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Time-reversion of a hybrid state stochastic difference system with a jump-linear smoothing application

机译:具有跳跃线性平滑应用的混合状态随机差分系统的时间恢复

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摘要

The reversion in time of a stochastic difference equation in a hybrid space with a Markovian solution is presented. The reversion is obtained by a martingale approach, which previously led to reverse time forms for stochastic equations with Gauss-Markov or diffusion solutions. The reverse time equations follow from a particular noncanonical martingale decomposition, while the reverse time equations for Gauss-Markov and diffusion solutions followed from the canonical martingale decomposition. The need for this noncanonical decomposition stems from the hybrid state-space situation. Moreover, the nonGaussian discrete-time situation leads to reverse time equations that incorporate a Bayesian estimation step. The latter step is carried out for linear systems with Markovian switching coefficients, and the result is shown to provide the solution to the problem of fixed-interval smoothing. For an application of this smoothing approach to a trajectory with sudden maneuvers, simulation results are given to illustrate the practical use of the reverse time equations obtained.
机译:提出了具有马尔可夫解的混合空间中随机差分方程随时间的回归。可通过a方法获得逆,该方法先前导致具有高斯-马尔可夫或扩散解的随机方程的逆时间形式。反向时间方程式来自特定的非经典mar分解,而高斯-马可夫方程和扩散解的反向时间方程式来自典型mar分解。这种非规范分解的需要源于混合状态空间的情况。此外,非高斯离散时间情况导致了包含贝叶斯估计步骤的反向时间方程。对于具有马尔可夫切换系数的线性系统,执行后一步,结果显示出该结果为固定间隔平滑问题提供了解决方案。对于将此平滑方法应用于具有突然操纵的轨迹,给出了仿真结果以说明所获得的反向时间方程的实际使用。

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