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    ARTICLE

    Adaptive Update Distribution Estimation under Probability Byzantine Attack

    Gang Long, Zhaoxin Zhang*

    CMC-Computers, Materials & Continua, Vol.81, No.1, pp. 1667-1685, 2024, DOI:10.32604/cmc.2024.052082 - 15 October 2024

    Abstract The secure and normal operation of distributed networks is crucial for accurate parameter estimation. However, distributed networks are frequently susceptible to Byzantine attacks. Considering real-life scenarios, this paper investigates a probability Byzantine (PB) attack, utilizing a Bernoulli distribution to simulate the attack probability. Historically, additional detection mechanisms are used to mitigate such attacks, leading to increased energy consumption and burdens on distributed nodes, consequently diminishing operational efficiency. Differing from these approaches, an adaptive updating distributed estimation algorithm is proposed to mitigate the impact of PB attacks. In the proposed algorithm, a penalty strategy is initially More >

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