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Journal Articles

A Vision-based Human Digital Twin Modelling Approach for Adaptive Human-Robot Collaboration

Junming Fan, Pai Zheng, Carman K.M. Lee

J. Manuf. Sci. Eng.

Paper No: MANU-23-1059

DOI: https://doi.org/10.1115/1.4062430

Published Online: April 27, 2023

View Article titled, A Vision-based Human Digital Twin Modelling Approach for Adaptive Human-Robot Collaboration

Topics: Digital twin, Human-robot collaboration, Modeling, Robotics, Artificial neural networks, Computer-integrated manufacturing, Flexible tooling, Manufacturing, Path planning, Risk

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

J. Manuf. Sci. Eng. August 2023, 145(8): 081007.

Paper No: MANU-22-1551

DOI: 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

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

Yinan Wang, Wenbo Sun, Jionghua (Judy) Jin, Zhenyu (James) Kong, Xiaowei Yue

J. Manuf. Sci. Eng. March 2023, 145(3): 031004.

Paper No: MANU-21-1430

DOI: https://doi.org/10.1115/1.4056005

Published Online: December 2, 2022

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

Topics: Artificial neural networks, Flaw detection

Journal Articles

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

Lingxiang Yun, Lin Li

J. Manuf. Sci. Eng. February 2023, 145(2): 021009.

Paper No: MANU-22-1226

DOI: https://doi.org/10.1115/1.4055604

Published Online: October 19, 2022

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

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

Seungro Lee, Kyungmin Kim, Naksoo Kim

J. Manuf. Sci. Eng. December 2022, 144(12): 121004.

Paper No: MANU-22-1087

DOI: https://doi.org/10.1115/1.4054904

Published Online: July 27, 2022

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

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

Shenghan Guo, Dali Wang, Jian Chen, Zhili Feng, Weihong “Grace” Guo

J. Manuf. Sci. Eng. February 2022, 144(2): 021009.

Paper No: MANU-21-1309

DOI: https://doi.org/10.1115/1.4051829

Published Online: August 5, 2021

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

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

Honglei Li, Liang Cong, Huazheng Ma, Weiwei Liu, Yelin Deng, Shuai Kong

J. Manuf. Sci. Eng. February 2022, 144(2): 021003.

Paper No: MANU-20-1714

DOI: https://doi.org/10.1115/1.4051677

Published Online: August 4, 2021

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

Topics: Batteries, Lithium-ion batteries, Sustainability, Genetic algorithms, Algorithms, Errors, Artificial neural networks

Journal Articles

Transmissibility Enhanced Inverse Chatter Stability Solution

Yen-Po Liu, Yusuf Altintas

J. Manuf. Sci. Eng. January 2022, 144(1): 011002.

Paper No: MANU-21-1123

DOI: https://doi.org/10.1115/1.4051286

Published Online: July 1, 2021

View Article titled, Transmissibility Enhanced Inverse Chatter Stability Solution

Topics: Artificial neural networks, Stability, Vibration, Dynamics (Mechanics), Chatter

Journal Articles

Development of FEA-ANN-Integrated Approach for Process Optimization of Coaxial One-Side Resistance Spot Welding of Al5052 and CFRP

Sendong Ren, Yunwu Ma, Ninshu Ma

J. Manuf. Sci. Eng. January 2022, 144(1): 011004.

Paper No: MANU-21-1142

DOI: https://doi.org/10.1115/1.4051329

Published Online: July 1, 2021

View Article titled, Development of FEA-ANN-Integrated Approach for Process Optimization of Coaxial One-Side Resistance Spot Welding of Al5052 and CFRP

Topics: Artificial neural networks, Carbon reinforced plastics, Finite element analysis, Welding, Temperature, Fracture (Materials)

Journal Articles

Pyramid Ensemble Convolutional Neural Network for Virtual Computed Tomography Image Prediction in a Selective Laser Melting Process

Lening Wang, Xiaoyu Chen, Daniel Henkel, Ran Jin

J. Manuf. Sci. Eng. December 2021, 143(12): 121003.

Paper No: MANU-20-1645

DOI: https://doi.org/10.1115/1.4051077

Published Online: June 15, 2021

View Article titled, Pyramid Ensemble Convolutional Neural Network for Virtual Computed Tomography Image Prediction in a Selective Laser Melting Process

Topics: Additive manufacturing, Artificial neural networks, Computerized tomography, Lasers, Melting, Simulation, Texture (Materials), Modeling, Manufacturing, Errors

Journal Articles

Toward Sub-Surface Pore Prediction Capabilities for Laser Powder Bed Fusion Using Data Science

Deniz Sera Ertay, Shima Kamyab, Mihaela Vlasea, Zohreh Azimifar, Thanh Ma, Allan D. Rogalsky, Paul Fieguth

J. Manuf. Sci. Eng. July 2021, 143(7): 071016.

Paper No: MANU-21-1016

DOI: https://doi.org/10.1115/1.4050461

Published Online: March 26, 2021

View Article titled, Toward Sub-Surface Pore Prediction Capabilities for Laser Powder Bed Fusion Using Data Science

Topics: Algorithms, Artificial neural networks, Computerized tomography, Lasers, Machine learning, Additive manufacturing, Porosity

Journal Articles

Thermal Error Modeling of Rotary Axis Based on Convolutional Neural Network

Wu Chengyang, Xiang Sitong, Xiang Wansheng

J. Manuf. Sci. Eng. May 2021, 143(5): 051013.

Paper No: MANU-20-1227

DOI: https://doi.org/10.1115/1.4049494

Published Online: February 25, 2021

View Article titled, Thermal Error Modeling of Rotary Axis Based on Convolutional Neural Network

Topics: Errors, Artificial neural networks, Modeling

Journal Articles

Online Chatter Detection for Milling Operations Using LSTM Neural Networks Assisted by Motor Current Signals of Ball Screw Drives

Rajiv Kumar Vashisht, Qingjin Peng

J. Manuf. Sci. Eng. January 2021, 143(1): 011008.

Paper No: MANU-20-1188

DOI: https://doi.org/10.1115/1.4048001

Published Online: October 5, 2020

View Article titled, Online Chatter Detection for Milling Operations Using LSTM Neural Networks Assisted by Motor Current Signals of Ball Screw Drives

Topics: Artificial neural networks, Chatter, Engines, Milling, Motors, Screws, Cutting, Signals, Dynamic modeling, Stability

Journal Articles

Mitigating Scattering Effects in Light-Based Three-Dimensional Printing Using Machine Learning

Shangting You, Jiaao Guan, Jeffrey Alido, Henry H. Hwang, Ronald Yu, Leilani Kwe, Hao Su, Shaochen Chen

J. Manuf. Sci. Eng. August 2020, 142(8): 081002.

Paper No: MANU-19-1644

DOI: https://doi.org/10.1115/1.4046986

Published Online: May 14, 2020

View Article titled, Mitigating Scattering Effects in Light-Based Three-Dimensional Printing Using Machine Learning

Topics: Additive manufacturing, Artificial neural networks, Electromagnetic scattering, Printing, Machine learning, Manufacturing, Radiation scattering, Scattering (Physics), Resolution (Optics)

Journal Articles

Additive Manufacturing Distortion Compensation Based on Scan Data of Built Geometry

Matthew McConaha, Sam Anand

J. Manuf. Sci. Eng. June 2020, 142(6): 061001.

Paper No: MANU-19-1222

DOI: https://doi.org/10.1115/1.4046505

Published Online: April 3, 2020

View Article titled, Additive Manufacturing Distortion Compensation Based on Scan Data of Built Geometry

Topics: Additive manufacturing, Algorithms, Deformation, Geometry, Errors, Computer-aided design, Artificial neural networks

Journal Articles

Focus Variation Measurement and Prediction of Surface Texture Parameters Using Machine Learning in Laser Powder Bed Fusion

Tuğrul Özel, Ayça Altay, Bilgin Kaftanoğlu, Richard Leach, Nicola Senin, Alkan Donmez

J. Manuf. Sci. Eng. January 2020, 142(1): 011008.

Paper No: MANU-19-1085

DOI: https://doi.org/10.1115/1.4045415

Published Online: November 22, 2019

View Article titled, Focus Variation Measurement and Prediction of Surface Texture Parameters Using Machine Learning in Laser Powder Bed Fusion

Topics: Artificial neural networks, Density, Lasers, Machine learning, Surface texture, Computer programming, Rotation

Journal Articles

Dynamic Characteristics Analysis and Finite Element Simulation of Steel–BFPC Machine Tool Joint Surface

Jiaxing Shen, Ping Xu, Yinghua Yu

J. Manuf. Sci. Eng. January 2020, 142(1): 011006.

Paper No: MANU-19-1447

DOI: https://doi.org/10.1115/1.4045417

Published Online: November 20, 2019

View Article titled, Dynamic Characteristics Analysis and Finite Element Simulation of Steel–BFPC Machine Tool Joint Surface

Topics: Artificial neural networks, Damping, Finite element analysis, Machine tools, Pressure, Simulation, Steel, Stiffness, Surface roughness, Excitation

Journal Articles

Deep Learning of Variant Geometry in Layerwise Imaging Profiles for Additive Manufacturing Quality Control

Farhad Imani, Ruimin Chen, Evan Diewald, Edward Reutzel, Hui Yang

J. Manuf. Sci. Eng. November 2019, 141(11): 111001.

Paper No: MANU-19-1185

DOI: https://doi.org/10.1115/1.4044420

Published Online: September 18, 2019

View Article titled, Deep Learning of Variant Geometry in Layerwise Imaging Profiles for Additive Manufacturing Quality Control

Topics: Additive manufacturing, Artificial neural networks, Geometry, Imaging, Process monitoring, Quality control, Shapes, Flaw detection, Computer-aided design, Machinery

Journal Articles

Audio-Based Tool Condition Monitoring in Milling of the Workpiece Material With the Hardness Variation Using Support Vector Machines and Convolutional Neural Networks

Achyuth Kothuru, Sai Prasad Nooka, Rui Liu

J. Manuf. Sci. Eng. November 2018, 140(11): 111006.

Paper No: MANU-18-1416

DOI: https://doi.org/10.1115/1.4040874

Published Online: August 3, 2018

View Article titled, Audio-Based Tool Condition Monitoring in Milling of the Workpiece Material With the Hardness Variation Using Support Vector Machines and Convolutional Neural Networks

Topics: Artificial neural networks, Condition monitoring, Signals, Support vector machines, Wear, Cutting tools, Milling

Journal Articles

Characterizing the Effect of Cutting Condition, Tool Path, and Heat Treatment on Cutting Forces of Selective Laser Melting Spherical Component in Five-Axis Milling

Amir Mahyar Khorasani, Ian Gibson, Moshe Goldberg, Guy Littlefair

J. Manuf. Sci. Eng. May 2018, 140(5): 051011.

Paper No: MANU-17-1427

DOI: https://doi.org/10.1115/1.4039381

Published Online: March 7, 2018

View Article titled, Characterizing the Effect of Cutting Condition, Tool Path, and Heat Treatment on Cutting Forces of Selective Laser Melting Spherical Component in Five-Axis Milling

Topics: Artificial neural networks, Cutting, Heat treating (Metalworking), Milling, Temperature, Machining, Lasers, Melting, Annealing, Clearances (Engineering)

Journal citation

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A Vision-based Human Digital Twin Modelling Approach for Adaptive Human-Robot Collaboration

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

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

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

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

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

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

Transmissibility Enhanced Inverse Chatter Stability Solution

Development of FEA-ANN-Integrated Approach for Process Optimization of Coaxial One-Side Resistance Spot Welding of Al5052 and CFRP

Pyramid Ensemble Convolutional Neural Network for Virtual Computed Tomography Image Prediction in a Selective Laser Melting Process

Toward Sub-Surface Pore Prediction Capabilities for Laser Powder Bed Fusion Using Data Science

Thermal Error Modeling of Rotary Axis Based on Convolutional Neural Network

Online Chatter Detection for Milling Operations Using LSTM Neural Networks Assisted by Motor Current Signals of Ball Screw Drives

Mitigating Scattering Effects in Light-Based Three-Dimensional Printing Using Machine Learning

Additive Manufacturing Distortion Compensation Based on Scan Data of Built Geometry

Focus Variation Measurement and Prediction of Surface Texture Parameters Using Machine Learning in Laser Powder Bed Fusion

Dynamic Characteristics Analysis and Finite Element Simulation of Steel–BFPC Machine Tool Joint Surface

Deep Learning of Variant Geometry in Layerwise Imaging Profiles for Additive Manufacturing Quality Control

Audio-Based Tool Condition Monitoring in Milling of the Workpiece Material With the Hardness Variation Using Support Vector Machines and Convolutional Neural Networks

Characterizing the Effect of Cutting Condition, Tool Path, and Heat Treatment on Cutting Forces of Selective Laser Melting Spherical Component in Five-Axis Milling

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