Articulated engineering vehicle path planning method based on support vector machine

A technology of support vector machines and engineering vehicles, which is applied in the field of path planning of articulated engineering vehicles based on support vector machines, and can solve problems such as not considering static obstacles

Active Publication Date: 2020-01-24
SOUTHEAST UNIV
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Problems solved by technology

[0002] At present, some literatures have been researched on vehicle path planning algorithms, such as path planning based on genetic algorithm, path planning based on artificial potential field method, path planning based on ant colony algorithm, path planning based on fast search random tree, etc. These algorithms Only the path planning requirements when the vehicle is moving forward; some other path planning algorithms, such as parking path planning, etc., consider the path planning requirements when moving forward and backward, but these documents do not consider other static obstacles except parking spaces thing

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  • Articulated engineering vehicle path planning method based on support vector machine
  • Articulated engineering vehicle path planning method based on support vector machine
  • Articulated engineering vehicle path planning method based on support vector machine

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[0033] In the following, the present invention will be further clarified with reference to specific examples. It should be understood that these examples are only used to illustrate the present invention and not to limit the scope of the present invention. After reading the present invention, those skilled in the art will understand various equivalent forms of the present invention. All the modifications fall within the scope defined by the appended claims of this application.

[0034] The implementation method of the present invention will be described in more detail below in conjunction with the accompanying drawings

[0035] Preparation: in figure 1 In the environment map 100×100, set the starting position coordinates of the roller (80, 20), the initial heading and the positive half axis of the x-axis angle 45°, the end position coordinates of the roller (10, 90), the initial heading and the positive half axis of the x-axis With an angle of 90°, the positions of the front and re...

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Abstract

The invention discloses an articulated engineering vehicle path planning method based on a support vector machine, and the method comprises the following steps: 1, searching a proper path in an experiment scene through employing a target-oriented quick search random tree algorithm, and respectively marking real obstacles at two sides of the path as two different classification labels; 2, respectively adding a group of virtual obstacles near the starting point and the ending point of the vehicle, marking the virtual obstacles as two different classification labels, and obtaining a two-dimensional optimal zero potential curve and a maximum interval of the marked real obstacles and virtual obstacles through a support vector machine theory; 3, obtaining a plurality of key inflection points onthe two-dimensional optimal zero potential curve by utilizing a 'farthest reachable distance method '; 4, obtaining a planned path. In consideration of the interference of obstacles in reality and thespecial steering characteristics of the articulated engineering vehicle, a path capable of enabling the articulated engineering vehicle to directly track is designed.

Description

Technical field [0001] The invention belongs to the field of vehicle path planning, and particularly relates to a path planning method for articulated engineering vehicles based on a support vector machine. Background technique [0002] At present, there are some literatures on vehicle path planning algorithms, such as path planning based on genetic algorithm, path planning based on artificial potential field method, path planning based on ant colony algorithm, path planning based on fast search random tree, etc. These algorithms Only consider the path planning requirements when the vehicle is moving forward; some other path planning algorithms, such as parking path planning, etc., also consider the path planning requirements when moving forward and backward, but these documents do not consider other static obstacles except parking spaces Things. [0003] Articulated construction vehicles have special steering mechanisms and driving characteristics, and are often used in non-struc...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06K9/62G01C21/20
CPCG06Q10/047G01C21/20G06F18/2411Y02T10/40
Inventor 王东许曈陈思维吴媞徐扬张为公
Owner SOUTHEAST UNIV
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