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Journal Articles

Adaptive Thermal History De-Identification for Privacy-Preserving Data Sharing of Directed Energy Deposition Processes

Mahathir Mohammad Bappy, Durant Fullington, Linkan Bian, Wenmeng Tian
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. March 2025, 25(3): 031006.
Paper No: JCISE-23-1270
https://doi.org/10.1115/1.4067210
Published Online: January 29, 2025
View Article titled, Adaptive Thermal History De-Identification for Privacy-Preserving Data Sharing of Directed Energy Deposition Processes
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Topics: Additive manufacturing, Algorithms, Data privacy, Design, Intellectual property, Modeling, Printing, Trajectories (Physics), Machine learning, Security
Journal Articles

Incremental Machine Learning-integrated Blockchain for Real-time Security Protection in Cyber-enabled Manufacturing Systems

Accepted Manuscript
Boris Oskolkov, Chen Kan, Wenmeng Tian, Andrew Chung Chee Law, Chenang Liu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng.
Paper No: JCISE-24-1188
https://doi.org/10.1115/1.4067736
Published Online: January 27, 2025
View Article titled, Incremental Machine Learning-integrated Blockchain for Real-time Security Protection in Cyber-enabled Manufacturing Systems
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Topics: Blockchain technology, Machine learning, Machinery, Manufacturing systems, Security
Journal Articles

Special Issue: Cybersecurity in Manufacturing

Gaurav Ameta, Satish Bukkapatnam, Dan Li, Wenmeng Tian, Mark Yampolskiy, Fan Zhang
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Guest Editorial
J. Comput. Inf. Sci. Eng. July 2024, 24(7): 070201.
Paper No: JCISE-24-1295
https://doi.org/10.1115/1.4065685
Published Online: June 13, 2024
View Article titled, Special Issue: Cybersecurity in Manufacturing
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Topics: Computer security, Manufacturing
Journal Articles

Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition

Christian Zamiela, Ryan Stokes, Wenmeng Tian, Haley Doude, Matthew W. Priddy, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2024, 146(8): 081007.
Paper No: MANU-23-1769
https://doi.org/10.1115/1.4065416
Published Online: May 21, 2024
View Article titled, Physics-Informed Approximation of Internal Thermal History for Surface Deformation Predictions in Wire Arc Directed Energy Deposition
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Topics: Deformation, Modeling, Physics, Surface deformation, Approximation, Heat flux, Wire, Heat, Additive manufacturing, Sensors
Journal Articles

Diffusion Generative Model-Based Learning for Smart Layer-Wise Monitoring of Additive Manufacturing

Emmanuel Yangue, Durant Fullington, Owen Smith, Wenmeng Tian, Chenang Liu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. June 2024, 24(6): 060903.
Paper No: JCISE-23-1460
https://doi.org/10.1115/1.4065092
Published Online: April 22, 2024
View Article titled, Diffusion Generative Model-Based Learning for Smart Layer-Wise Monitoring of Additive Manufacturing
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Topics: Additive manufacturing, Diffusion (Physics), Ablation (Vaporization technology), Generative adversarial networks, Errors, Deep learning
Journal Articles

Sensor Data Protection Through Integration of Blockchain and Camouflaged Encryption in Cyber-Physical Manufacturing Systems

Zhangyue Shi, Boris Oskolkov, Wenmeng Tian, Chen Kan, Chenang Liu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. July 2024, 24(7): 071004.
Paper No: JCISE-23-1010
https://doi.org/10.1115/1.4063859
Published Online: February 5, 2024
View Article titled, Sensor Data Protection Through Integration of Blockchain and Camouflaged Encryption in Cyber-Physical Manufacturing Systems
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Topics: Blockchain technology, Encryption, Manufacturing, Manufacturing systems, Security, Sensors
Journal Articles

Understanding the Effects of Process Conditions on Thermal–Defect Relationship: A Transfer Machine Learning Approach

Ayantha Senanayaka, Wenmeng Tian, T. C. Falls, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. July 2023, 145(7): 071010.
Paper No: MANU-22-1225
https://doi.org/10.1115/1.4057052
Published Online: March 28, 2023
View Article titled, Understanding the Effects of Process Conditions on Thermal–Defect Relationship: A Transfer Machine Learning Approach
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Topics: Additive manufacturing, Porosity
Journal Articles

Deep Multi-Modal U-Net Fusion Methodology of Thermal and Ultrasonic Images for Porosity Detection in Additive Manufacturing

Christian Zamiela, Zhipeng Jiang, Ryan Stokes, Zhenhua Tian, Anton Netchaev, Charles Dickerson, Wenmeng Tian, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. June 2023, 145(6): 061009.
Paper No: MANU-22-1240
https://doi.org/10.1115/1.4056873
Published Online: March 14, 2023
View Article titled, Deep Multi-Modal U-Net Fusion Methodology of Thermal and Ultrasonic Images for Porosity Detection in Additive Manufacturing
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Topics: Porosity, Sensors, Metals, Additive manufacturing, Manufacturing, Pyrometers, Image segmentation
Journal Articles

Design De-Identification of Thermal History for Collaborative Process-Defect Modeling of Directed Energy Deposition Processes

Durant Fullington, Linkan Bian, Wenmeng Tian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. May 2023, 145(5): 051004.
Paper No: MANU-22-1369
https://doi.org/10.1115/1.4056488
Published Online: January 19, 2023
View Article titled, Design De-Identification of Thermal History for Collaborative Process-Defect Modeling of Directed Energy Deposition Processes
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Topics: Additive manufacturing, Algorithms, Data privacy, Design, Modeling, Printing, Preservation, Metals, Manufacturing, Testing
Journal Articles

Morphological Dynamics-Based Anomaly Detection Towards In Situ Layer-Wise Certification for Directed Energy Deposition Processes

Mahathir Mohammad Bappy, Chenang Liu, Linkan Bian, Wenmeng Tian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. November 2022, 144(11): 111007.
Paper No: MANU-22-1117
https://doi.org/10.1115/1.4054805
Published Online: July 26, 2022
View Article titled, Morphological Dynamics-Based Anomaly Detection Towards In Situ Layer-Wise Certification for Directed Energy Deposition Processes
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Topics: Additive manufacturing, Dynamics (Mechanics), Heat, Machine learning, Manufacturing, Temperature, Thin wall structures, Inspection, Modeling, Process monitoring
Proceedings Papers

A Blockchain-Enabled Approach for Online Stream Sensor Data Protection in Cyber-Physical Manufacturing Systems

Zhangyue Shi, Chenang Liu, Chen Kan, Wenmeng Tian, Yang Chen
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A035, August 17–19, 2021
Publisher: American Society of Mechanical Engineers
Paper No: DETC2021-72023
https://doi.org/10.1115/DETC2021-72023
View Paper titled, A Blockchain-Enabled Approach for Online Stream Sensor Data Protection in Cyber-Physical Manufacturing Systems
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Topics: Blockchain technology, Encryption, Manufacturing, Manufacturing systems, Security, Sensors
Journal Articles

Fast Prediction of Thermal Data Stream for Direct Laser Deposition Processes Using Network-Based Tensor Regression

Mojtaba Khanzadeh, Matthew Dantin, Wenmeng Tian, Matthew W. Priddy, Haley Doude, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research Papers
J. Manuf. Sci. Eng. April 2022, 144(4): 041004.
Paper No: MANU-20-1523
https://doi.org/10.1115/1.4052207
Published Online: September 23, 2021
View Article titled, Fast Prediction of Thermal Data Stream for Direct Laser Deposition Processes Using Network-Based Tensor Regression
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Topics: Modeling, Physics, Tensors, Simulation
Journal Articles

A Blockchain-Based G-Code Protection Approach for Cyber-Physical Security in Additive Manufacturing

Zhangyue Shi, Chen Kan, Wenmeng Tian, Chenang Liu
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2021, 21(4): 041007.
Paper No: JCISE-20-1220
https://doi.org/10.1115/1.4048966
Published Online: February 23, 2021
View Article titled, A Blockchain-Based G-Code Protection Approach for Cyber-Physical Security in Additive Manufacturing
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Topics: Blockchain technology, Encryption, Security, Additive manufacturing, Design, Manufacturing
Proceedings Papers

An Online Side Channel Monitoring Approach for Cyber-Physical Attack Detection of Additive Manufacturing

Chenang Liu, Chen Kan, Wenmeng Tian
Proc. ASME. MSEC2020, Volume 2: Manufacturing Processes; Manufacturing Systems; Nano/Micro/Meso Manufacturing; Quality and Reliability, V002T07A016, September 3, 2020
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2020-8503
https://doi.org/10.1115/MSEC2020-8503
View Paper titled, An Online Side Channel Monitoring Approach for Cyber-Physical Attack Detection of Additive Manufacturing
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Topics: Additive manufacturing
Journal Articles

Assessing Impact of Understory Vegetation Density on Solid Obstacle Detection for Off-Road Autonomous Ground Vehicles

Morteza Foroutan, Wenmeng Tian, Christopher T. Goodin
Journal: ASME Letters in Dynamic Systems and Control
Publisher: ASME
Article Type: Research Papers
Letters Dyn. Sys. Control. April 2021, 1(2): 021008.
Paper No: ALDSC-20-1016
https://doi.org/10.1115/1.4047816
Published Online: August 3, 2020
View Article titled, Assessing Impact of Understory Vegetation Density on Solid Obstacle Detection for Off-Road Autonomous Ground Vehicles
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Topics: Algorithms, Density, Roads, Vehicles, Machine learning, Simulation
Proceedings Papers

In- Situ Fatigue Prediction of Direct Laser Deposition Parts Based on Thermal Profile

Seyyed Hadi Seifi, Wenmeng Tian, Aref Yadollahi, Haley Doude, Linkan Bian
Proc. ASME. IMECE2019, Volume 2B: Advanced Manufacturing, V02BT02A037, November 11–14, 2019
Publisher: American Society of Mechanical Engineers
Paper No: IMECE2019-10323
https://doi.org/10.1115/IMECE2019-10323
View Paper titled, In- Situ Fatigue Prediction of Direct Laser Deposition Parts Based on Thermal Profile
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Topics: Additive manufacturing, Fatigue, Lasers
Proceedings Papers

A Hybrid Approach for Heterogeneous High-Density Data for Surface Topology Classification: A Case Study

Romina Dastoorian, Lee Wells, Wenmeng Tian
Proc. ASME. MSEC2019, Volume 1: Additive Manufacturing; Manufacturing Equipment and Systems; Bio and Sustainable Manufacturing, V001T02A019, June 10–14, 2019
Publisher: American Society of Mechanical Engineers
Paper No: MSEC2019-2840
https://doi.org/10.1115/MSEC2019-2840
View Paper titled, A Hybrid Approach for Heterogeneous High-Density Data for Surface Topology Classification: A Case Study
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Topics: Additive manufacturing, Density, Flaw detection, Inspection, Manufacturing, Measurement systems, Optical scanners, Principal component analysis, Quality control, Topology
Journal Articles

Data-Driven Energy Efficiency and Part Geometric Accuracy Modeling and Optimization of Green Fused Filament Fabrication Processes

Morteza Alizadeh, Mehrnaz Noroozi Esfahani, Wenmeng Tian, Junfeng Ma
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. April 2020, 142(4): 041701.
Paper No: MD-19-1112
https://doi.org/10.1115/1.4044596
Published Online: November 1, 2019
View Article titled, Data-Driven Energy Efficiency and Part Geometric Accuracy Modeling and Optimization of Green Fused Filament Fabrication Processes
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Topics: Additive manufacturing, Energy consumption, Manufacturing, Modeling, Optimization, Pareto optimization, Design, Genetic algorithms, Energy efficiency
Journal Articles

Layer-Wise Modeling and Anomaly Detection for Laser-Based Additive Manufacturing

Seyyed Hadi Seifi, Wenmeng Tian, Haley Doude, Mark A. Tschopp, Linkan Bian
Journal: Journal of Manufacturing Science and Engineering
Publisher: ASME
Article Type: Research-Article
J. Manuf. Sci. Eng. August 2019, 141(8): 081013.
Paper No: MANU-18-1582
https://doi.org/10.1115/1.4043898
Published Online: June 21, 2019
View Article titled, Layer-Wise Modeling and Anomaly Detection for Laser-Based Additive Manufacturing
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Topics: Additive manufacturing, Dynamic light scattering, Hull, Lasers, Manufacturing, Modeling, Porosity, Tensors, Pyrometers, Principal component analysis
Proceedings Papers

Data Driven Modeling and Optimization for Energy Efficiency in Additive Manufacturing Process With Geometric Accuracy Consideration

Junfeng Ma, Wenmeng Tian, Morteza Alizadeh
Proc. ASME. IDETC-CIE2018, Volume 4: 23rd Design for Manufacturing and the Life Cycle Conference; 12th International Conference on Micro- and Nanosystems, V004T05A017, August 26–29, 2018
Publisher: American Society of Mechanical Engineers
Paper No: DETC2018-85642
https://doi.org/10.1115/DETC2018-85642
View Paper titled, Data Driven Modeling and Optimization for Energy Efficiency in Additive Manufacturing Process With Geometric Accuracy Consideration
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Topics: Additive manufacturing, Energy efficiency, Modeling, Optimization, Energy consumption, Printing, Experimental design, Functionally graded materials, Geometry, Optimization algorithms