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18 June 2024 Artificial discovery of coupled-mode circuits with desired scattering behaviour
Vittorio Peano, Jonas Landgraf, Florian Marquardt
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Proceedings Volume PC13017, Machine Learning in Photonics; PC1301702 (2024) https://doi.org/10.1117/12.3017100
Event: SPIE Photonics Europe, 2024, Strasbourg, France
Abstract
In quantum optics a small number of building blocks, like resonators, waveguides, driving-induced coupling, 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 systems is handcrafted by an experienced scientist. In our work, we develop a discovery algorithm that automates this process. By optimizing the continuous and discrete system properties our automated search identifies the minimal resources required to realize the requested scattering behavior. The discovered architectures represent classes of solutions and are not bound to special numerical values or platforms. Our approach is applicable to optical, microwave, mechanical, electrical, and hybrid circuits.
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Vittorio Peano, Jonas Landgraf, and Florian Marquardt "Artificial discovery of coupled-mode circuits with desired scattering behaviour", Proc. SPIE PC13017, Machine Learning in Photonics, PC1301702 (18 June 2024); https://doi.org/10.1117/12.3017100
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KEYWORDS
Waveguides
Scattering
Laser scattering
Design and modelling
Detection theory
Quantum devices
Quantum numbers
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