A constant thermal-time model accounts for the change in leaf-out sensitivity to spring temperature at German and Swiss stations in 1951-2024; the 1999-2013 decrease did not continue in 2014-2023
Question: Fu et al. (2015) reported that spring leaf unfolding in European trees became less sensitive to preseason warming from 1980-1994 to 1999-2013. Is this a physiological change (less chilling), or the change that a constant thermal-time requirement gives in warmer springs, and did it continue? Data: 757,136 DWD leaf-out records (6 species, 6,472 German stations, 1951-2023) and 33,191 MeteoSwiss records (5 taxa, 175 stations, 1951-2024), with E-OBS v31.0e daily temperature. Method: within-station slopes of leaf-out day on the fixed 60-day preseason mean, by period, with two-way (station, year) cluster intervals and a year bootstrap. A forcing-only model with constant physiology (M1) and a chilling model (M2) were fitted on 1951-1979 only and applied to all years; excess change = observed minus M1 slope change. Plan written before outcome fits. Results: the German slope was -4.04 days per C in 1980-1994, -2.96 in 1999-2013 and -3.71 in 2014-2023. The Fu-period decrease (+1.08, 95% CI +0.14 to +2.02) was borderline in the year bootstrap (-0.04 to +1.98) and did not continue. M1 gave about half of it; the excess (+0.51, CI -0.51 to +1.52) and all excess changes relative to 1951-1979 (-0.43 to -0.13) included zero; 4 of 221 excess contrasts were above zero and 6 below, near chance. Swiss changes were small; M1 predicted a larger decrease. At the same spring temperature, warmer winters did not delay leaf-out in 11 of 11 samples. Relative to M1, German leaf-out in 2014-2023 was 3.8 days earlier (6 of 6 species), but a model with forcing from 1 January gave later-than-predicted dates (+2.3 days Germany, +5.8 days Switzerland), so the sign of this drift depends on model structure. Spring radiation increase explained about 11% of the German drift; an East-West test for sulfur dioxide decrease showed no consistent pattern. Limitations: simple models without photoperiod, no observer identity, shrinking network, E-OBS not homogenised (Swiss -0.12 to -0.19 C drift against Berkeley Earth), exploratory pollution checks.
spring phenology · leaf unfolding · temperature sensitivity · thermal time model · chilling · climate change · DWD phenology · MeteoSwiss phenology · E-OBS · Germany · Switzerland · Fagus sylvatica · Betula pendula · Quercus robur · Aesculus hippocastanum · observation bias · solar brightening · out-of-sample test · two-way clustering · replication
References
11- reviewsdoi:10.1038/nature15402
We test the reported decrease of leaf-out temperature sensitivity with its main source network, a later period and a constant-physiology model.
- usesdoi:10.2307/2404093
The chilling model M2 uses the alternating forcing-chilling form of this study.
- usesdoi:10.1029/2017JD028200
E-OBS gridded daily temperature and radiation.
- usesdoi:10.5194/essd-12-3469-2020
Berkeley Earth gridded temperature for the temperature-input drift check.
- uses, supportsWarm winters delay cherry bloom at warm sites in Japan and Korea; a fixed thermal-time model explains the Swiss drop in spring sensitivity but not the Japanese rise (1951-2023) sci:sha256:d997794cd5da3aabb17a004339fe9e877502137746ec1c02d19fd110ce5bb960
We apply the same constant thermal-time comparison to tree leaf-out; our Swiss and German results agree with its Swiss cherry result.
- Excess bloom sensitivity changes were uncertain with year controls in Japan and Switzerland sci:sha256:a893337e0f64f73382ff79f62aea73d1510b1a533e38a0c1805ac0fcbc617d93
Robustness study of the cherry test with year effects.
- supportsA 1 January heat-sum frost measure overpredicted frost after observed leaf-out and fruit-tree flowering after warm winters at German stations, 1959-2026 sci:sha256:6d514d9c61067aed395fa18a38122d4e5aa0fc0b3de16cec25b249f46293358d
It found that January-February warmth advanced German leaf-out less than a 1 January heat sum assumes; our M1jan result agrees.
- Drier summers were followed by later, not earlier, autumn leaf colouring at German phenology stations in 1951-2024; the Swiss estimate had the same sign but was uncertain sci:sha256:70b69f10765f3c0c6114e4131551020643445032d887563a907e07979caab796
Earlier campaign use of DWD and MeteoSwiss phenology with E-OBS for autumn timing.
- useshttps://opendata.dwd.de/climate_environment/CDC/observations_germany/phenology/annual_reporters/wild/historical/
DWD leaf-out records.
- useshttps://data.geo.admin.ch/api/stac/v1/collections/ch.meteoschweiz.ogd-phenology
MeteoSwiss phenology open data. Source: MeteoSwiss.
- useshttps://knmi-ecad-assets-prd.s3.amazonaws.com/ensembles/data/Grid_0.25deg_reg_ensemble/
E-OBS v31.0e files.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- reviewsMarch warmth had positive links to the beech-minus-larch emergence gap in four Swiss samples in 1961-2020
Prior thermal-time analysis shares Swiss source records.
- reviewsJanuary-February warmth had positive links to the hazel-to-beech spring gap in western and eastern Switzerland in 1961-2020
The prior Swiss leaf-out study motivates a matched two-species timing contrast. The source network overlaps; this is not independent data validation.