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[HTML][HTML] Mixing process-based and data-driven approaches in yield prediction
Yield prediction models can be divided between data-driven and process-based models
(crop growth models). The first category contains many different types of models with …
(crop growth models). The first category contains many different types of models with …
[HTML][HTML] Machine learning in crop yield modelling: A powerful tool, but no surrogate for science
Provisioning a sufficient stable source of food requires sound knowledge about current and
upcoming threats to agricultural production. To that end machine learning approaches were …
upcoming threats to agricultural production. To that end machine learning approaches were …
Future climate change significantly alters interannual wheat yield variability over half of harvested areas
Climate change affects the spatial and temporal distribution of crop yields, which can
critically impair food security across scales. A number of previous studies have assessed the …
critically impair food security across scales. A number of previous studies have assessed the …
[PDF][PDF] Forecasting daily meteorological time series using ARIMA and regression models
M Murat, I Malinowska, M Gos… - International …, 2018 - archive.sciendo.com
The daily air temperature and precipitation time series recorded between January 1, 1980
and December 31, 2010 in four European sites (Jokioinen, Dikopshof, Lleida and Lublin) …
and December 31, 2010 in four European sites (Jokioinen, Dikopshof, Lleida and Lublin) …
Substantial differences in crop yield sensitivities between models call for functionality‐based model evaluation
Crop models are often used to project future crop yield under climate and global change and
typically show a broad range of outcomes. To understand differences in modeled responses …
typically show a broad range of outcomes. To understand differences in modeled responses …
[HTML][HTML] The GGCMI Phase 2 experiment: global gridded crop model simulations under uniform changes in , temperature, water, and nitrogen levels (protocol …
Concerns about food security under climate change motivate efforts to better understand
future changes in crop yields. Process-based crop models, which represent plant …
future changes in crop yields. Process-based crop models, which represent plant …
An AgMIP framework for improved agricultural representation in integrated assessment models
Integrated assessment models (IAMs) hold great potential to assess how future agricultural
systems will be shaped by socioeconomic development, technological innovation, and …
systems will be shaped by socioeconomic development, technological innovation, and …
Differential responses of crop yields to multi-timescale drought in mainland China: Spatiotemporal patterns and climate drivers
C Zhan, C Liang, L Zhao, S Jiang, Y Zhang - Science of the Total …, 2024 - Elsevier
Increasingly frequent and severe droughts pose a growing threat to food security in China.
However, our understanding of how different crops respond to multi-timescale drought under …
However, our understanding of how different crops respond to multi-timescale drought under …
Multifractal characterization and comparison of meteorological time series from two climatic zones
J Krzyszczak, P Baranowski, M Zubik… - Theoretical and Applied …, 2019 - Springer
The results of the multifractal analysis performed for meteorological time series coming from
four stations in Poland and Bulgaria located in varying climatic zones are presented. To …
four stations in Poland and Bulgaria located in varying climatic zones are presented. To …
[HTML][HTML] The consolidated European synthesis of CH4 and N2O emissions for the European Union and United Kingdom: 1990–2019
Knowledge of the spatial distribution of the fluxes of greenhouse gases (GHGs) and their
temporal variability as well as flux attribution to natural and anthropogenic processes is …
temporal variability as well as flux attribution to natural and anthropogenic processes is …