| CPC G01S 7/497 (2013.01) [B60W 60/001 (2020.02); G01S 17/931 (2020.01); B60W 2420/408 (2024.01); B60W 2556/45 (2020.02)] | 20 Claims |

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1. A computer-implemented method, comprising:
receiving, by a processor, first point cloud data generated by a first scanner device of a first autonomous driving vehicle (ADV);
applying one or more abnormality detection algorithms to the first point cloud data to determine an abnormality in the first point cloud data;
determining an abnormality type for the abnormality;
determining the abnormality is above a severity threshold based on the abnormality type;
in response to determining that the abnormality is above the severity threshold, transmitting, by the processor, a warning to inspect the first scanner device for any hardware malfunctions; and
transmitting a signal to control operating the ADV.
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