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面向模拟环境的自动驾驶道路场景生成方法研究

杨范 陈碧欢 赵文耘

计算机应用与软件2024,Vol.41Issue(8):53-59,91,8.
计算机应用与软件2024,Vol.41Issue(8):53-59,91,8.DOI:10.3969/j.issn.1000-386x.2024.08.008

面向模拟环境的自动驾驶道路场景生成方法研究

AUTONOMOUS DRIVING ROAD SCENE GENERATION METHOD FOR SIMULATED ENVIRONMENT

杨范 1陈碧欢 1赵文耘1

作者信息

  • 1. 复旦大学计算机科学技术学院 上海 200433
  • 折叠

摘要

Abstract

Aiming at the problem of generating road scenes for autonomous driving systems,this paper proposes a method to generate road scenes for simulation environment.This method defined and implemented eight types of road components,and used a guided road component composition method to compose the road components into road scenes.At the same time,the similarity between the road scenes was calculated according to the topological structure of the road scenes to complete the deduplication.The deduplicated road scene was co-simulated in the autonomous driving system and the simulator.Experiments show that compared with the road scene generation method based on random composition,the proposed method can generate road scenes that can be directly applied to the testing of autonomous driving systems,and make up for the limitation of insufficient diversity of geometric and topological structures of road scenes.

关键词

自动驾驶/道路场景生成/模拟环境

Key words

Autonomous driving/Road scene generation/Simulated environment

分类

信息技术与安全科学

引用本文复制引用

杨范,陈碧欢,赵文耘..面向模拟环境的自动驾驶道路场景生成方法研究[J].计算机应用与软件,2024,41(8):53-59,91,8.

基金项目

国家自然科学基金项目(62372114). (62372114)

计算机应用与软件

OA北大核心CSTPCD

1000-386X

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