A Localization Evaluation System for Autonomous Vehicle

被引:0
作者
Yin, Yuan [1 ]
Chen, Wanmi [1 ]
Wang, Yang [1 ]
Jin, Hongzhou [1 ]
机构
[1] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200072, Peoples R China
来源
INTELLIGENT COMPUTING AND INTERNET OF THINGS, PT II | 2018年 / 924卷
关键词
Autonomous vehicle; Localization evaluation; Grid hypothesis model; Kullback-Leibler divergence; Fourier transform;
D O I
10.1007/978-981-13-2384-3_22
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The autonomous vehicle is a kind of intelligent robot. At present, there are many algorithms for autonomous vehicle localization, but few methods for localization evaluation. To solve this problem, a grid hypothesis model using the existing prior information of the surrounding environment and posterior information of current laser real-time collection of autonomous vehicle is proposed, Kullback-Leibler divergence and Fourier transform are methods to evaluate the current location results. The above two methods can give relatively accurate evaluation results and corresponding evaluation method can be selected according to the actual speed and accuracy requirements.
引用
收藏
页码:236 / 245
页数:10
相关论文
共 11 条
  • [1] [Anonymous], 2006, Intelligent robotics and autonomous agents
  • [2] Galceran E, 2015, IEEE INT C INT ROBOT, P3559, DOI 10.1109/IROS.2015.7353874
  • [3] Kurashiki K., 2010, Proceedings of the 2010 IEEE/SICE International Symposium on System Integration (SII 2010), P31, DOI 10.1109/SII.2010.5708297
  • [4] Kwon Jiuk, 2008, I CONTROL ROBOTICS S, V14, P800
  • [5] Intelligent unmanned ground vehicle navigation via information evaluation
    Madhavan, R.
    Messina, E.
    [J]. ADVANCED ROBOTICS, 2006, 20 (12) : 1375 - 1400
  • [6] Nguyen N., 2006, P IEEE INT C IND TEC, P2427
  • [7] Gaussian mixture models for probabilistic localization
    Pfaff, Patrick
    Plagemann, Christian
    Burgard, Wolfram
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-9, 2008, : 467 - +
  • [8] Shoukry Y., 2009, 4 INT DES TEST WORKS
  • [9] Tripathi SK, 2016, 2016 INTERNATIONAL CONFERENCE ON RECENT ADVANCES AND INNOVATIONS IN ENGINEERING (ICRAIE)
  • [10] Tsalatsanis A., 2007, 2007 MED C CONTR AUT