Development, Analysis, and Real-life Benchmarking of RRT-based Path Planning Algorithms for Automated Valet Parking

被引:3
|
作者
Solmaz, Selim [1 ]
Muminovic, Rijad [2 ]
Civgin, Amar [1 ]
Stettinger, Georg [1 ]
机构
[1] Virtual Vehicle Res GmbH, Elect Elect & Software Dept, Control Syst Grp, Inffeldgasse 21a, A-8010 Graz, Austria
[2] Virtual Vehicle Res GmbH, Graz, Austria
关键词
D O I
10.1109/ITSC48978.2021.9564413
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the major application areas of highly automated vehicles is the problem of Automated Valet Parking (AVP). In this work, we analyze solutions and compare performances of RRT (rapidly exploring random tree) based approaches in the context of the AVP problem, which can also be applied in a more general low-speed autonomy context. We present comparison results using both simulation and real-life experiments on a representative parking use case. The results indicate better suitability of RRTx and RRV for utilization in typical AVP scenarios. The main contributions of this work lie in real-life experimental validation and comparisons of RRT approaches for use in low-speed autonomy.
引用
收藏
页码:621 / 628
页数:8
相关论文
共 5 条
  • [1] Autonomous Path Planning of Free-Floating Manipulators using RRT-based Algorithms
    Benevides, Joao R. S.
    Grassi, Valdir, Jr.
    2015 12TH LATIN AMERICAN ROBOTICS SYMPOSIUM AND 2015 3RD BRAZILIAN SYMPOSIUM ON ROBOTICS (LARS-SBR), 2015, : 139 - 144
  • [2] A novel path planning methodology for automated valet parking based on directional graph search and geometry curve
    Qin, Zhaobo
    Chen, Xin
    Hu, Manjiang
    Chen, Liang
    Fan, Jingjing
    ROBOTICS AND AUTONOMOUS SYSTEMS, 2020, 132 (132)
  • [3] Real-Time NMPC for an Automated Valet Parking with Load-Based Safety Constraints and a Path-Parametric Model
    Carlos, Barbara Barros
    Williams, Martin
    Pelourdeau, Benoit
    2023 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2023, : 10006 - 10013
  • [4] Environmental mapping and path planning for robots in orchard based on traversability analysis, improved LeGO-LOAM and RRT* algorithms
    Cao, Guangzheng
    Zhang, Baohua
    Li, Yang
    Wang, Zitong
    Diao, Zhihua
    Zhu, Qingzhen
    Liang, Zhiyan
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2025, 230
  • [5] Automated Cytomorphological Analysis of Bone Marrow Samples: A Proof-of-Principle Study for AI-Based Classification on a Real-Life Data Set of 979 Unselected Cases
    Kornauth, Christoph
    Lupperger, Valerio
    Maschek, Sven
    Kern, Wolfgang
    Haferlach, Claudia
    Haferlach, Torsten
    Pohlkamp, Christian
    BLOOD, 2023, 142