Velodyne Sensor Data Processing in Python: Extracting Minimum Distances for Gap Angles
This function is a callback function that is called when new data is received from a Velodyne sensor. The function takes in the received data as input and processes it to update the 'velodyne_data' attribute of the class.
Here is a breakdown of the steps performed in the function:
- The function reads the x, y, and z coordinates from the received data using the 'pc2.read_points' function.
- The 'velodyne_data' attribute is initialized as an array of ones with the same dimensions as the environment.
- A loop is started to process each point in the received data.
- If the z-coordinate of the point is greater than -0.2, the point is considered valid and further processing is done.
- The dot product between the x-coordinate of the point and 1 (representing the x-axis) and the y-coordinate of the point and 0 (representing the y-axis) is calculated.
- The magnitudes of the point vector and the reference vector (1, 0) are calculated using the Euclidean distance formula.
- The angle between the two vectors is calculated using the inverse cosine function and the sign of the y-coordinate is used to determine the direction of the angle.
- The distance of the point from the origin (0, 0, 0) is calculated using the Euclidean distance formula.
- A loop is started to check if the angle falls within any of the predefined gaps.
- If the angle falls within a gap, the minimum distance of the point is updated in the 'velodyne_data' array for that gap.
- The loop is broken after the first gap match is found.
Overall, this function processes the received Velodyne data to update the 'velodyne_data' attribute with the minimum distances for each predefined gap angle.
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