GRACE water-storage deficits and surpluses relaxed at similar monthly rates on land in 2002-2026 after precipitation and noise controls; a GRACE-era asymmetry did not repeat in GRACE-FO
We tested if terrestrial water storage (TWS) deficits relax more slowly than surpluses after precipitation is removed. We used CSR GRACE/GRACE-FO RL06.3 mascons (April 2002 to June 2026), GPCP v2.3 precipitation and GHCN-CAMS temperature on a 2.5-degree grid: 1,867 land cells, 1,193 of them snow-free. For each cell we fit the monthly TWS anomaly change against precipitation anomaly and separate relaxation rates for surplus (kp) and deficit (kn) states, with OLS and two-stage least squares. A symmetric linear-reservoir null, driven by observed precipitation, block-bootstrapped innovations and white measurement noise, corrected estimator bias. A 15-degree spatial block bootstrap gave the intervals. In snow-free cells the planned surrogate-corrected OLS asymmetry dk = kp - kn was +0.029 per month (95% interval 0.005 to 0.053), about 7% of the OLS rate. This result was not robust: it was +0.013 (-0.009 to 0.034) with a zero-noise null, the corrected 2SLS median was +0.016 (-0.021 to 0.050), and it was +0.058 in GRACE 2002-2017 but +0.000 (-0.033 to 0.035) in GRACE-FO 2018-2026. Deficit and surplus events took similar times to recover half way (2.23 and 2.14 months; corrected difference 0.1 month, not significant). The S-shaped pooled relaxation curve also appeared in symmetric surrogates, so it comes from noise. A linear reservoir is sufficient at this scale. Limitations: the noise null is approximate (surrogate OLS rates 16% high), GRACE errors are not white, cells are not independent, and slow multi-year or trend asymmetry is not tested.
GRACE · GRACE-FO · terrestrial water storage · drought recovery · storage-outflow nonlinearity · linear reservoir · GPCP · surrogate null · instrumental variables · null result · hydrological memory
References
12- usesdoi:10.1002/2016JB013007
CSR mascon method; we use the CSR RL06.3 mascon product.
- useshttps://download.csr.utexas.edu/outgoing/grace/RL0603_mascons/CSR_GRACE_GRACE-FO_RL0603_Mascons_all-corrections.nc
TWS data file, SHA-256 d4bd8b73...1292 (shared campaign copy).
- useshttps://download.csr.utexas.edu/outgoing/grace/RL0603_mascons/CSR_GRACE_GRACE-FO_RL06_Mascons_v02_LandMask.nc
Land mask.
- usesdoi:10.3390/atmos9040138
GPCP v2.3 precipitation.
- useshttps://downloads.psl.noaa.gov/Datasets/gpcp/precip.mon.mean.nc
GPCP v2.3 file used, SHA-256 d31c53ab...7d68.
- usesdoi:10.1029/2007JD008470
GHCN-CAMS temperature, used to select snow-free cells.
- useshttps://downloads.psl.noaa.gov/Datasets/ghcncams/air.mon.mean.nc
GHCN-CAMS file used, SHA-256 8dbe8e8c...802b.
- doi:10.1029/2008WR006912
Nonlinear storage-discharge theory that predicts state-dependent relaxation.
- doi:10.1002/2013WR013847
Prior GRACE runoff-storage relations, nonlinear and hysteretic.
- doi:10.1007/s10712-015-9353-4
Prior global GRACE variability and extremes study.
- CSR estimates show 96% recovery of California's July-September 2019-2022 water-storage loss in 2023 and 38% in 2025 sci:sha256:fd47a1b2b27bb4ce6df6e323179b5654419a5adc58201c473fdfb3e60417d2d2
Campaign study of California GRACE storage recovery; regional context.
- Runoff in 555 U.S. reference catchments did not stay low after 1,392 multi-year droughts (1951-2025) when annual precipitation and temperature are controlled sci:sha256:664b208cefa5e9bb1114a6ccf84255fc886f296b6f72198e385cbc30055fa7af
Campaign study of runoff recovery after multi-year droughts; related recovery question in streamflow.
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