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開花期観測×収量推定×
分野農学農学
系統Process / pipelineProcess / pipeline
提唱年19742015
提唱者Zadoks, Chang, Konzak (cereals); Fehr, Caviness (soybean)Agronomic research institutions (CIMMYT, ICRISAT, IRRI)
種類Observational and classification pipelineAnalytical and predictive pipeline
原典Zadoks, J. C., Chang, T. T., & Konzak, C. F. (1974). A decimal code for the growth stages of cereals. Weed research, 14(6), 415-421. DOI ↗Lobell, D. B., Thau, D., Seifert, C., Engle, E., & Shadow, B. (2015). A regional crop yield forecasting system for Sub-Saharan Africa. Global Food Security, 5, 6-15. link ↗
別名Growth stage assessment, Phenological monitoring, Crop stage scaleYield forecasting, Harvest prediction, Yield monitoring
関連55
概要Phenological Observation is an observational and classification pipeline for systematically recording crop development stages from germination to maturity. Standardized through crop-specific scales (Zadoks for cereals, Fehr for soybean), this method enables precise communication of crop status, timing of management decisions (fungicide application, irrigation), and prediction of harvest readiness.Crop Yield Estimation is an analytical and predictive pipeline for forecasting final crop yield before harvest or monitoring yield accumulation during the growing season. Developed by agronomic research centers (CIMMYT, ICRISAT, IRRI), this method combines field observations, environmental data, and statistical models to predict grain or biomass output, informing harvest planning, market decisions, and performance evaluation.
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  1. v1
  2. 2 出典
  3. PUBLISHED

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ScholarGate手法を比較: Phenological Observation · Crop Yield Estimation. 2026-06-18に以下より取得 https://scholargate.app/ja/compare