DART: A Compact Platform for Autonomous Driving Research

被引:0
作者
Lyons, Lorenzo [1 ]
Niesten, Thijs [1 ]
Ferranti, Laura [1 ]
机构
[1] Delft Univ Technol, Dept Cognit Robot, Reliable Robot Control Lab, NL-2628 CD Delft, Netherlands
来源
2024 35TH IEEE INTELLIGENT VEHICLES SYMPOSIUM, IEEE IV 2024 | 2024年
关键词
D O I
10.1109/IV55156.2024.10588526
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents the design of a research platform for autonomous driving applications, the Delft's Autonomous-driving Robotic Testbed (DART). Our goal was to design a small-scale car-like robot equipped with all the hardware needed for on-board navigation and control while keeping it cost-effective and easy to replicate. To develop DART, we built on an existing off-the-shelf model and augmented its sensor suite to improve its capabilities for control and motion planning tasks. We detail the hardware setup and the system identification challenges to derive the vehicle's models. Furthermore, we present some use cases where we used DART to test different motion planning applications to show the versatility of the platform. Finally, we provide a git repository with all the details to replicate DART, complete with a simulation environment and the data used for system identification.
引用
收藏
页码:129 / 136
页数:8
相关论文
共 21 条
[1]   Estimation of vehicle sideslip, tire force and wheel cornering stiffness [J].
Baffet, Guillaume ;
Charara, Ali ;
Lechner, Daniel .
CONTROL ENGINEERING PRACTICE, 2009, 17 (11) :1255-1264
[2]   Time-Inverted Kuramoto Model Meets Lissajous Curves: Multi-Robot Persistent Monitoring and Target Detection [J].
Boldrer, Manuel ;
Lyons, Lorenzo ;
Palopoli, Luigi ;
Fontanelli, Daniele ;
Ferranti, Laura .
IEEE ROBOTICS AND AUTOMATION LETTERS, 2023, 8 (01) :240-247
[3]  
Dosovitskiy A, 2017, PR MACH LEARN RES, V78
[4]  
Duckietown, Duckiebot
[5]   Distributed Nonlinear Trajectory Optimization for Multi-Robot Motion Planning [J].
Ferranti, Laura ;
Lyons, Lorenzo ;
Negenborn, Rudy R. ;
Keviczky, Tamas ;
Alonso-Mora, Javier .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2023, 31 (02) :809-824
[6]   AutoRally AN OPEN PLATFORM FOR AGGRESSIVE AUTONOMOUS DRIVING [J].
Goldfain, Brian ;
Drews, Paul ;
You, Changxi ;
Barulic, Matthew ;
Velev, Orlin ;
Tsiotras, Panagiotis ;
Rehg, James M. .
IEEE CONTROL SYSTEMS MAGAZINE, 2019, 39 (01) :26-55
[7]  
Juliussen E., 2023, Robotaxis: What Is Going On?
[8]   MPC-Based Motion-Cueing Algorithm for a 6-DOF Driving Simulator with Actuator Constraints [J].
Khusro, Yash Raj ;
Zheng, Yanggu ;
Grottoli, Marco ;
Shyrokau, Barys .
VEHICLES, 2020, 2 (04) :625-647
[9]  
Kong J, 2015, IEEE INT VEH SYM, P1094, DOI 10.1109/IVS.2015.7225830
[10]  
Li Y., 2024, IEEE Transactions on Intelligent Vehicles, P1