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Gaussian process analysis of type-B quasiperiodic oscillations in the black hole X-ray binary MAXI J1348-630

Gaussian process analysis of type-B quasiperiodic oscillations in the black hole X-ray binary MAXI J1348-630
Gaussian process analysis of type-B quasiperiodic oscillations in the black hole X-ray binary MAXI J1348-630
We analyzed Insight-HXMT data of the black hole X-ray binary MAXI J1348–630 during the type-B quasiperiodic oscillation (QPO) phase of its 2019 outburst. Using the Gaussian process method, we applied an additive composite kernel model consisting of a stochastically driven damped simple harmonic oscillator (SHO), a damped random walk (DRW), and an additional white noise (AWN) to data from three energy bands: low energy (LE; 1–10 keV) band, medium energy (ME; 10–30 keV) band, and high energy (HE; 30–150 keV) band. We find that for the DRW component, correlations on the timescale of τDRW ∼ 10 s are absent in the LE band, while they persist in the ME and HE bands over the full duration of the light curves. This energy-dependent behavior may reflect thermal instabilities, with the shorter correlation timescale in the disk compared to the corona. Alternatively, it may reflect variable Comptonizations of seed photons from different disk regions. Inner-disk photons are scattered by a small inner corona, producing soft X-rays. Outer-disk photons interact with an extended, jet-like corona, resulting in harder emission. The QPO is captured by an SHO component with a stable period of ∼0.2 s and a high quality factor of ∼10. The absence of significant evolution with energy or time of the SHO component suggests a connection between the accretion disk and the corona, which may be built by coherent oscillations of disk-corona driven by magnetorotational instability. The AWN components are present in all the three-band data and dominate over the DRW and SHO components. We interpret the AWN as another fast DRW with its τDRW < 0.01 s. It may trace high-frequency fluctuations that occur in both the inner region of the accretion disk and the corona. Overall, our work reveals a timescale hierarchy in the coupled disk-corona scenario: fast DRW < SHO < disk DRW < corona DRW.
astro-ph.HE
0004-6361
Wang, Yiran
08738ce7-12b5-4e08-8701-8a62b78f98d0
Ma, Ruican
0dfd8d1d-31ad-4034-8167-eb8a635802de
Zhang, Haiyun
f589cf98-d750-4c45-8759-fa2c1c4a10dd
Yan, Dahai
b7675d71-bb15-4ed5-9c6c-ecbd1bb2a8d8
Wang, Yiran
08738ce7-12b5-4e08-8701-8a62b78f98d0
Ma, Ruican
0dfd8d1d-31ad-4034-8167-eb8a635802de
Zhang, Haiyun
f589cf98-d750-4c45-8759-fa2c1c4a10dd
Yan, Dahai
b7675d71-bb15-4ed5-9c6c-ecbd1bb2a8d8

Wang, Yiran, Ma, Ruican, Zhang, Haiyun and Yan, Dahai (2025) Gaussian process analysis of type-B quasiperiodic oscillations in the black hole X-ray binary MAXI J1348-630. Astronomy & Astrophysics, 703, [A134]. (doi:10.1051/0004-6361/202555561).

Record type: Article

Abstract

We analyzed Insight-HXMT data of the black hole X-ray binary MAXI J1348–630 during the type-B quasiperiodic oscillation (QPO) phase of its 2019 outburst. Using the Gaussian process method, we applied an additive composite kernel model consisting of a stochastically driven damped simple harmonic oscillator (SHO), a damped random walk (DRW), and an additional white noise (AWN) to data from three energy bands: low energy (LE; 1–10 keV) band, medium energy (ME; 10–30 keV) band, and high energy (HE; 30–150 keV) band. We find that for the DRW component, correlations on the timescale of τDRW ∼ 10 s are absent in the LE band, while they persist in the ME and HE bands over the full duration of the light curves. This energy-dependent behavior may reflect thermal instabilities, with the shorter correlation timescale in the disk compared to the corona. Alternatively, it may reflect variable Comptonizations of seed photons from different disk regions. Inner-disk photons are scattered by a small inner corona, producing soft X-rays. Outer-disk photons interact with an extended, jet-like corona, resulting in harder emission. The QPO is captured by an SHO component with a stable period of ∼0.2 s and a high quality factor of ∼10. The absence of significant evolution with energy or time of the SHO component suggests a connection between the accretion disk and the corona, which may be built by coherent oscillations of disk-corona driven by magnetorotational instability. The AWN components are present in all the three-band data and dominate over the DRW and SHO components. We interpret the AWN as another fast DRW with its τDRW < 0.01 s. It may trace high-frequency fluctuations that occur in both the inner region of the accretion disk and the corona. Overall, our work reveals a timescale hierarchy in the coupled disk-corona scenario: fast DRW < SHO < disk DRW < corona DRW.

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Accepted/In Press date: 15 September 2025
e-pub ahead of print date: 13 November 2025
Keywords: astro-ph.HE

Identifiers

Local EPrints ID: 508604
URI: http://eprints.soton.ac.uk/id/eprint/508604
ISSN: 0004-6361
PURE UUID: 5eae3041-6966-48b6-9165-edce696ba40b

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Date deposited: 28 Jan 2026 17:33
Last modified: 28 Jan 2026 17:34

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Contributors

Author: Yiran Wang
Author: Ruican Ma
Author: Haiyun Zhang
Author: Dahai Yan

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