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物候观测×作物产量估算×
领域农学农学
方法族Process / pipelineProcess / pipeline
起源年份19742015
提出者Zadoks, Chang, Konzak (cereals); Fehr, Caviness (soybean)Agronomic research institutions (CIMMYT, ICRISAT, IRRI)
类型Observational and classification pipelineAnalytical and predictive pipeline
开创性文献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 ↗
别名Growth stage assessment, Phenological monitoring, Crop stage scaleYield forecasting, Harvest prediction, Yield monitoring
相关55
摘要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.
ScholarGate数据集
  1. v1
  2. 2 来源
  3. PUBLISHED
  1. v1
  2. 2 来源
  3. PUBLISHED

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ScholarGate方法对比: Phenological Observation · Crop Yield Estimation. 于 2026-06-18 检索自 https://scholargate.app/zh/compare