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Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
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Crop model ideotyping for agricultural diversification.

Eranga M Wimalasiri1,2, Ebrahim Jahanshiri1, Vimbayi Chimonyo3

  • 1Crops For the Future UK, NIAB, 93 Lawrence Weaver Road Cambridge, England, United Kingdom.

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Summary
This summary is machine-generated.

Developing crop models for underutilized crops like hemp (Cannabis sativa L.) is crucial for agricultural diversification. This study presents an innovative ideotyping technique to approximate crop modeling parameters, reducing calibration efforts and promoting research for less-studied crops.

Keywords:
AquacropBig environmental dataCalibrationCrop modellingHempIdeotypingUnderutilised crops

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Area of Science:

  • Agricultural Science
  • Computational Biology
  • Agronomy

Background:

  • Crop diversification relies on modeling neglected or underutilized crops.
  • Limited data and funding hinder calibration for these crops, impacting policy interest.
  • Existing crop models require extensive, resource-intensive calibration for specific varieties.

Purpose of the Study:

  • To develop and validate an ideotyping technique for approximating crop modeling parameters for underutilized crops.
  • To address the lack of calibration data for minor crops by leveraging knowledge from well-studied crops.
  • To encourage the use of advanced modeling techniques for less-known crops and their varieties.

Main Methods:

  • Developed an ideotyping technique to approximate crop model parameters using data from related, well-calibrated crops.
  • Utilized the AquaCrop model to estimate growth coefficients for hemp (Cannabis sativa L.) based on a sugar cane model.
  • Employed a sequential procedure to approximate phenological stages, ensuring model performance in calibration and validation.

Main Results:

  • Successfully tested the ideotyping method for hemp (Cannabis sativa L.) using an established crop model.
  • The approach effectively approximated growth coefficients and phenological stages for hemp.
  • Demonstrated the feasibility of transferring knowledge between crop models for underutilized species.

Conclusions:

  • The developed ideotyping technique offers a viable solution for modeling underutilized crops with limited data.
  • This method can reduce the resource demands of crop model calibration, facilitating research and policy support.
  • Further development of such techniques is essential for advancing the modeling of minor crops and promoting agricultural diversity.