Assessing the impact of extreme climate events on European gross primary production

IF 5.6 1区 农林科学 Q1 AGRONOMY Agricultural and Forest Meteorology Pub Date : 2024-12-26 DOI:10.1016/j.agrformet.2024.110374
Huihui Zhang , Hugo A Loaiciga , Akpona Okujeni , Ji Liu , Min Tan , Tobias Sauter
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Abstract

Climate warming and the associated intensification of extreme climate events (such as droughts, heavy precipitation, and heatwaves) present challenges to plant growth. Plant growth is influenced by a number of factors such as soil moisture, water demand by plants, temperature sensitivity, growth stage, and by irrigation practices in the case of crops. The response of plant growth to extreme climate events across a range of growing periods, climate regions, and agricultural land types under different irrigation strategies remains unclear. This study utilizes ten extreme climate indices and six drought indices to predict plant growth outcomes, as indicated by the end-of-growing season Gross Primary Production (GPP), across different growing seasons in Europe from 2003 to 2020. This work examines the impact of extreme climate events on plant growth with a novel explainable LightGBM model. This model elucidates the contribution of such events to plant growth, and helps to identify their tipping points. This paper's results demonstrate that early-season soil moisture and extreme absolute temperatures are key predictors in forecasting the end-of-growing season GPP, indicating potential drought memory. Plant growth correlates highly with extreme climate events in arid, cold, and temperate climates. In arid climates the extreme precipitation amounts are the predominant predictor of end-of-growing season GPP. Agricultural drought plays a leading role in the model prediction results in cold climates. Extreme climate events have a more pronounced effect on plant growth yield in rainfed cropland and grasslands compared to irrigated croplands. The implementation of irrigation strategies involving human intervention would help mitigate the impact of extreme climate events on plant growth outcomes.

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评估极端气候事件对欧洲初级生产总值的影响
气候变暖和与之相关的极端气候事件(如干旱、强降水和热浪)的加剧给植物生长带来了挑战。植物生长受到许多因素的影响,如土壤湿度、植物对水的需求、温度敏感性、生长阶段,以及作物的灌溉做法。不同灌溉策略下植物生长对不同生长期、气候区域和农业用地类型的极端气候事件的响应尚不清楚。本研究利用10个极端气候指数和6个干旱指数对2003 - 2020年欧洲不同生长季节的植物生长结果进行预测,并以生长季末的初级生产总值(GPP)为指标。本研究用一种新的可解释的LightGBM模型研究了极端气候事件对植物生长的影响。该模型阐明了这些事件对植物生长的贡献,并有助于确定它们的引爆点。结果表明,季前土壤湿度和极端绝对温度是预测季末GPP的关键预测因子,反映了潜在的干旱记忆。在干旱、寒冷和温带气候中,植物生长与极端气候事件高度相关。在干旱气候条件下,极端降水量是生长季末GPP的主要预测因子。在寒冷气候条件下,农业干旱在模式预测结果中起主导作用。与灌溉农田相比,极端气候事件对雨养农田和草地植物生长产量的影响更为显著。实施涉及人为干预的灌溉战略将有助于减轻极端气候事件对植物生长结果的影响。
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来源期刊
CiteScore
10.30
自引率
9.70%
发文量
415
审稿时长
69 days
期刊介绍: Agricultural and Forest Meteorology is an international journal for the publication of original articles and reviews on the inter-relationship between meteorology, agriculture, forestry, and natural ecosystems. Emphasis is on basic and applied scientific research relevant to practical problems in the field of plant and soil sciences, ecology and biogeochemistry as affected by weather as well as climate variability and change. Theoretical models should be tested against experimental data. Articles must appeal to an international audience. Special issues devoted to single topics are also published. Typical topics include canopy micrometeorology (e.g. canopy radiation transfer, turbulence near the ground, evapotranspiration, energy balance, fluxes of trace gases), micrometeorological instrumentation (e.g., sensors for trace gases, flux measurement instruments, radiation measurement techniques), aerobiology (e.g. the dispersion of pollen, spores, insects and pesticides), biometeorology (e.g. the effect of weather and climate on plant distribution, crop yield, water-use efficiency, and plant phenology), forest-fire/weather interactions, and feedbacks from vegetation to weather and the climate system.
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