OptoGPT: A Foundation Model for Inverse Design in Optical Multilayer Thin Film Structures
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arXiv
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| Auteurs principaux: | , , |
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| Format: | Preprint |
| Publié: |
2023
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| _version_ | 1866916192761937920 |
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| author | Ma, Taigao Wang, Haozhu Guo, L. Jay |
| author_facet | Ma, Taigao Wang, Haozhu Guo, L. Jay |
| contents | Optical multilayer thin film structures have been widely used in numerous photonic applications. However, existing inverse design methods have many drawbacks because they either fail to quickly adapt to different design targets, or are difficult to suit for different types of structures, e.g., designing for different materials at each layer. These methods also cannot accommodate versatile design situations under different angles and polarizations. In addition, how to benefit practical fabrications and manufacturing has not been extensively considered yet. In this work, we introduce OptoGPT (Opto Generative Pretrained Transformer), a decoder-only transformer, to solve all these drawbacks and issues simultaneously. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2304_10294 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | OptoGPT: A Foundation Model for Inverse Design in Optical Multilayer Thin Film Structures Ma, Taigao Wang, Haozhu Guo, L. Jay Optics Machine Learning Optical multilayer thin film structures have been widely used in numerous photonic applications. However, existing inverse design methods have many drawbacks because they either fail to quickly adapt to different design targets, or are difficult to suit for different types of structures, e.g., designing for different materials at each layer. These methods also cannot accommodate versatile design situations under different angles and polarizations. In addition, how to benefit practical fabrications and manufacturing has not been extensively considered yet. In this work, we introduce OptoGPT (Opto Generative Pretrained Transformer), a decoder-only transformer, to solve all these drawbacks and issues simultaneously. |
| title | OptoGPT: A Foundation Model for Inverse Design in Optical Multilayer Thin Film Structures |
| topic | Optics Machine Learning |
| url | https://arxiv.org/abs/2304.10294 |