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Sensor bias jump detection and estimation with range only measurements

机译:传感器偏差跳跃检测和仅范围测量的估计

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摘要

A target can be positioned by wireless communication sensors. In practical system, the range based sensors may have biased measurements. The biases are mostly constant value, but they may jump abruptly in some special scenarios. An on-line bias change detection and estimation algorithm is presented in this paper. This algorithm can detect the jump bias based on Chi-Square Test, and then estimate the jump bias through Modified Augmented Extended Kalman filter. The feasibility and effectiveness of the proposed algorithms are illustrated in comparison with the Augmented Extended Kalman filter by simulations.
机译:可以通过无线通信传感器定位目标。在实际系统中,基于范围的传感器可能具有偏差的测量值。偏差大多是恒定值,但在某些特殊情况下可能会突然跳变。提出了一种在线偏差变化检测与估计算法。该算法可以基于卡方检验检测跳变偏差,然后通过改进的增强扩展卡尔曼滤波器估计跳变偏差。通过仿真与改进的扩展卡尔曼滤波器进行了比较,说明了所提算法的可行性和有效性。

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