An Adaptive Map-Matching based on Dynamic Time Warping for Pedestrian Positioning using Network Map

被引:0
|
作者
Wakuda, Yuki [1 ]
Asano, Satoshi [1 ]
Koshizuka, Noboru [1 ]
Sakamura, Ken [1 ]
机构
[1] Univ Tokyo, Interfac Initiat Informat Studies, Grad Sch Interdisciplinary Informat Studies, Dept Interfac Initiat Informat Studies, Tokyo 1138654, Japan
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This study aims to recognize a pedestrian's position in a metropolitan environment. In this study, we attempt to improve the accuracy of the positioning result by combining a map-matching method with the dead-reckoning estimation result estimated using portable sensor values. We use a network map for map-matching and apply the Dynamic Time Warping algorithm as the matching method to realize a robust map-matching for a pedestrian's complex walking route pattern. In an experiment in the city of Ginza, Tokyo, which covers an area of 800 square meters, the duration for one test case ranged from 30 min to 1 h. According to our evaluation, our proposed method has an average positioning error of 2.9 m Therefore, the proposed method has robust positioning in case of variable pace walking, meandering, and random stoppages.
引用
收藏
页码:590 / 597
页数:8
相关论文
共 50 条
  • [1] An Indoor Positioning System Using Pedestrian Dead Reckoning with WiFi and Map-matching Aided
    Nguyen-Huu, Khanh
    Lee, KyungHo
    Lee, Seon-Woo
    2017 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2017,
  • [2] A dynamic map-matching method for adaptability
    Hong Wei
    Tian Yantao
    Xu Bin
    PROCEEDINGS OF THE 26TH CHINESE CONTROL CONFERENCE, VOL 6, 2007, : 66 - +
  • [3] A Practical HMM-Based Map-Matching Method for Pedestrian Navigation
    Ma, Shengjie
    Lee, Hyukjoon
    2023 INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING, ICOIN, 2023, : 806 - 811
  • [4] Intelligent map-matching algorithm based on map information
    Li L.-L.
    Chen J.-B.
    Yang L.-M.
    Yin J.-Y.
    Hu M.-K.
    Gao H.-B.
    Zhongguo Guanxing Jishu Xuebao/Journal of Chinese Inertial Technology, 2016, 24 (02): : 170 - 174
  • [5] Adaptive map matching based on dynamic word embeddings for indoor positioning
    Lan, Xinyue
    Zhang, Lijia
    Xiao, Zhuoling
    Yan, Bo
    NEUROCOMPUTING, 2023, 553
  • [6] A Positioning Algorithm of Autonomous Car Based on Map-matching and Environmental Perception
    Xu Qian
    Wang Meiling
    Du Zhifang
    Zhang Yi
    2014 33RD CHINESE CONTROL CONFERENCE (CCC), 2014, : 707 - 712
  • [7] Map-Matching Using Shortest Paths
    Chambers, Erin
    Fasy, Brittany Terese
    Wang, Yusu
    Wenk, Carola
    ACM TRANSACTIONS ON SPATIAL ALGORITHMS AND SYSTEMS, 2020, 6 (01)
  • [8] Map-Matching Using Shortest Paths
    Chambers, Erin
    Fasy, Brittany Terese
    Wang, Yusu
    Wenk, Carola
    PROCEEDINGS OF THE 3RD INTERNATIONAL WORKSHOP ON INTERACTIVE AND SPATIAL COMPUTING (IWISC 18), 2018, : 44 - 51
  • [9] Multiple Hypothesis Testing Approach to Pedestrian INS with Map-Matching
    Koroglu, M. Taha
    Korkmaz, Mehmet
    Yilmaz, Alper
    Durdu, Akif
    2019 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2019,
  • [10] A Map-matching Algorithm Based on Graphics
    Yang Qiangrong
    Wang Meiling
    Yang Hua
    2013 32ND CHINESE CONTROL CONFERENCE (CCC), 2013, : 5046 - 5051