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NLOS Signal Identification and PPP Optimization Method for Low-Cost Device
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Linyang LI1, Jiawei YOU1, Yang CUI2, Qingyong ZHOU3, Zhenbang XU1
Journal of Geodesy and Geodynamics | 2026, 46(1) : 9 - 16
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Journal of Geodesy and Geodynamics | 2026, 46(1): 9-16
NLOS Signal Identification and PPP Optimization Method for Low-Cost Device
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Linyang LI1, Jiawei YOU1, Yang CUI2, Qingyong ZHOU3, Zhenbang XU1
Affiliations
  • 1 School of Surveying and Mapping, Information Engineering University, Zhengzhou 450001, China
  • 2 Military Facility Departnent, PLA Joint Logistics Support Force University of Engineering, Chongqing 401331, China
  • 3 Xi'an Institute of Surveying and Mapping, Xi'an 710054, China
Published: 2026-01-15 doi: 10.14075/j.jgg.2025.02.037
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In urban environments, range measurement errors caused by non-line-of-sight (NLOS) signals significantly impact the precise positioning performance of global navigation satellite systems (GNSS), especially for low-cost devices and precise point positioning (PPP) that require accurate error processing. To address this issue, this paper designs a method for detecting NLOS signals based on the inertial navigation system (INS) and fisheye camera, and proposes an equivalent weight matrix update scheme for NLOS signals based on observation residuals to mitigate the adverse effects of NLOS signals on PPP. In the experiments, low-cost helical antennas and u-blox boards were used to collect two sets of vehicle-mounted data in Wuhan and Zhengzhou. The results show that the proportion of NLOS signal occurrences varies significantly across different scenarios, with tree shading and building blockage being the main factors causing NLOS signals. The optimized PPP achieves significant improvements in positioning accuracy and stability, especially in bridge-shaded and tree-shaded environments. The positioning errors were reduced from 21.259 m and 11.814 m to 17.071 m and 9.239 m, respectively, with improvement rates of 19.7% and 21.8%.

low-cost device  /  non-line-of-sight (NLOS) signal  /  inertial navigation system (INS)  /  fish-eye camera  /  precise point positioning (PPP) optimization
李林阳, 游嘉伟, 崔阳, 周庆勇, 徐振邦. 低成本设备NLOS信号识别和PPP优化方法. 大地测量与地球动力学, 2026 , 46 (1) : 9 -16 . DOI: 10.14075/j.jgg.2025.02.037
Linyang LI, Jiawei YOU, Yang CUI, Qingyong ZHOU, Zhenbang XU. NLOS Signal Identification and PPP Optimization Method for Low-Cost Device[J]. Journal of Geodesy and Geodynamics, 2026 , 46 (1) : 9 -16 . DOI: 10.14075/j.jgg.2025.02.037
Year 2026 volume 46 Issue 1
37
15
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Article Info
doi: 10.14075/j.jgg.2025.02.037
  • Receive Date:2024-12-23
  • Online Date:2026-10-29
  • Published:2026-01-15
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  • Received:2024-12-23
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Affiliations
    1 School of Surveying and Mapping, Information Engineering University, Zhengzhou 450001, China
    2 Military Facility Departnent, PLA Joint Logistics Support Force University of Engineering, Chongqing 401331, China
    3 Xi'an Institute of Surveying and Mapping, Xi'an 710054, China
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小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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