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Journal Articles

Deep Learning Methods of Cross-Modal Tasks for Conceptual Design of Product Shapes: A Review

Xingang Li, Ye Wang, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Review Articles
J. Mech. Des. April 2023, 145(4): 041401.
Paper No: MD-22-1463
DOI: https://doi.org/10.1115/1.4056436
Published Online: January 10, 2023
View Article titled, Deep Learning Methods of Cross-Modal Tasks for Conceptual Design of Product Shapes: A Review
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Topics: Conceptual design, Design, Shapes
Proceedings Papers

Deep Learning of Cross-Modal Tasks for Conceptual Design of Engineered Products: A Review

Xingang Li, Ye Wang, Zhenghui Sha
Proc. ASME. IDETC-CIE2022, Volume 6: 34th International Conference on Design Theory and Methodology (DTM), V006T06A016, August 14–17, 2022
Paper No: DETC2022-90696
DOI: https://doi.org/10.1115/DETC2022-90696
View Paper titled, Deep Learning of Cross-Modal Tasks for Conceptual Design of Engineered Products: A Review
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Topics: Conceptual design, Design, Shapes, Computers, Design automation, Engineering design, Engineering prototypes, Feedback
Proceedings Papers

Travel Links Prediction in Shared Mobility Networks Using Graph Neural Network Models

Yinshuang Xiao, Faez Ahmed, Zhenghui Sha
Proc. ASME. IDETC-CIE2022, Volume 2: 42nd Computers and Information in Engineering Conference (CIE), V002T02A079, August 14–17, 2022
Paper No: DETC2022-90694
DOI: https://doi.org/10.1115/DETC2022-90694
View Paper titled, Travel Links Prediction in Shared Mobility Networks Using Graph Neural Network Models
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Topics: Artificial neural networks, Mechanical admittance, Neural network models
Journal Articles

Decentralized and Centralized Planning for Multi-Robot Additive Manufacturing

Laxmi Poudel, Saivipulteja Elagandula, Wenchao Zhou, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. January 2023, 145(1): 012003.
Paper No: MD-22-1199
DOI: https://doi.org/10.1115/1.4055735
Published Online: October 10, 2022
View Article titled, Decentralized and Centralized Planning for Multi-Robot Additive Manufacturing
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Topics: Additive manufacturing, Multi-robot systems, Printing, Robots, Uncertainty
Journal Articles

A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder

Xingang Li, Charles Xie, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Technical Briefs
J. Mech. Des. November 2022, 144(11): 114501.
Paper No: MD-21-1613
DOI: https://doi.org/10.1115/1.4054906
Published Online: August 8, 2022
View Article titled, A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder
Click here to open pdf in another window PDF for A Predictive and Generative Design Approach for Three-Dimensional Mesh Shapes Using Target-Embedding Variational Autoencoder
Topics: Generative design, Shapes, Design
Includes: Supplementary data
Journal Articles

Toward Swarm Manufacturing: Architecting a Cooperative 3D Printing System

Laxmi Poudel, Lucas Galvan Marques, Robert Austin Williams, Zachary Hyden, Pablo Guerra, Oliver Luke Fowler, Zhenghui Sha, Wenchao Zhou
Journal: Journal of Manufacturing Science and Engineering
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2022, 144(8): 081004.
Paper No: MANU-21-1236
DOI: https://doi.org/10.1115/1.4053681
Published Online: February 16, 2022
View Article titled, Toward Swarm Manufacturing: Architecting a Cooperative 3D Printing System
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Topics: Additive manufacturing, Computer software, Hardware, Manufacturing, Printing, Robots, Simulation, Tiles
Proceedings Papers

Enabling Multi-Robot Cooperative Additive Manufacturing: Centralized vs. Decentralized Approaches

Saivipulteja Elagandula, Laxmi Poudel, Wenchao Zhou, Zhenghui Sha
Proc. ASME. IDETC-CIE2021, Volume 2: 41st Computers and Information in Engineering Conference (CIE), V002T02A042, August 17–19, 2021
Paper No: DETC2021-71343
DOI: https://doi.org/10.1115/DETC2021-71343
View Paper titled, Enabling Multi-Robot Cooperative Additive Manufacturing: Centralized vs. Decentralized Approaches
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Topics: Additive manufacturing, Multi-robot systems, Robots
Proceedings Papers

Design Embedding: Representation Learning of Design Thinking to Cluster Design Behaviors

Molla Hafizur Rahman, Charles Xie, Zhenghui Sha
Proc. ASME. IDETC-CIE2021, Volume 6: 33rd International Conference on Design Theory and Methodology (DTM), V006T06A051, August 17–19, 2021
Paper No: DETC2021-72406
DOI: https://doi.org/10.1115/DETC2021-72406
View Paper titled, Design Embedding: Representation Learning of Design Thinking to Cluster Design Behaviors
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Topics: Design
eBook Chapter

A Decision-Centric Framework for Modeling Evolutionary Complex Systems

Publisher: ASME
Published: 2021
ISBN: 9780791862025
Click here to open pdf in another window PDF for A Decision-Centric Framework for Modeling Evolutionary Complex Systems
Topics: Complex systems, Modeling
Journal Articles

Resource-Constrained Scheduling for Multi-Robot Cooperative Three-Dimensional Printing

Laxmi Poudel, Wenchao Zhou, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. July 2021, 143(7): 072002.
Paper No: MD-20-1701
DOI: https://doi.org/10.1115/1.4050380
Published Online: April 1, 2021
View Article titled, Resource-Constrained Scheduling for Multi-Robot Cooperative Three-Dimensional Printing
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Topics: Printing, Robots, Collisions (Physics)
Journal Articles

Predicting Sequential Design Decisions Using the Function-Behavior-Structure Design Process Model and Recurrent Neural Networks

Molla Hafizur Rahman, Charles Xie, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. August 2021, 143(8): 081706.
Paper No: MD-20-1466
DOI: https://doi.org/10.1115/1.4049971
Published Online: March 18, 2021
View Article titled, Predicting Sequential Design Decisions Using the Function-Behavior-Structure Design Process Model and Recurrent Neural Networks
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Topics: Design
Proceedings Papers

Multi-Robot Path Planning for Cooperative 3D Printing

Saivipulteja Elagandula, Laxmi Poudel, Zhenghui Sha, Wenchao Zhou
Proc. ASME. MSEC2020, Volume 1: Additive Manufacturing; Advanced Materials Manufacturing; Biomanufacturing; Life Cycle Engineering; Manufacturing Equipment and Automation, V001T01A034, September 3, 2020
Paper No: MSEC2020-8390
DOI: https://doi.org/10.1115/MSEC2020-8390
View Paper titled, Multi-Robot Path Planning for Cooperative 3D Printing
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Topics: Additive manufacturing, Path planning, Robots
Proceedings Papers

A Weighted Network Modeling Approach for Analyzing Product Competition

Yaxin Cui, Faez Ahmed, Zhenghui Sha, Lijun Wang, Yan Fu, Wei Chen
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A036, August 17–19, 2020
Paper No: DETC2020-22591
DOI: https://doi.org/10.1115/DETC2020-22591
View Paper titled, A Weighted Network Modeling Approach for Analyzing Product Competition
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Topics: Modeling, Preferences
Proceedings Papers

Towards Engineering Complex Socio-Technical Systems Using Network Motifs: A Case Study on Bike-Sharing Systems

Yinshuang Xiao, Zhenghui Sha
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A045, August 17–19, 2020
Paper No: DETC2020-22631
DOI: https://doi.org/10.1115/DETC2020-22631
View Paper titled, Towards Engineering Complex Socio-Technical Systems Using Network Motifs: A Case Study on Bike-Sharing Systems
Click here to open pdf in another window PDF for Towards Engineering Complex Socio-Technical Systems Using Network Motifs: A Case Study on Bike-Sharing Systems
Topics: Bicycles
Proceedings Papers

Architecting the Cooperative 3D Printing System

Laxmi Poudel, Lucas Galvan Marques, Robert Austin Williams, Zachary Hyden, Pablo Guerra, Oliver Luke Fowler, Stephen Joe Moquin, Zhenghui Sha, Wenchao Zhou
Proc. ASME. IDETC-CIE2020, Volume 9: 40th Computers and Information in Engineering Conference (CIE), V009T09A029, August 17–19, 2020
Paper No: DETC2020-22711
DOI: https://doi.org/10.1115/DETC2020-22711
View Paper titled, Architecting the Cooperative 3D Printing System
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Topics: Additive manufacturing, Robots
Journal Articles

Integrating Sequence Learning and Game Theory to Predict Design Decisions Under Competition

Alparslan Emrah Bayrak, Zhenghui Sha
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. May 2021, 143(5): 051401.
Paper No: MD-20-1198
DOI: https://doi.org/10.1115/1.4048222
Published Online: October 28, 2020
View Article titled, Integrating Sequence Learning and Game Theory to Predict Design Decisions Under Competition
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Topics: Design, Optimization
Journal Articles

A Generative Approach for Scheduling Multi-Robot Cooperative Three-Dimensional Printing

Laxmi Poudel, Wenchao Zhou, Zhenghui Sha
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. December 2020, 20(6): 061011.
Paper No: JCISE-19-1315
DOI: https://doi.org/10.1115/1.4047261
Published Online: June 16, 2020
View Article titled, A Generative Approach for Scheduling Multi-Robot Cooperative Three-Dimensional Printing
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Topics: Additive manufacturing, Printing, Robots, Collisions (Physics), Vehicles
Journal Articles

A Heuristic Scaling Strategy for Multi-Robot Cooperative Three-Dimensional Printing

Laxmi Poudel, Chandler Blair, Jace McPherson, Zhenghui Sha, Wenchao Zhou
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. August 2020, 20(4): 041002.
Paper No: JCISE-19-1132
DOI: https://doi.org/10.1115/1.4045143
Published Online: January 24, 2020
View Article titled, A Heuristic Scaling Strategy for Multi-Robot Cooperative Three-Dimensional Printing
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Topics: Additive manufacturing, Printing, Robots, Collisions (Physics)
Journal Articles

Data-Driven Dynamic Network Modeling for Analyzing the Evolution of Product Competitions

Jian Xie, Youyi Bi, Zhenghui Sha, Mingxian Wang, Yan Fu, Noshir Contractor, Lin Gong, Wei Chen
Journal: Journal of Mechanical Design
Article Type: Research Papers
J. Mech. Des. March 2020, 142(3): 031112.
Paper No: MD-19-1446
DOI: https://doi.org/10.1115/1.4045687
Published Online: January 14, 2020
View Article titled, Data-Driven Dynamic Network Modeling for Analyzing the Evolution of Product Competitions
Click here to open pdf in another window PDF for Data-Driven Dynamic Network Modeling for Analyzing the Evolution of Product Competitions
Topics: Modeling, Vehicles, Network analysis, Engineering design, Fuel consumption
Journal Articles

Data-Driven Predictive Modeling of Tensile Behavior of Parts Fabricated by Cooperative 3D Printing

Ziyang Zhang, Laxmi Poudel, Zhenghui Sha, Wenchao Zhou, Dazhong Wu
Journal: Journal of Computing and Information Science in Engineering
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. April 2020, 20(2): 021002.
Paper No: JCISE-19-1204
DOI: https://doi.org/10.1115/1.4045290
Published Online: December 11, 2019
View Article titled, Data-Driven Predictive Modeling of Tensile Behavior of Parts Fabricated by Cooperative 3D Printing
Click here to open pdf in another window PDF for Data-Driven Predictive Modeling of Tensile Behavior of Parts Fabricated by Cooperative 3D Printing
Topics: Additive manufacturing, Tensile strength, Modeling, Shells, Mechanical properties