密集环境下机动目标跟踪滤波性能评价

Y. Kosuge, H. Kameda
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引用次数: 4

摘要

提出了一种稠密环境下机动目标跟踪的新方法。这是对传统联合概率数据关联的扩展和改进。根据马尔可夫过程,假定机动加速度被限制为离散值和切换值的时不变集合。在该方法中,与标准卡尔曼滤波方程相比,目标的机动增加了预测协方差,因此验证门的大小会随着目标的机动而自动变化。通过计算机仿真,从跟踪成功率方面对该方法的性能进行了评价。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Evaluation of tracking filter performance for maneuvering targets in dense environment
A new method for maneuvering target tracking in a dense environment is presented. This is an extension and improvement of the conventional joint probabilistic data association. The maneuver acceleration is assumed to be limited to a time invariant set of discrete values and switched values according to the Markov process. In this method, the maneuver of a target increases the prediction covariance as compared with that obtained by standard Kalman filter equations, and so, the validation gate size varies automatically with the maneuver of the target. The performance of this method is evaluated in terms of tracking success rates by computer simulation.
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