Assessment of Climate Change Impact on Sorghum Production in Machakos County

E. Bosire, F. Karanja, G. Ouma, W. Gitau
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引用次数: 5

Abstract

The APSIM (Agricultural Production Systems sIMulator) model was used to assess the impact of climate change on sorghum production in the semi arid low lands of Machakos County under three future scenarios of climate change (2010-2039, 2040-2069 and 2070-2099) using two Representative Concentration Pathways (RCPs): RCP 4.5 and RCP 8.5. The APSIM model was calibrated and evaluated using field experimental data obtained from a two-year experiment (2014 to 2015) of sorghum parameters carried out at Kenya Agricultural and Livestock Research Organization (KALRO) in Katumani. Model evaluation shows that APSIM sorghum model was capable in quantifying the response of sorghum to nitrogen (N). The values of root mean square error obtained were low for all the sorghum parameters studied. Higher values of modified index of agreement showed more precise simulation of total biomass and grain yield. The observed and simulated sorghum parameters for both cultivars during the long and short growing seasons depicted good correlation with r2values ranging between 45 % and 99%. Across all the GCMs projected mean changes on phenological dates (days to 50% flowering and physiological maturity) showed a consistent decline for both sorghum varieties during the long and short growing seasons with the application of different rates of fertilizer. These trends were more manifested in the RCP8.5 than RCP4.5 and in the end century (2071-2100) of the simulation. With the RCP8.5 flowering dates reduced by 24 and 28 days and the crop cycle duration shrinked by 35 and 38 days in the end century (2071-2100) for gadam and seredo, respectively. There was slight increase or decrease in biomass for both varieties under climate change with no fertilizer application. However, with application of 50kgha-1N, there was a slight increase of biomass. It has been noted that under changing climate sorghum grain yields will constantly increase for both cultivars over the three future time periods with almost 85.3% increase as we approach the end of the century (2070-2099). The extent of yield change was higher for seredo than for gadam.
气候变化对马查科斯县高粱生产的影响评价
利用APSIM(农业生产系统模拟器)模型,利用RCP 4.5和8.5两个代表性浓度路径(RCP),在2010-2039年、2040-2069年和2070-2099年3种气候变化情景下,评估了气候变化对machaos县半干旱低地高粱生产的影响。对APSIM模型进行了校准和评估,使用的是肯尼亚农畜研究组织(KALRO)在卡图马尼开展的为期两年的高粱参数试验(2014年至2015年)获得的田间试验数据。模型评价表明,APSIM高粱模型能较好地量化高粱对氮的响应,得到的各参数均方根误差均较低。修正的一致性指数值越高,对总生物量和粮食产量的模拟越精确。两个品种在长、短生长季的观测和模拟参数与r2值的相关性在45% ~ 99%之间。在所有GCMs预测的物候日期(开花至50%的天数和生理成熟)的平均变化中,施用不同肥料量的高粱品种在长生长季和短生长季都一致下降。这些趋势在RCP8.5期比RCP4.5期和模拟的末世纪(2071—2100年)更为明显。末世纪(2071 ~ 2100年),RCP8.5处理下,甘丹和塞雷多的花期分别缩短了24天和28天,作物周期分别缩短了35天和38天。在不施肥的气候变化条件下,两个品种的生物量都有轻微的增减。施用50kga - 1n时,生物量略有增加。已经注意到,在气候变化的情况下,高粱的粮食产量将在未来三个时期内不断增加,随着我们接近本世纪末(2070-2099年),高粱的粮食产量将增加近85.3%。seredo的产量变化幅度大于gadam。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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