Moderate deviations for time-varying dynamic systems driven by non-homogeneous Markov chains with Two-time Scales

Pub Date : 2014-05-04 DOI:10.1080/17442508.2013.841695
Qi He, G. Yin
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引用次数: 7

Abstract

Motivated by problems arising in time-dependent queues and dynamic systems with random environment, this work develops moderate deviations principles for dynamic systems driven by a fast-varying non-homogeneous Markov chain in continuous time. A distinct feature is that the Markov chain is time dependent or inhomogeneous, so are the dynamic systems. Under irreducibility of the non-homogeneous Markov chain, moderate deviations of a non-homogeneous functional are established first. With the help of a martingale problem formulation and a functional central limit theorem for the two timescale system, both upper and lower bounds of moderate deviations are obtained for the rapidly fluctuating Markovian systems. Then applications to queueing systems and dynamic systems modulated by a fast-varying Markov chain are examined.
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双时间尺度非齐次马尔可夫链驱动时变动力系统的中等偏差
本文从时变队列和随机环境下的动态系统问题出发,研究了连续时间下快速变化非齐次马尔可夫链驱动的动态系统的适度偏差原理。一个明显的特征是马尔可夫链是时间相关的或非齐次的,动态系统也是如此。在非齐次马尔可夫链不可约的条件下,首先建立了非齐次泛函的中等偏差。利用两个时间尺度系统的鞅问题公式和泛函中心极限定理,得到了快速波动马尔可夫系统的中等偏差的上界和下界。然后研究了排队系统和由快速变化马尔可夫链调制的动态系统的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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