Automatic driving test scene construction method, device and equipment and readable storage medium

A test scenario and autonomous driving technology, applied in the field of equipment and readable storage media, autonomous driving test scenario construction method, and device field, can solve the problems of lack of automatic driving test scenario generation method, inability to effectively simulate real traffic scenarios, etc. Result distortion problem, increase the number, improve the efficiency of the effect

Pending Publication Date: 2020-12-04
CHANGAN UNIV
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, there is currently a lack of a method for generating autonomous driving test scenarios, which cannot effectively simulate real traffic scenarios

Method used

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  • Automatic driving test scene construction method, device and equipment and readable storage medium
  • Automatic driving test scene construction method, device and equipment and readable storage medium
  • Automatic driving test scene construction method, device and equipment and readable storage medium

Examples

Experimental program
Comparison scheme
Effect test

Embodiment

[0130] Embodiment: Our selected test scene is the vehicle cut-in collision avoidance scene under the straight-line driving condition of the expressway. In scene modeling, the highD dataset is used as the source of real traffic data. The collection area of ​​this data set is an approximately straight highway section with a length of about 420m, including 5 main carriageways. The data collection time is 45 minutes, including off-peak hours and peak hours. The data set provides detailed driving parameters exceeding the position, driving lane, speed, and acceleration of the observation vehicle in the collection area at a time interval of 0.1s.

[0131] According to the scene model of the front vehicle cutting into the highway environment, the corresponding data is extracted from the data set. at T 0 At this moment, the distance between cars A and B is D, and the speed difference between the two cars is V ref =V A -V B , and the collision time is TTC. According to the AEB co...

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PUM

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Abstract

The invention discloses an automatic driving test scene construction method, device and equipment and a readable storage medium, and the method comprises the steps: carrying out the extraction of a primitive scene from a real traffic scene, building a primitive scene description model, and selecting a description variable value from a primitive scene description variable distribution interval; carrying out random sampling on the description variables according to description variable distribution by a Monte Carlo method based on importance sampling to generate a test element scene; generatinga test scene according to the parameter test primitive scene of the test scene element in the test task and a recombination method. According to the method, an actual complex system can be directly simulated, the problem of result distortion caused by complex system simplification is effectively solved, and the problem of dimensionality disasters that high-dimensional problem numerical solution errors are rapidly increased along with increase of dimensionality is avoided; a high-risk scene enhanced generation method is adopted, more high-risk scenes are generated with lower calculation overhead, the number of the high-risk scenes in the generated scenes is effectively increased, the number of the low-risk scenes is reduced, and the test efficiency is improved.

Description

technical field [0001] The invention belongs to the technical field of automatic driving test, and relates to a method, a device, a device and a readable storage medium for constructing an automatic driving test scene. Background technique [0002] Self-driving cars are intelligent vehicles that integrate environmental perception, decision-making planning, and control execution, and represent the strategic commanding heights of future automotive technology. With the development of a series of key technologies, self-driving cars provide new ways to solve problems such as "traffic accidents, traffic congestion, environmental pollution, and energy shortages." A scientific and complete test verification and evaluation system is crucial to improving the efficiency of research and development of autonomous vehicles, improving relevant laws and regulations, and promoting the development of intelligent transportation. [0003] In addition, unlike the human-vehicle binary independen...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F30/20G06Q10/06G06F17/18
CPCG06F30/20G06F17/18G06Q10/0635G06F2111/08G06F30/15G06F18/29B60W60/001G06V20/41G06V20/56G06F18/2415
Inventor 赵祥模朱宇王润民周文帅徐志刚承靖钧张心睿刘占文李妍高赢
Owner CHANGAN UNIV
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