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Journal Articles

Stress Representations for Tensor Basis Neural Networks: Alternative Formulations to Finger–Rivlin–Ericksen

Jan N. Fuhg, Nikolaos Bouklas, Reese E. Jones
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111007.
Paper No: JCISE-23-1423
https://doi.org/10.1115/1.4064650
Published Online: August 6, 2024
View Article titled, Stress Representations for Tensor Basis Neural Networks: Alternative Formulations to Finger–Rivlin–Ericksen
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Topics: Artificial neural networks, Stress, Tensors, Errors
Journal Articles

Multi-Fidelity Physics-Informed Generative Adversarial Network for Solving Partial Differential Equations

Mehdi Taghizadeh, Mohammad Amin Nabian, Negin Alemazkoor
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111003.
Paper No: JCISE-23-1369
https://doi.org/10.1115/1.4063986
Published Online: July 22, 2024
View Article titled, Multi-Fidelity Physics-Informed Generative Adversarial Network for Solving Partial Differential Equations
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Topics: Generative adversarial networks, Generators, Hafnium, Physics, Artificial neural networks, Partial differential equations, Errors
Journal Articles

Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity

Tong Zhu, Qiye Zheng, Yanglong Lu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. November 2024, 24(11): 111004.
Paper No: JCISE-23-1469
https://doi.org/10.1115/1.4064555
Published Online: July 22, 2024
View Article titled, Physics-Informed Fully Convolutional Networks for Forward Prediction of Temperature Field and Inverse Estimation of Thermal Diffusivity
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Topics: Heat conduction, Physics, Temperature, Thermal diffusivity, Artificial neural networks, Boundary-value problems, Inverse problems
Journal Articles

A Hybrid Computer Vision and Machine Learning Approach for Robust Vortex Core Detection in Fluid Mechanics Applications

Hazem Ashor Amran Abolholl, Tom-Robin Teschner, Irene Moulitsas
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. June 2024, 24(6): 061002.
Paper No: JCISE-23-1406
https://doi.org/10.1115/1.4064478
Published Online: March 5, 2024
View Article titled, A Hybrid Computer Vision and Machine Learning Approach for Robust Vortex Core Detection in Fluid Mechanics Applications
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Topics: Algorithms, Computers, Machine learning, Vortices, Flow (Dynamics), Artificial neural networks
Journal Articles

Privacy-Preserving Neural Networks for Smart Manufacturing

Hankang Lee, Daniel Finke, Hui Yang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. July 2024, 24(7): 071002.
Paper No: JCISE-23-1152
https://doi.org/10.1115/1.4063728
Published Online: February 5, 2024
View Article titled, Privacy-Preserving Neural Networks for Smart Manufacturing
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Topics: Algorithms, Manufacturing, Risk, Probability, Artificial neural networks, Noise (Sound)
Journal Articles

Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics

Salah A. Faroughi, Nikhil M. Pawar, Célio Fernandes, Maziar Raissi, Subasish Das, Nima K. Kalantari, Seyed Kourosh Mahjour
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Review Articles
J. Comput. Inf. Sci. Eng. April 2024, 24(4): 040802.
Paper No: JCISE-23-1207
https://doi.org/10.1115/1.4064449
Published Online: January 29, 2024
View Article titled, Physics-Guided, Physics-Informed, and Physics-Encoded Neural Networks and Operators in Scientific Computing: Fluid and Solid Mechanics
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Topics: Artificial neural networks, Modeling, Physics, Scientific computing, Solid mechanics, Fluids, Fluid mechanics, Convolutional neural networks
Journal Articles

Deep Learning in Computational Design Synthesis: A Comprehensive Review

Shubhendu Kumar Singh, Rahul Rai, Raj Pradip Khawale, Darshil Patel, Dustin Bielecki, Ryan Nguyen, Jun Wang, Zhibo Zhang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Review Articles
J. Comput. Inf. Sci. Eng. April 2024, 24(4): 040801.
Paper No: JCISE-23-1408
https://doi.org/10.1115/1.4064215
Published Online: January 8, 2024
View Article titled, Deep Learning in Computational Design Synthesis: A Comprehensive Review
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Topics: Artificial neural networks, Design, Machine learning, Dimensions
Journal Articles

Special Issue: Machine Learning and Representation Issues in CAD/CAM

Anurag Purwar, Kaushalkumar A. Desai, Stephen Canfield, Rahul Rai, Zhenguo Nie
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Guest Editorial
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 010301.
Paper No: JCISE-23-1502
https://doi.org/10.1115/1.4064059
Published Online: December 7, 2023
View Article titled, Special Issue: Machine Learning and Representation Issues in CAD/CAM
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Topics: Computer-aided design, Machine learning, Manufacturing, Design, Artificial neural networks
Journal Articles

An Automatic High-Precision Calibration Method of Legs and Feet for Quadruped Robots Using Machine Vision and Artificial Neural Networks

Yaguan Li, Handing Xu, Yanjie Xu, Qingxue Huang, Xin-Jun Liu, Zhenguo Nie
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011009.
Paper No: JCISE-23-1107
https://doi.org/10.1115/1.4063891
Published Online: November 21, 2023
View Article titled, An Automatic High-Precision Calibration Method of Legs and Feet for Quadruped Robots Using Machine Vision and Artificial Neural Networks
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Topics: Artificial neural networks, Calibration, Errors, Kinematics, Machinery, Robots, Error compensation
Journal Articles

An Invariant Representation of Coupler Curves Using a Variational AutoEncoder: Application to Path Synthesis of Four-Bar Mechanisms

Anar Nurizada, Anurag Purwar
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011008.
Paper No: JCISE-23-1067
https://doi.org/10.1115/1.4063726
Published Online: October 27, 2023
View Article titled, An Invariant Representation of Coupler Curves Using a Variational AutoEncoder: Application to Path Synthesis of Four-Bar Mechanisms
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Topics: Artificial neural networks, Linkages, Wavelets
Journal Articles

Virtual Footwear Try-On in Augmented Reality Using Deep Learning Models

Ting Chou, Chih-Hsing Chu, Shengjun Liu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. March 2024, 24(3): 031002.
Paper No: JCISE-22-1316
https://doi.org/10.1115/1.4062596
Published Online: October 9, 2023
View Article titled, Virtual Footwear Try-On in Augmented Reality Using Deep Learning Models
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Topics: Augmented reality, Artificial neural networks, Rgb cameras, Errors, Degrees of freedom, Rendering
Journal Articles

HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design

Shijie Bian, Daniele Grandi, Tianyang Liu, Pradeep Kumar Jayaraman, Karl Willis, Elliot Sadler, Bodia Borijin, Thomas Lu, Richard Otis, Nhut Ho, Bingbing Li
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011007.
Paper No: JCISE-22-1394
https://doi.org/10.1115/1.4063226
Published Online: October 4, 2023
View Article titled, HG-CAD: Hierarchical Graph Learning for Material Prediction and Recommendation in Computer-Aided Design
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Topics: Artificial neural networks, Computer-aided design, Design, Manufacturing, Topology, Geometry
Journal Articles

Enhancing Robot Calibration Through Reliable High-Order Hermite Polynomials Model and SSA-BP Optimization

Yujie Zhang, Qi Fang, Yu Xie, Weijie Zhang, Runxiang Yu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. February 2024, 24(2): 021007.
Paper No: JCISE-23-1100
https://doi.org/10.1115/1.4063035
Published Online: August 25, 2023
View Article titled, Enhancing Robot Calibration Through Reliable High-Order Hermite Polynomials Model and SSA-BP Optimization
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Topics: Algorithms, Calibration, Errors, Polynomials, Robots, Artificial neural networks, Kinematics
Journal Articles

Accelerating Thermal Simulations in Additive Manufacturing by Training Physics-Informed Neural Networks With Randomly Synthesized Data

Jiangce Chen, Justin Pierce, Glen Williams, Timothy W. Simpson, Nicholas Meisel, Sneha Prabha Narra, Christopher McComb
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011004.
Paper No: JCISE-23-1058
https://doi.org/10.1115/1.4062852
Published Online: July 20, 2023
View Article titled, Accelerating Thermal Simulations in Additive Manufacturing by Training Physics-Informed Neural Networks With Randomly Synthesized Data
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Topics: Artificial neural networks, Simulation, Physics, Temperature, Additive manufacturing
Journal Articles

Deep Learning-Driven Design of Robot Mechanisms

Anurag Purwar, Nilanjan Chakraborty
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Review Articles
J. Comput. Inf. Sci. Eng. December 2023, 23(6): 060811.
Paper No: JCISE-23-1055
https://doi.org/10.1115/1.4062542
Published Online: June 5, 2023
View Article titled, Deep Learning-Driven Design of Robot Mechanisms
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Topics: Artificial neural networks, Design, Robotics
Journal Articles

Fuzzy Recurrence Plots for Shallow Learning-Based Blockage Detection in a Centrifugal Pump Using Pre-Trained Image Recognition Models

Nagendra Singh Ranawat, Jatin Prakash, Ankur Miglani, Pavan Kumar Kankar
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. October 2023, 23(5): 051015.
Paper No: JCISE-22-1372
https://doi.org/10.1115/1.4062425
Published Online: May 9, 2023
View Article titled, Fuzzy Recurrence Plots for Shallow Learning-Based Blockage Detection in a Centrifugal Pump Using Pre-Trained Image Recognition Models
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Topics: Artificial neural networks, Centrifugal pumps, Pressure, Pumps, Signals, Suction, Support vector machines, Feature extraction, Algorithms, Machine learning
Journal Articles

Manufacturing Process Classification Based on Distance Rotationally Invariant Convolutions

Zhichao Wang, David Rosen
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. October 2023, 23(5): 051004.
Paper No: JCISE-22-1308
https://doi.org/10.1115/1.4056806
Published Online: March 29, 2023
View Article titled, Manufacturing Process Classification Based on Distance Rotationally Invariant Convolutions
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Topics: Artificial neural networks, Manufacturing, Shapes, Rotation, Machining
Journal Articles

Bi-LSTM-Based Dynamic Prediction Model for Pulling Speed of Czochralski Single-Crystal Furnace

Zhengyuan Feng, Xiaoliang Hu, Zengguo Tian, Baozhu Jiang, Hongshuai Zhang, Wanli Zhang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2023, 23(4): 041010.
Paper No: JCISE-22-1113
https://doi.org/10.1115/1.4056138
Published Online: January 17, 2023
View Article titled, Bi-LSTM-Based Dynamic Prediction Model for Pulling Speed of Czochralski Single-Crystal Furnace
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Topics: Artificial neural networks, Crystals, Furnaces, Time series, Modeling
Journal Articles

Hybrid Multi-Scale Convolutional Long Short-Term Memory Network for Remaining Useful Life Prediction and Offset Analysis

Vedant Sharma, Deepak Sharma, Ashish Anand
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2023, 23(4): 041006.
Paper No: JCISE-22-1193
https://doi.org/10.1115/1.4056433
Published Online: January 9, 2023
View Article titled, Hybrid Multi-Scale Convolutional Long Short-Term Memory Network for Remaining Useful Life Prediction and Offset Analysis
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Topics: Artificial neural networks, Engines, Sensors, Service life (Equipment), Support vector machines
Journal Articles

Reinforcement Learning for Efficient Design Space Exploration With Variable Fidelity Analysis Models

Akash Agrawal, Christopher McComb
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2023, 23(4): 041004.
Paper No: JCISE-22-1259
https://doi.org/10.1115/1.4056297
Published Online: January 9, 2023
View Article titled, Reinforcement Learning for Efficient Design Space Exploration With Variable Fidelity Analysis Models
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Topics: Design, Reinforcement learning, Artificial neural networks, Aircraft