Availability evaluation and optimisation of advanced receiver autonomous integrity monitoring fault detection and exclusion considering temporal correlations

IF 1.4 4区 管理学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Jingtian Du, Kun Fang, Zhipeng Wang, Yanbo Zhu
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Abstract

The Advanced Receiver Autonomous Integrity Monitoring (ARAIM) provides an Aircraft-Based Augmentation System function for aircraft Global Navigation Satellite System equipment. Currently, the consideration of temporal correlations of test statistics is an important update to the ARAIM baseline algorithm. However, due to the tight budgets of integrity and continuity, the updated ARAIM Fault Detection and Exclusion (FDE) is not satisfactory in availability coverage. The baseline algorithm is based on equal allocation of integrity and continuity, which causes ARAIM to be susceptible to faults and satellite outages. An availability optimisation of ARAIM FDE based on dynamic budget allocation is proposed, aiming to make full use of the prior knowledge provided by the Integrity Support Message (ISM). The contribution of each solution separation test in the ARAIM FDE to the total continuity and integrity risks is estimated, and the continuity and integrity allocation constraints are obtained. The impacts of faults and satellite outages on availability are analysed, and a predictive Protection Level (PL) for ARAIM FDE is proposed for use as an objective function for optimising risk allocation. Then, a risk allocation method based on the multiplier penalty function method is proposed. The performances of the baseline algorithm and the proposed method under the maximum Number of Effective Samples are simulated. For dual-constellation H-ARAIM, the optimised Horizontal PL (HPL) is 40% lower than that of the baseline algorithm on average, and the average number of critical satellites supporting RNP 0.3 is less than 1 worldwide. For the three-constellation V-ARIAM, the optimised HPL is 27% lower than that of the baseline algorithm on average, and the optimised Vertical PL (VPL) is 18% lower. The proposed method has high availability coverage and can better respond to the requirements for high-performance navigation services.

Abstract Image

考虑时间相关性的先进接收器自主完整性监测故障检测和排除的可用性评估和优化
高级接收器自主完整性监测(ARAIM)为飞机上的全球导航卫星系统设备提供了机载增强系统功能。目前,考虑测试统计的时间相关性是对 ARAIM 基准算法的重要更新。然而,由于完整性和连续性预算紧张,更新后的 ARAIM 故障检测和排除(FDE)在可用性覆盖方面并不令人满意。基线算法基于完整性和连续性的平均分配,这导致 ARAIM 容易受到故障和卫星中断的影响。我们提出了基于动态预算分配的 ARAIM FDE 可用性优化方案,旨在充分利用完整性支持信息(ISM)提供的先验知识。估算了 ARAIM FDE 中每个解决方案分离测试对总连续性和完整性风险的贡献,并获得了连续性和完整性分配约束。分析了故障和卫星中断对可用性的影响,并提出了 ARAIM FDE 的预测保护级别 (PL),作为优化风险分配的目标函数。然后,提出了一种基于乘数惩罚函数法的风险分配方法。模拟了基线算法和所提方法在最大有效样本数下的性能。对于双星座 H-ARAIM,优化后的水平 PL(HPL)平均比基准算法低 40%,全球范围内支持 RNP 0.3 的关键卫星平均数量少于 1 颗。对于三星座 V-ARIAM,优化后的 HPL 平均比基准算法低 27%,优化后的垂直 PL (VPL) 平均低 18%。所提出的方法具有高可用性覆盖范围,能更好地满足高性能导航服务的要求。
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来源期刊
Iet Radar Sonar and Navigation
Iet Radar Sonar and Navigation 工程技术-电信学
CiteScore
4.10
自引率
11.80%
发文量
137
审稿时长
3.4 months
期刊介绍: IET Radar, Sonar & Navigation covers the theory and practice of systems and signals for radar, sonar, radiolocation, navigation, and surveillance purposes, in aerospace and terrestrial applications. Examples include advances in waveform design, clutter and detection, electronic warfare, adaptive array and superresolution methods, tracking algorithms, synthetic aperture, and target recognition techniques.
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