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Journal Articles

A Data Augmentation Method for Data-Driven Component Segmentation of Engineering Drawings

Wentai Zhang, Joe Joseph, Quan Chen, Can Koz, Liuyue Xie, Amit Regmi, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research Papers
J. Comput. Inf. Sci. Eng. January 2024, 24(1): 011001.
Paper No: JCISE-22-1374
https://doi.org/10.1115/1.4062233
Published Online: June 15, 2023
View Article titled, A Data Augmentation Method for Data-Driven Component Segmentation of Engineering Drawings
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Topics: Dimensions, Engineering drawings, Image segmentation
Proceedings Papers

Data Augmentation of Engineering Drawings for Data-Driven Component Segmentation

Wentai Zhang, Quan Chen, Can Koz, Liuyue Xie, Amit Regmi, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara
Proc. ASME. IDETC-CIE2022, Volume 3A: 48th Design Automation Conference (DAC), V03AT03A016, August 14–17, 2022
Publisher: American Society of Mechanical Engineers
Paper No: DETC2022-91043
https://doi.org/10.1115/DETC2022-91043
View Paper titled, Data Augmentation of Engineering Drawings for Data-Driven Component Segmentation
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Topics: Engineering drawings, Image segmentation, Computers, Machinery, Design, Dimensions, Machine learning, Manufacturing
Proceedings Papers

Attention Routing: Track-Assignment Detailed Routing Using Attention-Based Reinforcement Learning

Haiguang Liao, Qingyi Dong, Xuliang Dong, Wentai Zhang, Wangyang Zhang, Weiyi Qi, Elias Fallon, Levent Burak Kara
Proc. ASME. IDETC-CIE2020, Volume 11A: 46th Design Automation Conference (DAC), V11AT11A002, August 17–19, 2020
Publisher: American Society of Mechanical Engineers
Paper No: DETC2020-22219
https://doi.org/10.1115/DETC2020-22219
View Paper titled, Attention Routing: Track-Assignment Detailed Routing Using Attention-Based Reinforcement Learning
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Topics: Algorithms, Analog circuits, Circuits, Design, Integrated circuits
Proceedings Papers

3D Shape Synthesis for Conceptual Design and Optimization Using Variational Autoencoders

Wentai Zhang, Zhangsihao Yang, Haoliang Jiang, Suyash Nigam, Soji Yamakawa, Tomotake Furuhata, Kenji Shimada, Levent Burak Kara
Proc. ASME. IDETC-CIE2019, Volume 2A: 45th Design Automation Conference, V02AT03A017, August 18–21, 2019
Publisher: American Society of Mechanical Engineers
Paper No: DETC2019-98525
https://doi.org/10.1115/DETC2019-98525
View Paper titled, 3D Shape Synthesis for Conceptual Design and Optimization Using Variational Autoencoders
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Topics: Conceptual design, Optimization, Shapes, Design, Encryption, Engineering simulation, Generators, Physics, Shape design, Simulation
Journal Articles

A Deep Reinforcement Learning Approach for Global Routing

Haiguang Liao, Wentai Zhang, Xuliang Dong, Barnabas Poczos, Kenji Shimada, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2020, 142(6): 061701.
Paper No: MD-19-1460
https://doi.org/10.1115/1.4045044
Published Online: November 25, 2019
View Article titled, A Deep Reinforcement Learning Approach for Global Routing
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Topics: Algorithms, Design, Generators, Heat, Optimization, Pins (Engineering), Reinforcement learning, Wire, Circuits
Journal Articles

High Degree of Freedom Hand Pose Tracking Using Limited Strain Sensing and Optical Training

Wentai Zhang, Jonelle Z. Yu, Fangcheng Zhu, Yifang Zhu, Zhangsihao Yang, Nurcan Gecer Ulu, Batuhan Arisoy, Levent Burak Kara
Journal: Journal of Computing and Information Science in Engineering
Publisher: ASME
Article Type: Research-Article
J. Comput. Inf. Sci. Eng. September 2019, 19(3): 031014.
Paper No: JCISE-18-1249
https://doi.org/10.1115/1.4043757
Published Online: June 17, 2019
View Article titled, High Degree of Freedom Hand Pose Tracking Using Limited Strain Sensing and Optical Training
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Topics: Sensors, Strain gages, Strain sensors, Hardware, Algorithms, Artificial neural networks, Optimization
Proceedings Papers

High Degree of Freedom Hand Pose Tracking Using Limited Strain Sensing and Optical Training

Wentai Zhang, Jonelle Z. Yu, Fangcheng Zhu, Yifang Zhu, Nurcan Gecer Ulu, Batuhan Arisoy, Levent Burak Kara
Proc. ASME. IDETC-CIE2018, Volume 1B: 38th Computers and Information in Engineering Conference, V01BT02A019, August 26–29, 2018
Publisher: American Society of Mechanical Engineers
Paper No: DETC2018-85870
https://doi.org/10.1115/DETC2018-85870
View Paper titled, High Degree of Freedom Hand Pose Tracking Using Limited Strain Sensing and Optical Training
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Topics: Artificial neural networks, Control equipment, Degrees of freedom, Feedforward control, Manufacturing, Optimization, Sensors, Strain gages, Strain sensors, Support vector machines