Assessing the impacts of climate variability on agricultural productivity at regional, national or global scale is essential for defining adaptation and mitigation strategies. We explore in this study the potential changes in spring wheat yields at Swift Current and Melfort, Canada, for different sowing windows under projected climate scenarios (i.e., the representative concentration pathways, RCP4.5 and RCP8.5). First, the APSIM model was calibrated and evaluated at the study sites using data from long term experimental field plots. Then, the impacts of change in sowing dates on final yield were assessed over the 2030-2099 period with a 1990-2009 baseline period of observed yield data, assuming that other crop management practices remained unchanged. Results showed that the performance of APSIM was quite satisfactory with an index of agreement of 0.80, R2 of 0.54, and mean absolute error (MAE) and root mean square error (RMSE) of 529 kg/ha and 1023 kg/ha, respectively (MAE = 476 kg/ha and RMSE = 684 kg/ha in calibration phase). Under the projected climate conditions, a general trend in yield loss was observed regardless of the sowing window, with a range from -24 to -94 depending on the site and the RCP, and noticeable losses during the 2060s and beyond (increasing CO2 effects being excluded). Smallest yield losses obtained through earlier possible sowing date (i.e., mid-April) under the projected future climate suggested that this option might be explored for mitigating possible adverse impacts of climate variability. Our findings could therefore serve as a basis for using APSIM as a decision support tool for adaptation/mitigation options under potential climate variability within Western Canada.
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机译:在区域,国家或全球范围内评估气候变化对农业生产力的影响对于定义适应和减缓战略至关重要。在这项研究中,我们探讨了在预计的气候情景下(即代表性的浓缩途径RCP4.5和RCP8.5),对于不同的播种期,加拿大Swift Swift和Melfort春季小麦产量的潜在变化。首先,使用来自长期实验场图的数据在研究现场对APSIM模型进行校准和评估。然后,假设其他作物管理方法保持不变,则在2030-2099年期间以1990-2009年基准的观测产量数据评估播种期变化对最终产量的影响。结果表明,APSIM的性能非常令人满意,一致性指数为0.80,R2为0.54,平均绝对误差(MAE)和均方根误差(RMSE)分别为529 kg / ha和1023 kg / ha(在校准阶段,MAE = 476 kg / ha和RMSE = 684 kg / ha)。在预计的气候条件下,无论播种窗如何,都观察到单产损失的总体趋势,其范围在-24至-94之间,具体取决于播种地点和RCP,并且在2060年代及以后的时期会出现明显的损失(增加的CO2效应是排除)。在预计的未来气候下,通过更早的播种日期(即4月中旬)获得的单产损失最小,这表明可以探索该选择方案,以减轻气候变化的可能不利影响。因此,我们的发现可以作为使用APSIM作为加拿大西部地区潜在气候变化下适应/减灾方案的决策支持工具的基础。
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