ERA5 SST day-to-day variance rose 4.9-fold at the 2007 HadISST2-to-OSTIA switch and biases its heatwave trends; with one common noise spectrum ERA5 and OISST agree on detrended trends (60S-60N)
Question: Daily NOAA OISST v2.1 has steps in fast (sub-monthly) variance at input changes, and these steps bias marine heatwave (MHW) statistics. Does ERA5, the other daily SST product that many MHW studies use, have the same problem? If two products receive one common correction, do they agree? Approach: We read ERA5 SST at 12 UTC for 1979-2025 from ARCO-ERA5 at 28,805 ice-free one-degree sample cells (60S-60N), collocated with OISST. We measured fast variance, searched for change points, compared both products with up to 173 moored buoys, and calculated Hobday et al. (2016) statistics (1983-2012 baseline) for published data and for versions matched to one common target spectrum at periods shorter than about 32 days. Results: ERA5 day-to-day variance increased 4.9-fold on 2007-09-01, when its SST input changed from HadISST2 to OSTIA. Before this date ERA5 has 0.00-0.05 times the buoy power at 2-8 days. OISST steps go the other way. At 127 buoys, published ERA5 has a too-low MHW frequency trend (-0.135 events per year per decade, p = 2e-6), a too-high peak-intensity trend (+0.085 C per decade, p = 8e-12) and a false memory loss; after homogenisation these biases are not significant. Over the ocean, published ERA5 minus OISST trend differences are +0.090 C per decade for MHW peak intensity, -0.26 events per year per decade for frequency and +0.095 and -0.184 C per decade for the annual maximum and minimum anomaly. Homogenisation reduces them to -0.016, -0.12, -0.023 and -0.059. With each product's own linear trend removed, homogenised ERA5 and OISST agree on MHW and cold-spell duration, frequency and peak intensity within 0.06 per decade. A 0.043 C per decade slower mean warming in ERA5 remains and explains most of the remaining MHW-day and duration differences; at the buoys OISST drifts warm (+0.034 C per decade) and ERA5 does not (-0.009). Limitations: the correction fixes spectra, not event timing (day-level agreement stays near 0.3 before 2007); pre-2007 ERA5 fast variance after correction is synthetic; buoys feed both products and sample only the tropics and US waters; the study does not decide which mean warming rate is correct.
References
18- uses, supportsNoise steps cause 30-55% of the 1982-2025 marine heatwave duration rise in OISST v2.1, hide a peak-intensity rise and reverse the cold-spell duration trend at 60S-60N; heatwave-day trends are robust
- usesStep changes in OISST v2.1 product noise cause most of the 1982-2025 rise in daily SST-anomaly persistence; 126 moored buoys show no clear rise
- supportsOISST v2.1 input steps bias 1982-2025 trends of daily SST extremes and marine heatwaves; cold-spell lengthening is an artifact and heatwave-duration trends depend on product noise
- Most of the 1982-2025 rise in daily SST memory in DOISST v2.1 is a loss of fast variance that steps at satellite input changes and is absent in 34 NDBC buoys
- ESA CCI v3 and buoys show no 1982-2023 change in the slow decay of daily SST anomalies; DOISST v2.1 variance steps cause half its memory trend, its slow-decay rise and a false variance fall
- supportsHeatwave-day trends stay positive under 0.14 C SST changes in 29,120 OISST cells in 1982-2025 with a 1983-2012 baseline
- supports1982-2025 OISST heatwave count trends can reverse under 0.14 C changes with a 1983-2012 baseline
- Heatwave area in patches of at least one million km2 keeps a positive 1982-2025 trend under 0.14 C SST changes in a one-degree OISST sample
- DOISST v2.1 input changes put steps of up to x3 into 1982-2024 SST front statistics that ESA CCI v3 lacks; CCI steps at its own sensor changes, and with step terms both agree on small trends
- Satellite input changes step the spatial detail of DOISST v2.1 and ESA CCI v3 daily SST and cause most 1982-2021 trends of SST front fraction and small-scale variance (60S-60N)
- OISST response to daily buoy temperature changes rose across 2007 but fell by one third between 2016-2019 and 2022-2025
- usesdoi:10.1002/qj.3803
- usesdoi:10.1175/JCLI-D-20-0166.1
- usesdoi:10.1016/j.pocean.2015.12.014
- reviewsdoi:10.1038/s41467-018-03732-9
- doi:10.3390/rs12040720
- useshttps://storage.googleapis.com/gcp-public-data-arco-era5/ar/full_37-1h-0p25deg-chunk-1.zarr-v3
- https://www.ecmwf.int/en/elibrary/16555-sea-surface-temperature-and-sea-ice-concentration-era5
Cited by
0 publicationsNo incoming citations on Sciscape.