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Vaheddoost, Babak and Mohammadi, Babak, 2025. A study of the relationship between GRACE-TWSA and large-scale atmospheric-oceanic patterns. Hydrological Sciences Journal, 70(13):2401–2415, doi:10.1080/02626667.2025.2537851.
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@ARTICLE{2025HydSJ..70.2401V,
author = {{Vaheddoost}, Babak and {Mohammadi}, Babak},
title = "{A study of the relationship between GRACE-TWSA and large-scale atmospheric-oceanic patterns}",
journal = {Hydrological Sciences Journal},
keywords = {Climatic oscillation, principal component analyses, remote sensing, wavelet coherent transform},
year = 2025,
month = oct,
volume = {70},
number = {13},
pages = {2401-2415},
abstract = "{This study aims to investigate the connections between changes in the
Total Water Storage Anomaly (TWSA) associated with 12
continental/subcontinental regions derived from the Gravity
Recovery and Climate Experiment (GRACE) satellite and 25
different Large-Scale Climate Oscillation Indices (LSCOI).
Initially, correlation analyses were performed and then the
principal component analyses together with wavelet coherent
transform were employed in the analyses. The results explain
over 50\% of TWSA variability, with the Pacific and Indian
Oceans exerting strong influence. While Southern Hemisphere
regions display consistent long-term relationships with LSCOI
patterns, the Northern Hemisphere exhibits more complex
dynamics, including trade-offs between leading and lagging
effects and in-phase versus anti-phase states. Random Forest and
M5 Tree models were then applied using high-correlation LSCOIs
as predictors for regional TWSAs. Results of models confirmed
the robustness of the identified teleconnections and
demonstrated the potential for predicting regional water storage
anomalies using climate oscillation indices.}",
doi = {10.1080/02626667.2025.2537851},
adsurl = {https://ui.adsabs.harvard.edu/abs/2025HydSJ..70.2401V},
adsnote = {Provided by the SAO/NASA Astrophysics Data System}
}
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