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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

https://doi.org/10.1115/1.4051829

Published Online: August 5, 2021

... Classification: A Comparative Evaluation of Convolutional Neural Networks and Deep Learning Optimizers ,” Plants , 9 ( 10 ), p. 1319 . 10.3390/plants9101319 Email: Shenghan.Guo@asu.edu Email: wangd@ornl.gov Email: chenj2@ornl.gov Email: fengz@ornl.gov Email: wg152@soe.rutgers.edu...

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

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

https://doi.org/10.1115/1.4051077

Published Online: June 15, 2021

... ensemble convolutional neural network (PECNN) to efficiently detect voids and predict the texture of CT images using layer-wise optical images. The proposed PECNN can efficiently extract informative features based on the ensemble of the multiscale feature-maps (i.e., image pyramid) from optical images...

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

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

https://doi.org/10.1115/1.4049494

Published Online: February 25, 2021

...Wu Chengyang; Xiang Sitong; Xiang Wansheng Rotary axes are the key components for five-axis computerized numerical control machines, while their motions are dramatically influenced by thermal issues. To precisely model the thermal error of rotary axis, a convolutional neural network (CNN) model...

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

Topics: Errors, Artificial neural networks, Modeling

Journal citation

NARROW

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

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

Thermal Error Modeling of Rotary Axis Based on Convolutional Neural Network

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

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

Thermal Error Modeling of Rotary Axis Based on Convolutional Neural Network

Journals

Conference Proceedings

eBooks

Resources

Opportunities

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