Nature Communications · 2023 · 26 citations · 21 references
AgriculturePlant BiologyPlant SciencesControlled Environment AgricultureCrop ModelingField PhenotypingCrop PhenologyCrop PhenotypingPhenological AssessmentPhenology ModelingPlant GrowthPlant Growth RegulationClimate Change ScenariosClimate Stress ScenariosControlled Field TrialsIn-field PhenotypingPlant Growth AnalysisPlant Phenology ModelingPlant PhenotypingPlant-environment Interactions
In plant science, the suboptimal match of growing conditions hampers the transfer of knowledge from controlled environments in glasshouses or climate chambers to field environments. Here we present the PhenoSphere, a plant cultivation infrastructure designed to simulate field-like environments in a reproducible manner. To benchmark the PhenoSphere, the effects on plant growth of weather conditions of a single maize growing season and of an averaged season over three years are compared to those of a standard glasshouse and of four years of field trials. The single season simulation proves superior to the glasshouse and the averaged season in the PhenoSphere: The simulated weather regime of the single season triggers plant growth and development progression very similar to that observed in the field. Hence, the PhenoSphere enables detailed analyses of performance-related trait expression and causal biological mechanisms in plant populations exposed to weather conditions of current and anticipated future climate scenarios.
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Fitting Linear Mixed-Effects Models Using <b>lme4</b>
Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 85.6K citations · Full text