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A potato model intercomparison across varying climates and productivity levels
David H Fleisher1, Bruno Condori1, Roberto Quiroz2
1Crop Systems and Global Change Laboratory, USDA-ARS, Beltsville, MD, USA.
This study assessed potato crop models for climate change impacts. An ensemble approach using multiple models significantly improved yield prediction accuracy and reduced uncertainty, especially under varying climate conditions.
Area of Science:
- Agricultural Science
- Climate Modeling
- Crop Physiology
Background:
- Potato crop modeling is crucial for understanding climate change impacts.
- Quantifying model uncertainty is essential for reliable predictions.
- Previous assessments have not focused on tuber/root crops.
Purpose of the Study:
- To quantify variation among potato crop models.
- To evaluate model responses to climate change.
- To assess the effectiveness of an ensemble modeling approach.
Main Methods:
- Nine modeling groups simulated potato agronomic and climatic responses.
- Two calibration stages (partial and full) were used.
- Simulations were conducted at low- and high-input management sites globally.
Main Results:
- The median model ensemble outperformed single models in yield prediction.
- Uncertainty in simulated yield decreased from 38% to 20% with full calibration.
- Model variation increased with temperature and rainfall changes, with temperature sensitivity being a major unknown.
Conclusions:
- An ensemble approach is recommended for improved potato climate change impact assessments.
- Model calibration significantly reduces uncertainty.
- Future research should focus on improving temperature sensitivity parameters in crop models.
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