Lotka-Volterra
Predator-prey dynamics. Recovers predation rate β from population observations.
Problem
Two fields (prey, predator), one learnable parameter (β):
\[
\frac{dx}{dt} = \alpha x - \beta x y, \qquad
\frac{dy}{dt} = \delta x y - \gamma y
\]
Features Demonstrated
FourierEncodingfor capturing oscillatory solutions- Scalar
Parameterrecovery ValidationRegistryfor ground-truth comparison
Results
