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Learning and Predicting the Nonlinear Variability of X-Ray Binaries with the Koopman Operator

  • Authors: Eric Miao, Ruo-Yu Shang, Kaya Mori, Reshmi Mukherjee

Eric Miao et al 2026 The Astrophysical Journal Supplement Series 286 .

  • Provider: AAS Journals

Caption: Figure 3.

Koopman eigenvalues and PSD for a noise-free Duffing oscillator (D = 0, δ = 0.2, α = −1.2, β = 0.9, γ = 1.0, Ω = 0.6). Top: light curve showing quasiperiodic behavior. Bottom left: eigenvalues of ﹩{ \mathcal L }﹩ in the complex plane; 2 × 13 eigenvalues lie near the imaginary axis (highlighted: red and green). Bottom right: PSD with 13 narrow QPOs; vertical lines mark frequencies corresponding to the highlighted eigenvalues.

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