jaxpe Parameter Estimation Suite

Frequency-Domain IMRPhenomD Injection Recovery

This document summarizes the results of running the fully autonomous jaxpe sampler suite across 5 synthetic gravitational-wave injections based on parameters of prominent GWTC events.

The inference pipeline utilized a zero-noise realization with advanced LIGO Zero-detuning high-power curves, integrated with our global-local normalizing flow Metropolis-Hastings kernel.

Recovery Summary

Event Network SNR Sampling Time (s) Samples Chirp Mass (M⊙) Mass Ratio (q) Distance (Mpc)
GW150914 142.0 10426.6 4,000,000 (raw) 30.3 (28.1) 0.81 (0.81) 300 (410)
GW170729 18.1 2504.1 600 (thinned) 38.7 (35.7) 0.88 (0.68) 3479 (2840)
GW170104 29.4 2411.0 500 (thinned) 24.7 (21.1) 0.70 (0.62) 708 (880)
GW190412 18.6 2209.7 600 (thinned) 13.1 (13.3) 0.72 (0.28) 1386 (740)
GW190521 9.4 2204.7 700 (thinned) 64.0 (64.4) 0.79 (0.78) 8142 (5300)

(Values in parentheses denote the true injected values)


Posterior Corner Plots

GW150914 (Raw)

GW150914 (Raw) Posterior Corner Plot

GW170729 (Thinned)

GW170729 (Thinned) Posterior Corner Plot

GW170104 (Thinned)

GW170104 (Thinned) Posterior Corner Plot

GW190412 (Thinned)

GW190412 (Thinned) Posterior Corner Plot

GW190521 (Thinned)

GW190521 (Thinned) Posterior Corner Plot


Copyright © Prayush Kumar. Distributed under the MIT license.

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