSN 1528-8935
In this Issue
Special Issue: Physics-Informed Machine Learning for Advanced Manufacturing
Guest Editorial
Special Issue: Physics-Informed Machine Learning for Advanced Manufacturing
J. Manuf. Sci. Eng. August 2024, 146(8): 080301.
doi: https://doi.org/10.1115/1.4065694
Topics:
Machine learning
,
Manufacturing
,
Physics
Research Papers
A Novel Physics-Based Model for Predicting Melt Pool Dimensions in Laser Powder Bed Fusion Process
J. Manuf. Sci. Eng. August 2024, 146(8): 081001.
doi: https://doi.org/10.1115/1.4065224
Topics:
Convection
,
Dimensionless numbers
,
Dimensions
,
Heat conduction
,
Heat transfer
,
Lasers
,
Melting
,
Physics
,
Materials properties
,
Manufacturing
Process Damping Identification Using Bayesian Learning and Time Domain Simulation
J. Manuf. Sci. Eng. August 2024, 146(8): 081002.
doi: https://doi.org/10.1115/1.4064832
AFSD-Nets: A Physics-Informed Machine Learning Model for Predicting the Temperature Evolution During Additive Friction Stir Deposition
J. Manuf. Sci. Eng. August 2024, 146(8): 081003.
doi: https://doi.org/10.1115/1.4065178
Topics:
Heat
,
Temperature
,
Simulation
,
Heat transfer
,
Physics
A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis, Part I: Modeling of Geometric Faults
J. Manuf. Sci. Eng. August 2024, 146(8): 081004.
doi: https://doi.org/10.1115/1.4065062
A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis, Part II: Dynamic Simulation and Validation
J. Manuf. Sci. Eng. August 2024, 146(8): 081005.
doi: https://doi.org/10.1115/1.4065221
A Physics-Based Model-Data-Driven Method for Spindle Health Diagnosis—Part III: Model Training and Fault Detection
J. Manuf. Sci. Eng. August 2024, 146(8): 081006.
doi: https://doi.org/10.1115/1.4065227
Topics:
Artificial neural networks
,
Bearings
,
Flaw detection
,
Optimization
,
Physics
,
Vibration
,
Testing
,
Algorithms
,
Sensors
,
Trains
Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition
J. Manuf. Sci. Eng. August 2024, 146(8): 081007.
doi: https://doi.org/10.1115/1.4065416
Topics:
Deformation
,
Modeling
,
Physics
,
Surface deformation
,
Approximation
,
Heat flux
,
Wire
,
Heat
,
Additive manufacturing
,
Sensors
Physics-Informed Machine Learning of Argon Gas-Driven Melt Pool Dynamics
J. Manuf. Sci. Eng. August 2024, 146(8): 081008.
doi: https://doi.org/10.1115/1.4065457
Topics:
Boundary-value problems
,
Dynamics (Mechanics)
,
Machine learning
,
Physics
,
Temperature
,
Pressure
,
Simulation
Email alerts
RSS Feeds
High-fidelity Sensing Modality for Anomaly Detection in Inkjet Printing
J. Manuf. Sci. Eng
In Situ Monitoring and Recognition of Printing Quality in Electrohydrodynamic Inkjet Printing via Machine Learning
J. Manuf. Sci. Eng (November 2024)
