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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

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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

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

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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

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

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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

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

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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

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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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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

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

Journal Articles

A Multilayer Taxonomy of Cost Estimation Techniques, Looking at the Whole Product Lifecycle

Stefania Altavilla, Francesca Montagna, Marco Cantamessa

J. Manuf. Sci. Eng. March 2018, 140(3): 030801.

Paper No: MANU-17-1029

DOI: https://doi.org/10.1115/1.4037763

Published Online: December 21, 2017

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Topics: Cycles, Design, Manufacturing, Product development, Uncertainty, Conceptual design, Maintenance, Artificial neural networks

Journal Articles

Part Build Orientation Optimization and Neural Network-Based Geometry Compensation for Additive Manufacturing Process

Sushmit Chowdhury, Kunal Mhapsekar, Sam Anand

J. Manuf. Sci. Eng. March 2018, 140(3): 031009.

Paper No: MANU-17-1356

DOI: https://doi.org/10.1115/1.4038293

Published Online: December 21, 2017

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Topics: Additive manufacturing, Artificial neural networks, Design, Errors, Geometry, Optimization, Algorithms, Computer-aided design, Corners (Structural elements), Deformation

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Journal citation

NARROW

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

A Multilayer Taxonomy of Cost Estimation Techniques, Looking at the Whole Product Lifecycle

Part Build Orientation Optimization and Neural Network-Based Geometry Compensation for Additive Manufacturing Process

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