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path_smooth_with_kappa

refer to :https://github.com/studentlemon/path_smooth_with_kappa

This is used for smoothing path. SQP optimization model is established in Cartesian coordinate system.

State space:

image

In this repo, θ is the bias between the angle of reference point and decision variable. k is the curvature. In this model, speed is considered as an constant value, is therefore replaced by a constant distance ds.

  1. Objective function:

image

  1. Constraints:

image

In the kinematic model constrians, Taylor expansion is used based on reference points.

As shown in figure below, SQP is the smoothing result, where IHA* represents the original path.

SQP