MscaleFNO: Multi-scale Fourier Neural Operator Learning for Oscillatory Function Spaces
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arXiv
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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866910766237483008 |
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| author | You, Zhilin Xu, Zhenli Cai, Wei |
| author_facet | You, Zhilin Xu, Zhenli Cai, Wei |
| contents | In this paper, a multi-scale Fourier neural operator (MscaleFNO) is proposed to reduce the spectral bias of the FNO in learning the mapping between highly oscillatory functions, with application to the nonlinear mapping between the coefficient of the Helmholtz equation and its solution. The MscaleFNO consists of a series of parallel normal FNOs with scaled input of the function and the spatial variable, and their outputs are shown to be able to capture various high-frequency components of the mapping's image. Numerical methods demonstrate the substantial improvement of the MscaleFNO for the problem of wave scattering in the high-frequency regime over the normal FNO with a similar number of network parameters. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2412_20183 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | MscaleFNO: Multi-scale Fourier Neural Operator Learning for Oscillatory Function Spaces You, Zhilin Xu, Zhenli Cai, Wei Numerical Analysis In this paper, a multi-scale Fourier neural operator (MscaleFNO) is proposed to reduce the spectral bias of the FNO in learning the mapping between highly oscillatory functions, with application to the nonlinear mapping between the coefficient of the Helmholtz equation and its solution. The MscaleFNO consists of a series of parallel normal FNOs with scaled input of the function and the spatial variable, and their outputs are shown to be able to capture various high-frequency components of the mapping's image. Numerical methods demonstrate the substantial improvement of the MscaleFNO for the problem of wave scattering in the high-frequency regime over the normal FNO with a similar number of network parameters. |
| title | MscaleFNO: Multi-scale Fourier Neural Operator Learning for Oscillatory Function Spaces |
| topic | Numerical Analysis |
| url | https://arxiv.org/abs/2412.20183 |