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Deep learning accelerated topology optimization with inherent control of image quality

Journal Article · · Structural and Multidisciplinary Optimization

Not provided.

Research Organization:
Univ. of Delaware, Newark, DE (United States)
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
DOE Contract Number:
AR0001576; EE0010205
OSTI ID:
2422391
Journal Information:
Structural and Multidisciplinary Optimization, Journal Name: Structural and Multidisciplinary Optimization Journal Issue: 11 Vol. 65; ISSN 1615-147X
Publisher:
Springer
Country of Publication:
United States
Language:
English

References (31)

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Deep learning for determining a near-optimal topological design without any iteration journal October 2018
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Topology Optimization to Reduce the Stress Shielding Effect for Orthopedic Applications journal January 2017
No-Reference Image Quality Assessment in the Spatial Domain journal December 2012
The application of topology optimization on the quantitative description of the external shape of bone structure journal August 2005
Deep learning for topology optimization of 2D metamaterials journal November 2020
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U-Net: Convolutional Networks for Biomedical Image Segmentation
  • Ronneberger, Olaf; Fischer, Philipp; Brox, Thomas
  • Medical Image Computing and Computer-Assisted Intervention – MICCAI 2015: 18th International Conference, Munich, Germany, October 5-9, 2015, Proceedings, Part III https://doi.org/10.1007/978-3-319-24574-4_28
book November 2015
The Vanishing Gradient Problem During Learning Recurrent Neural Nets and Problem Solutions journal April 1998
A data-driven investigation and estimation of optimal topologies under variable loading configurations journal August 2015
Multiscale topology optimization using neural network surrogate models journal April 2019
Development of a Functionally Equivalent Model of the Mitral Valve Chordae Tendineae Through Topology Optimization journal September 2018
A deep convolutional neural network for topology optimization with perceptible generalization ability journal March 2021
Correlation between image quality metrics of magnetic resonance images and the neural network segmentation accuracy preprint January 2021
Topology optimization of 2D structures with nonlinearities using deep learning journal September 2020
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TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain journal February 2021
A level set method for structural topology optimization journal January 2003
Neural networks for topology optimization journal August 2019
An Indirect Design Representation for Topology Optimization Using Variational Autoencoder and Style Transfer conference January 2018
Road Extraction by Deep Residual U-Net journal May 2018

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