Growth models for forecasting the area, production and yield of major cereal crops in Ethiopia

IF 1 Q3 AGRONOMY Journal of Crop Improvement Pub Date : 2022-09-22 DOI:10.1080/15427528.2022.2127040
Adino Andaregie, T. Astatkie
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Abstract

ABSTRACT Although accurate forecasting of the production of major cereal crops is important to make policy decisions related to their supply, demand and import/export, very little work has been done in Ethiopia. Therefore, this study aimed to develop the best performing trend models for area, production, and yield of wheat (Triticum aestivum L.), teff [Eragrostis tef (Zucc.) Trotter], and maize (Zea mays L.) in Ethiopia, and to provide forecasts for 2019 to 2023. For each crop, the best-performing model was selected among linear, quadratic, exponential growth, and S-curve trend models using five performance measures (mean absolute percent error [MAPE], mean absolute deviation [MAD], mean squared deviation [MSD], coefficient of efficiency [E], and index of agreement [d]). Quadratic trend model was the best for area of wheat and teff, production of wheat, teff, and maize, and wheat and maize yields. S-curve and Linear trend models were the best for area of maize and yield of teff, respectively. Forecasts for 2019 to 2023 using the best-performing model revealed that cultivated area for these three cereals will decrease by 3,581 ha in Ethiopia, but their combined total production will increase by 4,896,630 tons, and productivity of wheat, teff, and maize will increase by 20.3%, 13.2%, and 13.8%, respectively, which is slightly higher than the projected population growth (10.9%) during this time. Although these results indicate that Ethiopia is on track to meet the second SDG, government policymakers and other stakeholders can use these findings to ensure sustainable food and nutrition security in Ethiopia.
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预测埃塞俄比亚主要谷类作物的面积、产量和产量的增长模型
尽管对主要谷物作物产量的准确预测对于制定有关其供需和进出口的政策决策非常重要,但在埃塞俄比亚做的工作却很少。因此,本研究旨在建立小麦(Triticum aestivum L.)、苔麸(Eragrostis tef (Zucc.))面积、产量和产量的最佳趋势模型。以及埃塞俄比亚的玉米(Zea mays L.),并提供2019至2023年的预测。对于每种作物,使用五种性能指标(平均绝对百分比误差[MAPE]、平均绝对偏差[MAD]、平均平方偏差[MSD]、效率系数[E]和一致性指数[d]),从线性、二次、指数增长和s曲线趋势模型中选出表现最佳的模型。二次趋势模型对小麦和苔麸面积、小麦、苔麸和玉米产量、小麦和玉米产量均有较好的预测效果。s曲线模型和线性趋势模型对玉米面积和苔麸产量的预测效果最好。使用最佳模型对2019年至2023年的预测显示,埃塞俄比亚这三种谷物的种植面积将减少3,581公顷,但其总产量将增加4,896,630吨,小麦、苔草和玉米的产量将分别增长20.3%、13.2%和13.8%,略高于这段时间的预计人口增长率(10.9%)。尽管这些结果表明埃塞俄比亚正在实现第二个可持续发展目标,但政府决策者和其他利益相关者可以利用这些发现来确保埃塞俄比亚的可持续粮食和营养安全。
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来源期刊
CiteScore
3.30
自引率
7.70%
发文量
42
期刊介绍: Journal of Crop Science and Biotechnology (JCSB) is a peer-reviewed international journal published four times a year. JCSB publishes novel and advanced original research articles on topics related to the production science of field crops and resource plants, including cropping systems, sustainable agriculture, environmental change, post-harvest management, biodiversity, crop improvement, and recent advances in physiology and molecular biology. Also covered are related subjects in a wide range of sciences such as the ecological and physiological aspects of crop production and genetic, breeding, and biotechnological approaches for crop improvement.
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