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Which corrective outcome from kinematic disruption occurs from an autonomous mobile robot navigating with contaminated wheel encoders and LIDAR input?

A)Trajectory path deviation increases slightly
B)Adaptive Kalman filtering gain decreases
C)Sensor data fusion weight increases
D)Static obstacle mapping becomes corrupted

💡 Explanation

Adaptive Kalman filtering reduces sensor reliance from low confidence contaminated encoders by suppressing corresponding filters, thus avoiding erratic behavior due to noisy inputs because reliable sensor fusion diminishes contribution weight of contaminated inputs, therefore gain reduction in kinematic response rather than corrupting static obstacle mapping.

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