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precision agriculture
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Agricultural ScienceBlockchainDigital AgricultureInternet Of ThingsSite-specific Management
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Early Process-Based Precision Agriculture
1969 - 2000
During the period 1969-2000, research advanced toward integrating remote sensing-derived data streams with process-based crop growth models to monitor crop status, biomass, and early yield proxies across landscapes. Water-use optimization and evapotranspiration estimation emerged as core constraints, aligning irrigation planning with modelled water demand across weather, soil, and management conditions. Methodological emphasis on data-driven, scenario-based decision support helped unify the field around site-specific management and climate-resilient forecasting.
• Remote sensing and spectral imagery provide a core, scalable data stream for crop monitoring, biomass estimation, and early yield proxies across landscapes [1], [4], [15], [17].
• Process-based crop growth models and simulation frameworks unify weather, soil, and management to predict yields and explore scenario-based decision options [8], [9], [13], [14], [16].
• Water, evapotranspiration, and resource-use optimization form core constraints and management targets, tying ET estimation, LAI, and water-limited growth to yield outcomes [4], [6], [13], [19].
• Yield components and physiological determinants such as kernel number, harvest index, and grain filling respond to irradiance, temperature, and stress, guiding breeding and agronomic strategies [5], [7], [10], [18].
• Global forecasting, policy framing, and economics-integrated models support planning under climate variability and agricultural change, connecting policy, production, and technology [2], [16], [20].
Popular Keywords
Remote-Sensing Driven Precision Agriculture
2001 - 2007
Satellite-based Precision Agriculture
2008 - 2014
Remote Sensing-Driven Yield Modeling
2015 - 2016
Integrated Deep Learning and Sensing for Precision Agriculture
2017 - 2023