A UWB/Improved PDR Integration Algorithm Applied to Dynamic Indoor Positioning for Pedestrians

被引:63
|
作者
Chen, Pengzhan [1 ]
Kuang, Ye [1 ]
Chen, Xiaoyue [1 ]
机构
[1] East China Jiaotong Univ, Sch Elect Engn & Automat, Nanchang 330013, Jiangxi, Peoples R China
来源
SENSORS | 2017年 / 17卷 / 09期
基金
中国国家自然科学基金;
关键词
inertial navigation; UWB; indoor positioning; symmetrical features; error correction; SYSTEM; UWB;
D O I
10.3390/s17092065
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Inertial sensors are widely used in various applications, such as human motion monitoring and pedestrian positioning. However, inertial sensors cannot accurately define the process of human movement, a limitation that causes data drift in the process of human body positioning, thus seriously affecting positioning accuracy and stability. The traditional pedestrian dead-reckoning algorithm, which is based on a single inertial measurement unit, can suppress the data drift, but fails to accurately calculate the number of walking steps and heading value, thus it cannot meet the application requirements. This study proposes an indoor dynamic positioning method with an error self-correcting function based on the symmetrical characteristics of human motion to obtain the definition basis of human motion process quickly and to solve the abovementioned problems. On the basis of this proposed method, an ultra-wide band (UWB) method is introduced. An unscented Kalman filter is applied to fuse inertial sensors and UWB data, inertial positioning is applied to compensation for the defects of susceptibility to UWB signal obstacles, and UWB positioning is used to overcome the error accumulation of inertial positioning. The above method can improve both the positioning accuracy and the response of the positioning results. Finally, this study designs an indoor positioning test system to test the static and dynamic performances of the proposed indoor positioning method. Results show that the positioning system both has high accuracy and good real-time performance.
引用
收藏
页数:20
相关论文
共 50 条
  • [11] Application of improved dynamic RSSI algorithm in WIFI indoor positioning
    1600, International Frequency Sensor Association (168):
  • [12] Integration of UWB and IMU for precise and continuous indoor positioning
    Zhong, Ying
    Liu, Tianxia
    Li, Bofeng
    Yang, Ling
    Lou, Lizhi
    PROCEEDINGS OF 5TH IEEE CONFERENCE ON UBIQUITOUS POSITIONING, INDOOR NAVIGATION AND LOCATION-BASED SERVICES (UPINLBS), 2018, : 185 - 189
  • [13] Robust indoor positioning fusing PDR and RF technologies: The RFID and UWB case
    Zampella, Francisco
    Jimenez R, Antonio R.
    Seco, Fernando
    2013 INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN), 2013,
  • [14] Indoor Localization by Kalman Filter based Combining of UWB-Positioning and PDR
    Lee, Gang Toe
    Seo, Seung Beom
    Jeon, Wha Sook
    2021 IEEE 18TH ANNUAL CONSUMER COMMUNICATIONS & NETWORKING CONFERENCE (CCNC), 2021,
  • [15] A Fusion Algorithm of Indoor Positioning Based on PDR and RSS Fingerprint
    Shi, Ling-Feng
    Wang, Yue
    Liu, Gong-Xu
    Chen, Sen
    Shi, Yi-Fan
    IEEE SENSORS JOURNAL, 2018, 18 (23) : 9691 - 9698
  • [16] An Improved Integrated Indoor Positioning Algorithm Based on PDR and Wi-Fi Under Map Constraints
    Lin, Yiruo
    Yu, Kegen
    IEEE SENSORS JOURNAL, 2024, 24 (15) : 24096 - 24107
  • [17] Integration of UWB and BLE for Indoor Positioning Based on Network Adjustment
    Chen, Yu-Jung
    Lu, Eric Hsueh-Chan
    PROCEEDINGS OF THE 2024 25TH IEEE INTERNATIONAL CONFERENCE ON MOBILE DATA MANAGEMENT, MDM 2024, 2024, : 61 - 66
  • [18] An improved LSE-EKF optimisation algorithm for UAV UWB positioning in complex indoor environments
    Guan, Guantong
    Chen, Guohua
    JOURNAL OF CONTROL AND DECISION, 2023, 10 (04) : 547 - 559
  • [19] Dynamic Indoor Positioning with the Handover Algorithm
    Alsehly, F.
    Sabri, R. Mohd
    Sevak, Z.
    Arslan, T.
    PROCEEDINGS OF THE 23RD INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS 2010), 2010, : 1233 - 1242
  • [20] UWB positioning algorithm and accuracy evaluation for different indoor scenes
    Wang, Jian
    Wang, Minmin
    Yang, Deng
    Liu, Fei
    Wen, Zheng
    INTERNATIONAL JOURNAL OF IMAGE AND DATA FUSION, 2021, 12 (03) : 203 - 225