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    X-ray Fourier lag-frequency spectra modulated by stochastic turbulent acceleration in the jets of high-frequency-peaked BL Lac

    Guang-Cheng Xiao1,2, Wen Hu1,2,3,*, Da-Guo Jiang1, Jun-Xian Wang4, Zhen-Yi Cai4, Da-Hai Yan5, and Fang-Wu Lu6

    • 1Department of Physics, Key Laboratory of Energy Conversion Optoelectronic Functional Materials of Jiangxi Education Institutes, Jinggangshan University, Ji’an 343009, China
    • 2Institute for Astronomy and Astrophysics, Department of Physics, JingGangShan University, Ji’an, 343009, China
    • 3Jiangxi Provincial Key Laboratory of Modern Agricultural Equipment, Ji’an, 343009, China
    • 4Department of Astronomy, University of Science and Technology of China, Hefei, Anhui 230026, China
    • 5School of Physics and Astronomy, Key Laboratory of Astroparticle Physics of Yunnan Province, Yunnan University, Kunming, 650091, China
    • 6Department of Physics, Yuxi Normal University, Yuxi, 653100, China

    • *Contact author: huwen.3000@jgsu.edu.cn

    Phys. Rev. D 113, 123064 – Published 24 June, 2026

    DOI: https://doi.org/10.1103/bxj1-9g95

    Abstract

    X-ray interband time lags are key diagnostics of jet physics and are frequently detected in high-frequency-peaked BL Lac (HBL) objects at different epochs with various x-ray telescopes. In this work, we theoretically investigate Fourier lag-frequency spectra using a generic one-zone leptonic model incorporating the stochastic turbulent acceleration (STA), which plays a crucial role in shaping the emitted photon spectra. We demonstrate that the competition between STA, radiative cooling, and escape processes not only gives rise to two well-defined time-lag regimes: hard/positive and soft/negative lags, but also reveals the existence of a transition between the two regimes. Our results indicate that time lags in the transitional and soft-lag regimes can be clearly amplified and modified by STA’s suppression of high-energy electron cooling, and nonlinear synchrotron self-Compton (SSC) cooling can further amplify the emergence of time lags. We conclude that the adopted model offers a unifying quantitative framework for interpreting the diverse time-lag signatures observed in the x-ray flares of HBLs. Additionally, SSC cooling effects can account for the relatively large lags observed in TeV-bright flares, as well as the observed trend between lag amplitude and flare duration: the larger the flare duration, the larger the lag.

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