Novel insights into factors associated with yield response and nutrient use efficiency of maize and rice in sub-Saharan Africa. A review

被引:9
|
作者
Zingore, Shamie [1 ]
Adolwa, Ivan Solomon [2 ]
Njoroge, Samuel [2 ]
Johnson, Jean-Martial [3 ]
Saito, Kazuki [3 ]
Phillips, Steve [1 ]
Kihara, Job [4 ]
Mutegi, James [2 ]
Murell, Scott [1 ]
Dutta, Sudarshan [1 ]
Chivenge, Pauline [1 ]
Amouzou, Kokou A. [5 ]
Oberthur, Thomas [1 ]
Chakraborty, Somsubhra [6 ]
Sileshi, Gudeta Weldesemayat [7 ,8 ]
机构
[1] African Plant Nutr Inst APNI, Lot 660 Hay Moulay Rachid, Benguerir 43150, Morocco
[2] African Plant Nutr Inst APNI, ICIPE Campus, Nairobi, Kenya
[3] Africa Rice Ctr AfricaRice, 01 BP 2551, Bouake 01, Cote Ivoire
[4] Int Ctr Trop Agr CIAT, ICIPE Duduville Complex, POB 823-00621, Nairobi, Kenya
[5] African Plant Nutr Inst APNI, Yamoussoukro, Cote Ivoire
[6] IIT Kharagpur, Agr & Food Engn Dept, Kolkata, India
[7] Addis Ababa Univ, Dept Plant Biol & Biodivers Management, Addis Ababa, Ethiopia
[8] Univ KwaZulu Natal, Sch Agr Earth & Environm Sci, Pietermaritzburg, South Africa
关键词
Machine learning algorithms; Nutrient interactions; Sustainable intensification; N-USE EFFICIENCY; SOIL FERTILITY; CROP YIELD; MANAGEMENT; PHOSPHORUS; POTASSIUM; NITROGEN; FERTILIZATION; PRODUCTIVITY; MACRONUTRIENTS;
D O I
10.1007/s13593-022-00821-4
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
A common theme emerging from nutrient omission trials conducted extensively across sub-Saharan Africa has been the large variability in yield response to applied nutrients. Yet, little is known about the factors associated with this variability. Therefore, the objectives of this review were to (1) synthesize the available data from nutrient omission trials of maize and rice and quantify spatial variability in yield responses and the probability of attaining specified yield targets; (2) identify the genotypic, environmental, and nutrient management factors associated with yield responses; and (3) provide insights and actionable information for setting priorities for future nutrient management research and development. Here, we provide distributions and expected values of yield response and agronomic efficiencies of nitrogen (N), phosphorus (P), and potassium (K) to serve as benchmarks for improving fertilizer recommendations. We also show that with the combined application of NPK fertilizer, rain-fed maize and rice yields can be raised from the current yields of similar to 2 Mg ha(-1) to 4 Mg ha(-1). Yield responses to N, P, and K were in the ratio of 11:6:1 in maize and 13:7:5 in rice, probably arising from differences in uptake requirements and growing environments. K yield responses were 2-3 times higher in rice than in maize. Explorative analysis using machine learning algorithms provided further insights into the possible interaction of agroecology, soil type, and exchangeable cations on the spatial variability in yield responses to N, P, and K in maize and rice. We recommend future research to address site-specific interactions between the applied and indigenous soil nutrients, focusing on optimizing application rates of K, other macronutrients and micronutrients for sustainable intensification of maize and rice production. This study highlights the critical need for balanced fertilization to optimize the productivity and nutrient use efficiencies in rice and maize production in smallholder farming systems in SSA.
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页数:20
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