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Longitudinal analysis of a long-term conservation agriculture experiment in Malawi and lessons for future experimental design

机译:马拉维长期保护农业实验的纵向分析及对未来实验设计的课程

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Resilient cropping systems are required to achieve food security in the presence of climate change, and so several long-term conservation agriculture (CA) trials have been established in southern Africa - one of them at the Chitedze Agriculture Research Station in Malawi in 2007. The present study focused on a longitudinal analysis of 10 years of data from the trial to better understand the joint effects of variations between the seasons and particular contrasts among treatments on yield of maize. Of further interest was the variability of treatment responses in time and space and the implications for design of future trials with adequate statistical power. The analysis shows treatment differences of the mean effect which vary according to cropping season. There was a strong treatment effect between rotational treatments and other treatments and a weak effect between intercropping and monocropping. There was no evidence for an overall advantage of systems where residues are retained (in combination with direct seeding or planting basins) over conventional management with respect to maize yield. A season effect was evident although the strong benefit of rotation in El Nino season was also reduced, highlighting the strong interaction between treatment and climatic conditions. The power analysis shows that treatment effects of practically significant magnitude may be unlikely to be detected with just four replicates, as at Chitedze, under either a simple randomised control trial or a factorial experiment. Given logistical and financial constraints, it is important to design trials with fewer treatments but more replicates to gain enough statistical power and to pay attention to the selection of treatments to given an informative outcome.
机译:有弹性种植系统需要在气候变化存在下实现粮食安全,因此在南部非洲建立了几项长期保护农业(CA)试验 - 2007年马拉维的Chitedze农业研究站之一。该目前的研究重点是纵向分析,从试验中纵向分析,以更好地了解季节之间变化的联合影响,特别是玉米产量的疗法之间的变化。进一步的兴趣是时间和空间中治疗响应的可变性以及具有足够统计能力的未来试验的影响。该分析显示了根据裁剪季节变化的平均效果的治疗差异。旋转治疗和其他治疗之间存在强烈的治疗效果,以及间作与单剖盈的弱势效应。没有证据总体优势,在相对于玉米产量的常规管理中保留残留物(与直接播种或种植盆地组合)。季节效果明显明显,尽管在El Nino季节的旋转强烈效益也减少,突出了治疗和气候条件之间的强烈相互作用。功率分析表明,在简单的随机对照试验或因子实验中,只需四次重复,可能不太可能检测到实际显着的幅度的处理效果。给予后勤和财政限制,重要的是设计具有较少治疗的试验,但更复制,以获得足够的统计能力,并注意选择提供信息的治疗。

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