A - Papers appearing in refereed journals
Addy, J. W. G., Ellis, R. H., MacLaren, C., Macdonald, A. J., Semenov, M. A. and Mead, A. 2022. A heteroskedastic model of park grass spring hay yields in response to weather suggests continuing yield decline with climate change in future decades. Journal of the Royal Society Interface. 19 (193), p. 20220361. https://doi.org/10.1098/rsif.2022.0361
Authors | Addy, J. W. G., Ellis, R. H., MacLaren, C., Macdonald, A. J., Semenov, M. A. and Mead, A. |
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Abstract | UK grasslands perform important environmental and economic functions, but their future productivity under climate change is uncertain. Spring hay yields from 1902 to 2016 at one site (the Park Grass Long Term Experiment) in southern England under four different fertiliser regimes were modelled in response to weather (seasonal temperature and rainfall). The modelling approach applied comprised: (1) a Bayesian model comparison to model parametrically the heteroskedasticity in a Gamma likelihood function; (2) a Bayesian varying intercept multiple regression model with an autoregressive lag one process (to incorporate the effect of productivity in the previous year) of the response of hay yield to weather from 1902 to 2016. The model confirmed that warmer and drier years, specifically, autumn, winter and spring, in the 20th and 21st centuries reduced yield. The model was applied to forecast future spring hay yields at Park Grass under different climate change scenarios (HadGEM2 and GISS RCP 4.5 and 8.5). This application indicated that yields are forecast to decline further between 2020 and 2080, by as much as 48-50%. These projections are specific to Park Grass, but implied a severe reduction in grassland productivity in southern England with climate change during the 21st century. |
Keywords | Climate change; Fertilizer; Grassland; Hay; Long-term experiment; Rainfall; Yield; Temperature; UK; Fertiliser; Ecology; Applied statistics |
Year of Publication | 2022 |
Journal | Journal of the Royal Society Interface |
Journal citation | 19 (193), p. 20220361 |
Digital Object Identifier (DOI) | https://doi.org/10.1098/rsif.2022.0361 |
Open access | Published as green open access |
Funder | Lawes Agricultural Trust |
Funder project or code | The Rothamsted Long Term Experiments [2017-2022] |
Accepted author manuscript | |
Supplemental file | |
Output status | Published |
Publication dates | |
Online | 24 Aug 2022 |
Publication process dates | |
Accepted | 26 Jul 2022 |
Publisher | Royal Society Publishing |
ISSN | 1742-5689 |
Permalink - https://repository.rothamsted.ac.uk/item/98980/a-heteroskedastic-model-of-park-grass-spring-hay-yields-in-response-to-weather-suggests-continuing-yield-decline-with-climate-change-in-future-decades
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