一种用于模拟自动驾驶汽车的虚拟传感器的建模和开发方法
István Barabás1, Calin Iclodean1, Horia Beles2
1Department of Automotive Engineering and Transports, Technical University of Cluj-Napoca Romania, Muncii Bd. 103-105, 400114 Cluj-Napoca, Romania.
Sensors (Basel, Switzerland)
|September 19, 2025
概括
本研究详细介绍了一种自动驾驶汽车的虚拟模型,通过各种虚拟传感器模拟实时操作. 该模型建在CarMaker中,可以通过实验测量进行验证的计算机模拟.
科学领域:
- 虚拟建模和模拟的虚拟建模和模拟
- 汽车工程 汽车工程
- 机器人技术 机器人技术 机器人技术
背景情况:
- 虚拟模型对于在受控环境中研究复杂系统至关重要.
- 虚拟模型的复杂性必须平衡准确性和计算可行性.
- 计算机模拟需要通过实验测量进行验证.
研究的目的:
- 为模拟目的开发和展示自动驾驶汽车的虚拟模型.
- 概述虚拟自动驾驶汽车模型的功能和组件.
- 突出虚拟传感器在自动驾驶汽车模拟中的作用.
主要方法:
- 使用CarMaker软件 (12.0版本) 来创建虚拟自动驾驶汽车模型.
- 集成了一套全面的虚拟传感器套件,包括雷达,激光雷达,相机和超声波传感器.
- 在系统层面模拟实时车辆操作.
主要成果:
- 虚拟模型准确地实时模拟基本的车辆系统.
- 整合了各种各样的虚拟传感器,涵盖了各种各样的感知需求.
- 该模型作为开发虚拟测试场景的开放平台.
结论:
- 像开发的虚拟模型一样,对于自动驾驶汽车技术的进步至关重要.
- 多个虚拟传感器的集成提高了自动驾驶汽车模拟的可靠性.
- 汽车制造商平台为虚拟测试和验证提供了一个强大的环境.
相关概念视频
Virtual Work for a System of Connected Rigid Bodies
729
Virtual work is a powerful method used to solve problems involving several connected rigid bodies. When the system is in equilibrium, virtual work is zero. This allows the calculation of the resulting forces when a system undergoes a virtual displacement. When attempting to analyze such a system, first, use a free-body diagram, where an independent coordinate represents the configuration of the links, and mark its deflected position resulting from the positive virtual displacement.
Next,...
Next,...
729
Modeling and Similitude
617
Scaled modeling is a fundamental technique in engineering, enabling the study of large and complex systems by creating smaller, manageable replicas that recreate critical characteristics of the original. In hydrology and civil infrastructure, for example, scaled models of dams help analyze water flow, turbulence, and pressure. This method allows for accurate predictions of real-world behavior within a controlled environment, significantly reducing the cost and time involved in full-scale...
617
Modeling with Differential Equations
20
Population dynamics can be described mathematically by considering the population size P(t) as a function of time. The rate of change of the population is then represented by the derivative of P(t). A simple assumption is that the rate of growth is proportional to the size of the population itself. This leads to an exponential growth model, where the population increases rapidly without bound. While this is a useful first approximation, it does not reflect realistic long-term...
20
PD Controller: Design
624
In automotive engineering, car suspension systems often employ Proportional Derivative (PD) controllers to enhance performance. PD controllers are utilized to adjust the damping force in response to road conditions. A controller, acting as an amplifier with a constant gain, demonstrates proportional control, with output directly mirroring input.
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
Designing a continuous-data controller requires selecting and linking components like adders and integrators, which are fundamental in Proportional,...
624
Three-Dimensional Force System:Problem Solving
1.3K
A three-dimensional force system refers to a scenario in which three forces act simultaneously in three different directions. This type of problem is commonly encountered in physics and engineering, where it is necessary to calculate the resultant force on the system, which can then be used to predict or analyze the behavior of the object or structure under consideration.
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
To solve a three-dimensional force system, first resolve each force into its respective scalar components. Do this using...
1.3K


