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Spatial heterogeneity of nonlinear signals, background noise and vertical velocities in GNSS vertical time series across the Tibetan Plateau: A systematic analysis of multi–source loading corrections

Pan, Yuanjin, Dong, Jie, He, Meilin, Yan, Qingyun, Wu, Qiwen, Chen, Tao, Jiao, Jiashuang, Lv, Yifei, and Zhou, Lv, 2026. Spatial heterogeneity of nonlinear signals, background noise and vertical velocities in GNSS vertical time series across the Tibetan Plateau: A systematic analysis of multi–source loading corrections. Geophysical Journal International, .

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@ARTICLE{2026GeoJI.tmp...75P,
       author = {{Pan}, Yuanjin and {Dong}, Jie and {He}, Meilin and {Yan}, Qingyun and {Wu}, Qiwen and {Chen}, Tao and {Jiao}, Jiashuang and {Lv}, Yifei and {Zhou}, Lv},
        title = "{Spatial heterogeneity of nonlinear signals, background noise and vertical velocities in GNSS vertical time series across the Tibetan Plateau: A systematic analysis of multi-source loading corrections}",
      journal = {Geophysical Journal International},
         year = 2026,
        month = mar,
     abstract = "{This study quantifies the spatial heterogeneity of nonlinear signals,
        background noise, and vertical velocities in GNSS vertical time
        series across the Tibetan Plateau (TP), using multi-source
        loading corrections to isolate tectonic deformation. We analyzed
        20 years of GNSS data (2002-2021) from CMONOC and NGL networks,
        processed via GipsyX and referenced to ITRF2014. Non-tidal
        atmospheric (NTAL), oceanic (NTOL), and hydrological (HYDL)
        loading effects were applied utilizing operational models from
        GFZ and GRACE mascon data (CSR/JPL/GSFC), followed by common
        mode error (CME) filtering. The findings highlight significant
        spatial heterogeneity: Monsoon-dominated southern TP exhibits
        10-20 per cent RMS reduction after non-tidal atmospheric-oceanic
        (AO) loading corrections, while northern TP shows minimal
        improvement (<10 per cent), highlighting non-atmospheric noise
        dominance. Integration of AO and GRACE-modeled hydrological
        (AOG) loading corrections outperform soil moisture-based models
        (AOH), achieving 25-35 per cent RMS reduction in glacier-covered
        Himalayas by resolving cryospheric mass loss. Spectral and
        principal component analysis (PCA) analyses confirm AOG's
        superiority in suppressing interannual signals (PC1 variance:
        62.7 per cent vs. AOH's 60.3 per cent), particularly in monsoon-
        ENSO-affected regions. Noise modeling demonstrates high
        spatiotemporal correlations (63.1 per cent WN + FN in raw data),
        with flicker noise (FN > 5.2 mm) linked to seismic activity in
        southeastern TP and power-law noise (PL > 3.5 mm) to permafrost
        dynamics in the north. Post-AOG\_CME processing simplifies noise
        structures (WN + GGM dominance: 32.9 per cent), reducing
        velocity uncertainties by 26.9 per cent and revealing a residual
        + 1.2 mm/yr uplift in the southern inner TP, indicative of mid-
        crustal flow. Persistent uncertainties (>0.55 mm/yr) along the
        Himalayan thrust front correlate with deep lithospheric
        boundaries. Our findings demonstrate the necessity of
        integrating GRACE-derived corrections with CME filtering to
        accurately delineate tectonic signals within the intricate
        suture zones of the TP, offering crucial insights into plateau-
        wide geodynamic processes.}",
          doi = {10.1093/gji/ggag104},
       adsurl = {https://ui.adsabs.harvard.edu/abs/2026GeoJI.tmp...75P},
      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}

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