Improved Hybrid A-Star Algorithm for Path Planning in Autonomous Parking System Based on Multi-Stage Dynamic Optimization

被引:21
|
作者
Meng, Tianchuang [1 ]
Yang, Tianhong [2 ,5 ]
Huang, Jin [1 ]
Jin, Wenrui [2 ,5 ]
Zhang, Wei [1 ]
Jia, Yifan [1 ]
Wan, Keqian [3 ]
Xiao, Gang [3 ]
Yang, Diange [1 ]
Zhong, Zhihua [1 ,4 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[2] Tongji Univ, Sch Mech Engn, Shanghai 201804, Peoples R China
[3] Jiangxi Kmax Ind Co Ltd, 1589 Zishi Rd, Nanchang 330100, Peoples R China
[4] Chinese Acad Engn, 2 Bingjiaokou Bystreet, Beijing 100088, Peoples R China
[5] Hunan Univ, State Key Lab Adv Design & Mfg Vehicle Body, Changsha 410082, Hunan, Peoples R China
关键词
Autonomous driving; Autonomous parking system; Path planning; Hybrid A-star algorithm; Multi-stage dynamic optimization; Voronoi field; PARALLEL PARKING; CURVATURE; REEDS;
D O I
10.1007/s12239-023-0038-1
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The recent proliferation of intelligent technologies has promoted autonomous driving. The autonomous parking system has become a popular feature in autonomous driving. Hybrid A-star algorithm is a commonly used path planning algorithm for its simplicity to deploy and the good characteristics of the generated paths in the practical engineering. To further enhance the path safety and efficiency of path planning in the autonomous parking system, this paper proposes an improved hybrid A-star algorithm through the safety-enhanced design and the efficiency-enhanced design. The safety-enhanced design integrates the Voronoi field potential into the path searching stage to take more account of path safety. The efficiency-enhanced design proposes a multi-stage dynamic optimization strategy which divides the path planning into multiple stages and performs dynamic optimization in each stage. Through simulation experiments, it is verified that the proposed improved algorithm not only generates a much safer path which stays farther from the obstacles but also significantly improves the searching efficiency in terms of time and space, merely at a finite cost of pre-processing work which can also be repeatedly utilized. We hope this paper will promote relative research on path planning in autonomous parking and serve as a reference for the practical engineering.
引用
收藏
页码:459 / 468
页数:10
相关论文
共 50 条
  • [31] Autonomous Parking Trajectory Planning With Tiny Passages: A Combination of Multistage Hybrid A-Star Algorithm and Numerical Optimal Control
    Sheng, Weitian
    Li, Bai
    Zhong, Xiang
    IEEE ACCESS, 2021, 9 : 102801 - 102810
  • [32] Convex optimization and A-star algorithm combined path planning and obstacle avoidance algorithm
    Chen G.-R.
    Guo S.
    Wang J.-Z.
    Qu H.-B.
    Chen Y.-Q.
    Hou B.-W.
    Chen, Guang-Rong (grchen@bjtu.edu.cn), 1600, Northeast University (35): : 2907 - 2914
  • [33] UAV Path Planning Based on Multi-Stage Constraint Optimization
    Shen, Yong
    Zhu, Yunlou
    Kang, Hongwei
    Sun, Xingping
    Chen, Qingyi
    Wang, Da
    DRONES, 2021, 5 (04)
  • [34] Path Planning of an Unmanned Surface Vessel Based on the Improved A-Star and Dynamic Window Method
    Hu, Shunan
    Tian, Shenpeng
    Zhao, Jiansen
    Shen, Ruiqi
    JOURNAL OF MARINE SCIENCE AND ENGINEERING, 2023, 11 (05)
  • [35] An Improved A-Star Algorithm for Complete Coverage Path Planning of Unmanned Ships
    Guo, Bo
    Kuang, Zhen
    Guan, Juhua
    Hu, Mengting
    Rao, Lanxiang
    Sun, Xiaoqiang
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2022, 36 (03)
  • [36] Improved A-STAR Algorithm for Power Line Inspection UAV Path Planning
    Li, Yanchu
    Dong, Xinzhou
    Ding, Qingqing
    Xiong, Yinlong
    Liao, Huilian
    Wang, Tao
    ENERGIES, 2024, 17 (21)
  • [37] An Improved A-Star Path Planning Algorithm Based on Mobile Robots in Medical Testing Laboratories
    Yin, Chengpeng
    Tan, Chunyu
    Wang, Chongqin
    Shen, Feng
    SENSORS, 2024, 24 (06)
  • [38] Towards Path Planning Algorithm Combining with A-Star Algorithm and Dynamic Window Approach Algorithm
    Li, Kaiyu
    Gong, Xiugang
    Tahir, Muhammad
    Wang, Tao
    Kumar, Rajesh
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (06) : 511 - 519
  • [39] Self-optimization A-Star algorithm for UAV path planning based on Laguerre diagram
    Wei, Rui-Xuan
    Xu, Zhuo-Fan
    Wang, Shu-Lei
    Lü, Ming-Hai
    Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2015, 37 (03): : 577 - 582
  • [40] Hierarchical Motion Planning Method Based on Hybrid A-star for Cruising in Parking Area
    Zhao J.
    Li L.
    Xue Z.
    Zhang Z.
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2023, 59 (24): : 290 - 298