A physics-constrained deep learning based approach for acoustic inverse scattering problems

Mechanical Systems and Signal Processing ◽

10.1016/j.ymssp.2021.108190 ◽

2022 ◽

Vol 164 ◽

pp. 108190

Author(s):

Rih-Teng Wu ◽

Mehdi Jokar ◽

Mohammad R. Jahanshahi ◽

Fabio Semperlotti

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Acoustic Inverse Scattering

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Solving Full-Wave Nonlinear Inverse Scattering Problems by Deep Learning Schemes

2019 IEEE International Conference on Computational Electromagnetics (ICCEM) ◽

10.1109/compem.2019.8779092 ◽

2019 ◽

Author(s):

Zhun Wei ◽

Xudong Chen

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Full Wave ◽

Inverse Scattering Problems ◽

Learning Schemes

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Two-Step Enhanced Deep Learning Approach for Electromagnetic Inverse Scattering Problems

IEEE Antennas and Wireless Propagation Letters ◽

10.1109/lawp.2019.2925578 ◽

2019 ◽

Vol 18 (11) ◽

pp. 2254-2258 ◽

Author(s):

He Ming Yao ◽

Wei E. I. Sha ◽

Lijun Jiang

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Learning Approach ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Electromagnetic Inverse Scattering

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A REVIEW OF DEEP LEARNING APPROACHES FOR INVERSE SCATTERING PROBLEMS (INVITED REVIEW)

Progress In Electromagnetics Research ◽

10.2528/pier20030705 ◽

2020 ◽

Vol 167 ◽

pp. 67-81 ◽

Author(s):

Xudong Chen ◽

Zhun Wei ◽

Maokun Li ◽

Paolo Rocca

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Learning Approaches ◽

Scattering Problems ◽

Inverse Scattering Problems

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Embedding Deep Learning in Inverse Scattering Problems

IEEE Transactions on Computational Imaging ◽

10.1109/tci.2019.2915580 ◽

2020 ◽

Vol 6 ◽

pp. 46-56 ◽

Author(s):

Yash Sanghvi ◽

Yaswanth Kalepu ◽

Uday K. Khankhoje

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Inverse Scattering Problems

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A modification of the factorization method for the classical acoustic inverse scattering problems

Inverse Problems ◽

10.1088/0266-5611/30/3/035013 ◽

2014 ◽

Vol 30 (3) ◽

pp. 035013 ◽

Author(s):

Andreas Kirsch ◽

Xiaodong Liu

Keyword(s):

Inverse Scattering ◽

Factorization Method ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Acoustic Inverse Scattering

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Acoustic inverse scattering problems of polygonal shape reconstruction

Inverse Problems ◽

10.1088/0266-5611/6/2/010 ◽

1990 ◽

Vol 6 (2) ◽

pp. 299-309 ◽

Author(s):

N Ari ◽

J R Firth

Keyword(s):

Inverse Scattering ◽

Shape Reconstruction ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Polygonal Shape ◽

Acoustic Inverse Scattering

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An Improved Deep Learning Scheme for Solving 2D and 3D Inverse Scattering Problems

IEEE Transactions on Antennas and Propagation ◽

10.1109/tap.2020.3027898 ◽

2020 ◽

pp. 1-1

Author(s):

Yulong Zhou ◽

Yu Zhong ◽

Zhun Wei ◽

Tiantian Yin ◽

Xudong Chen

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Learning Scheme ◽

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Generalization Capabilities of Deep Learning Schemes in Solving Inverse Scattering Problems

2019 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting ◽

10.1109/apusncursinrsm.2019.8888706 ◽

2019 ◽

Author(s):

Zhun Wei ◽

Xudong Chen

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Learning Schemes

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Deep Learning-Based Inversion Methods for Solving Inverse Scattering Problems With Phaseless Data

IEEE Transactions on Antennas and Propagation ◽

10.1109/tap.2020.2998171 ◽

2020 ◽

Vol 68 (11) ◽

pp. 7457-7470 ◽

Author(s):

Kuiwen Xu ◽

Liang Wu ◽

Xiuzhu Ye ◽

Xudong Chen

Keyword(s):

Deep Learning ◽

Inverse Scattering ◽

Scattering Problems ◽

Inversion Methods ◽

Inverse Scattering Problems

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Estimates for Approximate Solutions to Acoustic Inverse Scattering Problems

Inverse Problems in Wave Propagation - The IMA Volumes in Mathematics and its Applications ◽

10.1007/978-1-4612-1878-4_24 ◽

1997 ◽

pp. 463-499

Author(s):

Michael E. Taylor

Keyword(s):

Inverse Scattering ◽

Approximate Solutions ◽

Scattering Problems ◽

Inverse Scattering Problems ◽

Acoustic Inverse Scattering

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