测绘通报 ›› 2026, Vol. 0 ›› Issue (7): 31-36.doi: 10.13474/j.cnki.11-2246.2026.0705

• 学术研究 • 上一篇    下一篇

一种顾及质量控制的GNSS/INS模糊度分步固定方法

班浩飞1, 李克昭1,2, 赵迪1, 雷伟伟1, 李森1, 石俊鹏1   

  1. 1. 河南理工大学测绘与国土信息工程学院, 河南 焦作 454000;
    2. 滨州魏桥国科高等技术研究院, 山东 滨州 256606
  • 收稿日期:2025-11-17 发布日期:2026-08-15
  • 通讯作者: 李克昭。E-mail:lkznwpu@126.com
  • 作者简介:班浩飞(1997—),男,博士生,研究方向为空间导航与定位技术。E-mail:bhf@home.hpu.edu.cn
  • 基金资助:
    国家自然科学基金(42574047);河南省自然科学基金(262300422738)

A quality-controlled stepwise ambiguity resolution method for GNSS/INS integration

Ban Haofei1, Li Kezhao1,2, Zhao Di1, Lei Weiwei1, Li Sen1, Shi Junpeng1   

  1. 1. Surveying and Landing Information Engineering, Henan Polytechnic University School, Jiaozuo 454000, China;
    2. Binzhou Institute of Technology, Weiqiao-UCAS Science and Technology Park, Binzhou 256606, China
  • Received:2025-11-17 Published:2026-08-15

摘要: [目的] 针对城市复杂环境下全球卫星导航系统与惯性导航系统紧组合模糊度固定难题,本文提出了一种基于质量控制的模糊度分步固定方法。[方法] 首先通过扩展卡尔曼滤波新息序列和IGG-Ⅲ抗差估计实现卫星数据质量分类,将模糊度划分为高质量与低质量子集。然后采用分步固定策略,对高质量子集进行降相关处理,通过Bootstrapping成功率和固定失败率比检验的双重验证后,将其作为约束条件更新低质量子集浮点解,进而完成最终固定。[结果] 试验表明,相较于传统方法,本文方法将模糊度固定成功率由50.62%提升至92.18%,有效固定率达91.58%,东、北、天3个方向的RMSE分别降低50.1%、48.7%、47.3%。[结论] 本文方法显著提升了城市环境下模糊度固定成功率和定位精度,为车载导航提供了有效的质量控制方案。

关键词: GNSS/INS紧组合, 质量控制, 模糊度固定, 抗差估计

Abstract: [Purposes] Aiming at the challenge of ambiguity resolution in tightly coupled GNSS and INS within complex urban environments,this paper proposes a quality control-based stepwise ambiguity fixing method. [Methods] This method classifies satellite data quality and partitions ambiguities into high-quality and low-quality subsets using the extended Kalman filter innovation sequence and IGG-Ⅲ robust estimation.A stepwise fixing strategy is adopted: the high-quality subset first undergoes decorrelation processing; after dual confirmation via the Bootstrapping success rate and fixed failure-rate ratio test,it serves as constraints to update the float solution of the low-quality subset,thereby achieving final fixation. [Findings] Experiments show that,compared with traditional methods,the proposed method improves the ambiguity fix success rate from 50.62% to 92.18%,with a valid fix rate of 91.58%.The RMS errors in the east,north,and up directions are reduced by 50.1%,48.7%,and 47.3%,respectively. [Conclusions] This method significantly enhances the ambiguity fix success rate and positioning accuracy in urban environments,providing an effective quality control solution for vehicle navigation.

Key words: tightly coupled GNSS/INS, quality control, ambiguity resolution, robust estimation

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