Precision Agriculture · 2023 · 13 citations · 18 references
AgricultureAgricultural EconomicsAgronomyCrop ProductionFarm ManagementNutrient ManagementAgricultural Production EconomicsCrop Production EconomicsFertilizer ManagementVariable Rate Fertilizer ApplicationVariable Rate Nutrient ManagementVariable-rate FertilizationAgricultural ExperimentationCase Study EvaluationFarm Decision MakingFertilizer Application RatesFertilizer EconomicsOn-farm ExperimentationOptimal Fertilizer Rate EstimationSite-specific Management
Abstract On-farm experimentation (OFE) is increasing worldwide. Appropriate OFE procedures may differ depending on the characteristics and circumstances surrounding farms, such as climate, field conditions, farm size, degree of agricultural digitalization, and a farmer’s socioeconomic background. This study aims to guide the future development of OFE in Japanese grain farming by examining the experimental setup, data analysis, and farmers’ activities within their socioeconomic and institutional communication and learning networks. The results of this typical OFE case study, which estimates a field’s economically-optimal fertilizer variable-rate application map for winter wheat production, are reported. The outcomes of the case study, which are intended to guide the direction of OFE development in Japan, were used as reference materials for a survey taken while interviewing farmers who had never been involved in OFE. Farmers’ answers showed that the economic return of site-specific management depends on farm and field size and exhibits economies of scale. A very high share of the profit increases provided by OFE data came from improvements in field-specific uniform rate management, not from within-field site-specific management. The interviews revealed that farmers open to OFE are more interested in increasing rice crop quality to earn price premiums than in increasing yield. Increased engagement with farmers in conducting OFEs could play a key role not only in generating data to guide farmers’ input management but also in fostering farmer collaboration to develop marketing strategies. This study is the first to propose future orientations of OFE research that target typical moderately-sized Japanese grain farms.
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R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
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Weifeng Zhang, Xiaolin Li, Hongyan Zhang et al. · Nature · 2016 · 593 citations
The Determination of the Readily Available Phosphorus of Soils<sup>1</sup>
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