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Journal Articles

Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency

Hongrui Chen, Aditya Joglekar, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. June 2024, 146(6): 061702.
Paper No: MD-23-1335
https://doi.org/10.1115/1.4064131
Published Online: December 12, 2023
View Article titled, Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency
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Topics: Artificial neural networks, Topology optimization, Density, Topology
Proceedings Papers

Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency

Hongrui Chen, Aditya Joglekar, Levent Burak Kara
Proc. ASME. IDETC-CIE2023, Volume 3A: 49th Design Automation Conference (DAC), V03AT03A014, August 20–23, 2023
Publisher: American Society of Mechanical Engineers
Paper No: DETC2023-116937
https://doi.org/10.1115/DETC2023-116937
View Paper titled, Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency
Open the PDF for Topology Optimization Using Neural Networks With Conditioning Field Initialization for Improved Efficiency in another window
Topics: Artificial neural networks, Topology optimization, Density, Topology, Design, Displacement, Finite element analysis, Geometry, Optimization
Journal Articles

Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks

Hongrui Chen, Aditya Joglekar, Kate S. Whitefoot, Levent Burak Kara
Journal: Journal of Mechanical Design
Publisher: ASME
Article Type: Research Papers
J. Mech. Des. September 2023, 145(9): 091702.
Paper No: MD-22-1598
https://doi.org/10.1115/1.4062663
Published Online: June 23, 2023
View Article titled, Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks
Open the PDF for Concurrent Build Direction, Part Segmentation, and Topology Optimization for Additive Manufacturing Using Neural Networks in another window
Topics: Additive manufacturing, Artificial neural networks, Density, Image segmentation, Optimization, Topology, Topology optimization