多重力卫星编队对华北平原陆地水储量反演精度提升的潜力研究

Potential of Multi-Satellite Gravity Formations for Improving Terrestrial Water Storage Inversion Accuracy

  • 摘要: 重力卫星是监测全球质量迁移的重要手段,但现有GRACE类卫星受极地轨道限制,反演结果易受南北条带噪声影响,难以满足小尺度区域精细化监测需求。本文以华北平原为实验区,构建融合PCR-GLOBWB水文模型、地下水井观测和高频大气海洋信号的“真实世界”质量变化场,基于中国重力卫星轨道参数设计多组极地轨道编队和Bender编队,评估不同编队及滤波方法对条带噪声抑制和水储量信号恢复的影响。结果表明,未滤波结果中条带噪声占主导,仅当Bender编队不少于22组时信噪比转正;滤波后,极地轨道编队和Bender编队分别在超过17组和5组后精度提升趋缓。多极地轨道编队适合Swenson与高斯组合滤波,但会低估信号幅值;Bender编队更适合PnMl结合弱高斯/扇形滤波,可在降低误差的同时较好保持空间结构和幅度变化。研究表明,多卫星联合反演可显著提升区域水储量恢复精度,但仍需结合适当后处理方法。

     

    Abstract: Objectives: Gravity satellites are an important tool for monitoring global mass redistribution. However, current GRACE-type missions are constrained by polar-orbit configurations, and their inversion results are easily affected by north-south striping noise, making it difficult to meet the needs of fine-scale monitoring in small regions. Methods: Taking the North China Plain as the experimental region, this study constructs a “real-world” mass variation field by integrating the PCR-GLOBWB hydrological model, groundwater well observations, and high-frequency atmospheric-oceanic signals. Based on the orbital parameters of China’s gravity satellite mission, multiple polar-orbit formations and Bender-type formations are designed to evaluate the effects of different constellation configurations and filtering methods on striping noise suppression and water storage signal recovery. Results: The results show that striping noise dominates the unfiltered inversion results, and the signal-to-noise ratio becomes positive only when the number of Bender configurations is no fewer than 22. After filtering, the accuracy improvement of polar-orbit formation and Bender formation becomes marginal when their numbers exceed 17 and 5, respectively. Multi-polar formations are better suited to Swenson plus Gaussian filtering, although this combination underestimates signal amplitude. In contrast, Bender formations are better matched with PnMl de-striping combined with weak Gaussian or fan filtering, which can reduce errors while better preserving spatial structures and amplitude variations. Conclusions: Multi-satellite joint inversion can significantly improve the recovery accuracy of regional water storage changes, but appropriate post-processing methods are still required.

     

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