Tokyo University of Science · Faculty of Science Division I, Department of Applied Mathematics · 准教授

Research keywordsreservoir computing・Lyapunov exponents・photonic computing・semiconductor lasers・nonlinear dynamics・synchronization・Kolmogorov complexity・turbulence

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• Characterizing Small-Scale Dynamics of Navier-Stokes Turbulence with Transverse Lyapunov Exponents: A Data Assimilation Approach
• Covariant Lyapunov Analysis of Navier-Stokes Turbulence
• Reservoir Computing Beyond Memory-Nonlinearity Trade-off
• Data-driven prediction of reversal of large-scale circulation in turbulent convection

• 不安定性に着目した流体力学系の分解とデータ駆動型手法への応用
• 光多重化によるフォトニックコンピューティングデバイスの変革
• 強化学習を用いた流体混合の最適化
• 機械学習による乱流エネルギー散逸率の予測と乱流モデル

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