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In #3, we created a prototype, where two modules leaf_dynamics and root_dynamics are differentiable wrt only TDWI and SPAN parameters.
To develop a differentiable module, we check for look-up tables, hard thresholds, and mathematical operations, and replace them with differentiable alternatives. In addition to differentiability, the implementation also focuses on efficiency, by leveraging vectorized operations.
In #3, we created a prototype, where two modules
leaf_dynamicsandroot_dynamicsare differentiable wrt onlyTDWIandSPANparameters.To develop a differentiable module, we check for look-up tables, hard thresholds, and mathematical operations, and replace them with differentiable alternatives. In addition to differentiability, the implementation also focuses on efficiency, by leveraging vectorized operations.
We want to apply the same changes to all parameters of 9 modules as well as wofost72 module.
Requirements:
drvvariable)Examples:
See current implementations of
leaf_dynamicsandroot_dynamics.Note:
We use
EngineTestHelperfromutilsto run individual model, untilengineis fixed in #25