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Pan Michaleris
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Journal Articles

A Physics-Informed Two-Level Machine-Learning Model for Predicting Melt-Pool Size in Laser Powder Bed Fusion

Yong Ren, Qian Wang, Panagiotis (Pan) Michaleris
Journal: Journal of Dynamic Systems, Measurement, and Control
Publisher: ASME
Article Type: Research-Article
J. Dyn. Sys., Meas., Control. December 2021, 143(12): 121006.
Paper No: DS-20-1489
https://doi.org/10.1115/1.4052245
Published Online: September 15, 2021
View Article titled, A Physics-Informed Two-Level Machine-Learning Model for Predicting Melt-Pool Size in Laser Powder Bed Fusion
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Topics: Finite element analysis, Lasers, Machine learning, Temperature, Testing, Simulation, Physics, Modeling
Proceedings Papers

Machine-Learning Based Thermal-Geometric Predictive Modeling of Laser Powder Bed Fusion Additive Manufacturing

Yong Ren, Qian Wang, Pan Michaleris
Proc. ASME. DSCC2019, Volume 1: Advanced Driver Assistance and Autonomous Technologies; Advances in Control Design Methods; Advances in Robotics; Automotive Systems; Design, Modeling, Analysis, and Control of Assistive and Rehabilitation Devices; Diagnostics and Detection; Dynamics and Control of Human-Robot Systems; Energy Optimization for Intelligent Vehicle Systems; Estimation and Identification; Manufacturing, V001T10A001, October 8–11, 2019
Publisher: American Society of Mechanical Engineers
Paper No: DSCC2019-8995
https://doi.org/10.1115/DSCC2019-8995
View Paper titled, Machine-Learning Based Thermal-Geometric Predictive Modeling of Laser Powder Bed Fusion Additive Manufacturing
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Topics: Additive manufacturing, Lasers, Machine learning, Modeling, Temperature, Simulation, Algorithms, Artificial neural networks, Computation, Physics
Proceedings Papers

Towards Computational Modeling of Temperature Field Evolution in Directed Energy Deposition Processes

Jianyi Li, Qian Wang, Panagiotis (Pan) Michaleris
Proc. ASME. DSCC2018, Volume 2: Control and Optimization of Connected and Automated Ground Vehicles; Dynamic Systems and Control Education; Dynamics and Control of Renewable Energy Systems; Energy Harvesting; Energy Systems; Estimation and Identification; Intelligent Transportation and Vehicles; Manufacturing; Mechatronics; Modeling and Control of IC Engines and Aftertreatment Systems; Modeling and Control of IC Engines and Powertrain Systems; Modeling and Management of Power Systems, V002T23A001, September 30–October 3, 2018
Publisher: American Society of Mechanical Engineers
Paper No: DSCC2018-8973
https://doi.org/10.1115/DSCC2018-8973
View Paper titled, Towards Computational Modeling of Temperature Field Evolution in Directed Energy Deposition Processes
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Topics: Computer simulation, Temperature, Computation, Heat, Lasers, Cooling, Errors, Feedback, Geometry, Lenses (Optics)
Journal Articles

An Analytical Computation of Temperature Field Evolved in Directed Energy Deposition

Jianyi Li, Qian Wang, Panagiotis (Pan) Michaleris
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. October 2018, 140(10): 101004.
Paper No: MANU-17-1714
https://doi.org/10.1115/1.4040621
Published Online: July 9, 2018
View Article titled, An Analytical Computation of Temperature Field Evolved in Directed Energy Deposition
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Topics: Temperature, Heat, Lasers, Finite element analysis
Journal Articles

Effect of Substrate Thickness and Preheating on the Distortion of Laser Deposited Ti–6Al–4V

David J. Corbin, Abdalla R. Nassar, Edward W. Reutzel, Allison M. Beese, Pan Michaleris
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. June 2018, 140(6): 061009.
Paper No: MANU-17-1390
https://doi.org/10.1115/1.4038890
Published Online: March 23, 2018
View Article titled, Effect of Substrate Thickness and Preheating on the Distortion of Laser Deposited Ti–6Al–4V
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Topics: Lasers, Temperature, Displacement
Journal Articles

An Extended Lumped-Parameter Model of Melt–Pool Geometry to Predict Part Height for Directed Energy Deposition

Jianyi Li, Qian Wang, Panagiotis (Pan) Michaleris, Edward W. Reutzel, Abdalla R. Nassar
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. September 2017, 139(9): 091016.
Paper No: MANU-17-1126
https://doi.org/10.1115/1.4037235
Published Online: July 26, 2017
View Article titled, An Extended Lumped-Parameter Model of Melt–Pool Geometry to Predict Part Height for Directed Energy Deposition
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Topics: Dynamics (Mechanics), Geometry, Heat, Lasers, Temperature, Thin wall structures
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
Journal Articles

Predicting Microstructure From Thermal History During Additive Manufacturing for Ti-6Al-4V

Jeff Irwin, Edward W. Reutzel, Pan Michaleris, Jay Keist, Abdalla R. Nassar
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. November 2016, 138(11): 111007.
Paper No: MANU-15-1466
https://doi.org/10.1115/1.4033525
Published Online: June 23, 2016
View Article titled, Predicting Microstructure From Thermal History During Additive Manufacturing for Ti-6Al-4V
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Topics: Additive manufacturing, Errors, Simulation, Temperature, Equilibrium (Physics), Lasers, Modeling, Materials properties, Nucleation (Physics), Optimization
Proceedings Papers

Toward Metamodels for Composable and Reusable Additive Manufacturing Process Models

Paul Witherell, Shaw C. Feng, Timothy W. Simpson, David B. Saint John, Pan Michaleris, Zi-Kui Liu, Long-Qing Chen, Rich Martukanitz
Proc. ASME. IDETC-CIE2014, Volume 1A: 34th Computers and Information in Engineering Conference, V01AT02A051, August 17–20, 2014
Publisher: American Society of Mechanical Engineers
Paper No: DETC2014-35409
https://doi.org/10.1115/DETC2014-35409
View Paper titled, Toward Metamodels for Composable and Reusable Additive Manufacturing Process Models
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Topics: Additive manufacturing, Modeling, Simulation, Model development, Manufacturing, Metal powders
Journal Articles

Toward Metamodels for Composable and Reusable Additive Manufacturing Process Models

Paul Witherell, Shaw Feng, Timothy W. Simpson, David B. Saint John, Pan Michaleris, Zi-Kui Liu, Long-Qing Chen, Rich Martukanitz
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. December 2014, 136(6): 061025.
Paper No: MANU-14-1275
https://doi.org/10.1115/1.4028533
Published Online: October 24, 2014
View Article titled, Toward Metamodels for Composable and Reusable Additive Manufacturing Process Models
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Topics: Absorption, Additive manufacturing, Heat, Modeling, Ontologies, Simulation, Melting, Solidification, Heating
Journal Articles

Thermomechanical Modeling of Additive Manufacturing Large Parts

Erik R. Denlinger, Jeff Irwin, Pan Michaleris
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. December 2014, 136(6): 061007.
Paper No: MANU-14-1173
https://doi.org/10.1115/1.4028669
Published Online: October 24, 2014
View Article titled, Thermomechanical Modeling of Additive Manufacturing Large Parts
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Topics: Algorithms, Cathode ray oscilloscopes, Electron beams, Modeling, Simulation, Thermomechanics, Additive manufacturing