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- W4308672394 abstract "Identifying phases and analyzing the stability of dynamic states are ubiquitous and important problems which appear in various physical systems. Nonetheless, drawing a phase diagram in high-dimensional and large parameter spaces has remained challenging. Here, we propose a data-driven method to derive the phase diagram of lasing modes in topological insulator lasers. The classification is based on the temporal behaviour of the topological modes obtained via numerical integration of the rate equation. A semi-supervised learning method is used and an adaptive library is constructed in order to distinguish the different topological modes present in the generated parameter space. The proposed method successfully distinguishes the different topological phases in the Su-Schrieffer-Heeger (SSH) lattice with saturable gain.This demonstrates the possibility of classifying the topological phases without needing for expert knowledge of the system and may give valuable insight into the fundamental physics of topological insulator lasers via reverse engineering." @default.
- W4308672394 created "2022-11-14" @default.
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- W4308672394 date "2022-11-08" @default.
- W4308672394 modified "2023-09-28" @default.
- W4308672394 title "A machine learning approach to drawing phase diagrams of topological lasing modes" @default.
- W4308672394 doi "https://doi.org/10.48550/arxiv.2211.04373" @default.
- W4308672394 hasPublicationYear "2022" @default.
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