RTDGPS Accuracy Improvement Using PSO-LSWSVM and Low-Cost GPS Receivers

被引:0
|
作者
Mohammad Hossein Refan
Adel Dameshghi
Mehrnoosh Kamarzarrin
机构
[1] Shahid Rajaee Teacher Training University,Faculty of Electrical Engineering
来源
关键词
RTDGPS; PSO-LSWSVM; Pseudo range corrections; Low-cost GPS receiver;
D O I
暂无
中图分类号
学科分类号
摘要
The position of mobile devices is determined by Real Time Differential Global Positioning System (RTDGPS). This system is composed of fixed and mobile station. The accuracy of this system depends on the speed of updating the correction data. Yet, this system often faces the problem of the reference GPS receiver’s signal cut off and internal or non- internal delays which increase the latency time and decrease the updating speed. The prediction models are used to compensate these delays. In this paper, the Particle Swarm Optimization Least Square Wavelet Support Vector Machine (PSO-LSWSVM) is used for predicting the DGPS correction. An experimental setup is designed in order to carry out the operations of reference and user stations. Low-cost receivers were used in both stations. The accuracy of PSO-LSWSVM was evaluated through various simulations and experimental. The practical tests showed that the accuracy of the designed RTDGPS is 0.42 m with PSO-LSWSVM and is equal to 0.73 m without it. In comparing with other method that recently is introduced; it has a higher positioning accuracy.
引用
收藏
页码:111 / 142
页数:31
相关论文
共 50 条
  • [31] Investigation of a low-cost and high-accuracy GPS/IMU system
    Da, R
    PROCEEDINGS OF THE NATIONAL TECHNICAL MEETING - NAVIGATION AND POSITIONING IN THE INFORMATION AGE, 1997, : 955 - 963
  • [32] Improving the accuracy of low-cost GPS measurements for remote sensing applications
    Rees, WG
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2001, 22 (05) : 871 - 881
  • [33] Preliminary study of low-cost GPS receivers for time synchronization of wireless sensor networks
    Kim, R.
    Nagayama, T.
    Jo, H.
    Spencer, B. F., Jr.
    SENSORS AND SMART STRUCTURES TECHNOLOGIES FOR CIVIL, MECHANICAL, AND AEROSPACE SYSTEMS 2012, PTS 1 AND 2, 2012, 8345
  • [34] GPS plus Galileo Single-Frequency Relative Positioning With Low-Cost Receivers
    Deprez, Cecile
    Warnant, Rene
    PROCEEDINGS OF THE 31ST INTERNATIONAL TECHNICAL MEETING OF THE SATELLITE DIVISION OF THE INSTITUTE OF NAVIGATION (ION GNSS+ 2018), 2018, : 3956 - 3966
  • [35] Cycle Slip Detection and Correction for Heading Determination with Low-Cost GPS/INS Receivers
    Henkel, Patrick
    Oku, Naoya
    VIII HOTINE-MARUSSI SYMPOSIUM ON MATHEMATICAL GEODESY, 2016, 142 : 291 - 299
  • [36] PERFORMANCE ANALYSIS OF LOW-COST SINGLE-FREQUENCY GPS RECEIVERS IN HYDROGRAPHIC SURVEYING
    Elsobeiey, Mohamed
    ISPRS WG IV/1 INTERNATIONAL CONFERENCE ON GEOMATIC AND GEOSPATIAL TECHNOLOGY 2017: GEOSPATIAL AND DISASTER MANAGEMENT, 2017, 42-4 (W5): : 67 - 71
  • [37] Navigation of mobile robot using Low-cost GPS
    Yuanliang Zhang
    Dong Pyo Hong
    International Journal of Precision Engineering and Manufacturing, 2015, 16 : 847 - 850
  • [38] Navigation of Mobile Robot Using Low-cost GPS
    Zhang, Yuanliang
    Hong, Dong Pyo
    INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2015, 16 (04) : 847 - 850
  • [39] Integrated Navigation System and Experiment of a Low-Cost and Low-Accuracy SINS/GPS
    Lin Xueyuan
    Xu Jin
    Zhou Min
    GEO-SPATIAL INFORMATION SCIENCE, 2007, 10 (03) : 177 - 180
  • [40] On the accuracy of low-cost dual-frequency GNSS network receivers and reference data
    Hodgson, Michael E.
    GISCIENCE & REMOTE SENSING, 2020, 57 (07) : 907 - 923