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Autonomous driving simulator for educational purposes

机译:用于教育目的的自动驾驶模拟器

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摘要

Interest in robotics field as a teaching tool to promote the STEM areas - Science, Technology, Engineering and Mathematics has grown in the past years. The search for costless solutions to promote robotics is a major challenge and the use of real robots always increases associated costs. An alternative to this is the use of a simulator. The construction of a simulator related with the Portuguese Autonomous Driving Competition using Gazebo as 3D simulator and Robotics Operating System (ROS) as a middleware connection to promote, attract, and enthusiasm university students to the mobile robotics challenges is presented. The proposed simulator focus on the autonomous driving competition task, such as semaphore recognition, localization, and motion control. An evaluation of the simulator is also performed, leading to an absolute error of 5.11% and a relative error of 2.76% on best case scenarios relating to the odometry tests and an accuracy of 99.37% regarding to the semaphore recognition tests performed.
机译:在过去的几年中,人们越来越关注机器人技术作为促进STEM领域教学的工具-科学,技术,工程和数学。寻找无成本的解决方案以促进机器人技术的发展是一项重大挑战,而使用真正的机器人总是会增加相关的成本。替代方法是使用模拟器。介绍了与葡萄牙自动驾驶竞赛相关的模拟器的构建,该模拟器使用凉亭作为3D模拟器,并以机器人操作系统(ROS)作为中间件连接,以促进,吸引和热情激发大学生对移动机器人挑战的兴趣。拟议的模拟器专注于自动驾驶竞赛任务,例如信号量识别,定位和运动控制。还对模拟器进行了评估,在与里程表测试有关的最佳情况下,绝对误差为5.11%,相对误差为2.76%,而对信号量识别测试的准确性为99.37%。

著录项

  • 来源
  • 会议地点 Gran Canaria(ES)
  • 作者单位

    Departamento de Engenharia Electrotécnica e de Computadores (DEEC) Faculdade de Engenharia da Universidade do Porto (FEUP) Rua Dr. Roberto Frias s, 4200-465 Porto, Portugal;

    Laboratório de Inteligência Artificial e Ciência de Computadores (LIACC), Porto, Portugal, Departamento de Engenharia Informática (DEI) Faculdade de Engenharia da Universidade do Porto (FEUP) Rua Dr. Roberto Frias s, 4200-465 Porto, Portugal;

    INESC TEC - INESC Technology and Science (formerly INESC Porto) and FEUP - Faculty of Engineering, University of Porto, Rua Dr. Roberto Frias s, 4200-465 Porto, Portugal;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Solid modeling; Mobile robots; Cameras; Robot vision systems; Wheels; Service robots;

    机译:实体建模;移动机器人;相机;机器人视觉系统;车轮;服务机器人;
  • 入库时间 2022-08-26 13:51:40

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