Automated Discovery of Coupled Mode Setups
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arXiv
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| Format: | Preprint |
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2024
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| _version_ | 1866918349823279104 |
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| author | Landgraf, Jonas Peano, Vittorio Marquardt, Florian |
| author_facet | Landgraf, Jonas Peano, Vittorio Marquardt, Florian |
| contents | In optics and photonics, a small number of building blocks, like resonators, waveguides, arbitrary couplings, and parametric interactions, allow the design of a broad variety of devices and functionalities, distinguished by their scattering properties. These include transducers, amplifiers, and nonreciprocal devices, like isolators or circulators. Usually, the design of such a system is handcrafted by an experienced scientist in a time-consuming process where it remains uncertain whether the simplest possibility has indeed been found. In our work, we develop the discovery algorithm AutoScatter [https://github.com/jlandgr/autoscatter] that automates this challenge. By optimizing the continuous and discrete system properties our automated search identifies the minimal resources required to realize the requested scattering behavior. In the spirit of artificial scientific discovery, it produces a complete list of interpretable solutions and leads to generalizable insights, as we illustrate in several examples. This opens the door towards automated discovery of scattering setups for photonics, microwaves and optomechanics, with possible future extensions to periodic structures, sensing, and electronic devices. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_14887 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Automated Discovery of Coupled Mode Setups Landgraf, Jonas Peano, Vittorio Marquardt, Florian Optics Quantum Physics In optics and photonics, a small number of building blocks, like resonators, waveguides, arbitrary couplings, and parametric interactions, allow the design of a broad variety of devices and functionalities, distinguished by their scattering properties. These include transducers, amplifiers, and nonreciprocal devices, like isolators or circulators. Usually, the design of such a system is handcrafted by an experienced scientist in a time-consuming process where it remains uncertain whether the simplest possibility has indeed been found. In our work, we develop the discovery algorithm AutoScatter [https://github.com/jlandgr/autoscatter] that automates this challenge. By optimizing the continuous and discrete system properties our automated search identifies the minimal resources required to realize the requested scattering behavior. In the spirit of artificial scientific discovery, it produces a complete list of interpretable solutions and leads to generalizable insights, as we illustrate in several examples. This opens the door towards automated discovery of scattering setups for photonics, microwaves and optomechanics, with possible future extensions to periodic structures, sensing, and electronic devices. |
| title | Automated Discovery of Coupled Mode Setups |
| topic | Optics Quantum Physics |
| url | https://arxiv.org/abs/2404.14887 |