Active subspaces identify important input parameters and how they relate to output.
Proof-of-concept domains show potential for dimension reduction of land surface.
Important land surface parameters depend on land cover and flux type.
Land surface inputs and energy flux outputs can be related by a quadratic polynomial.
Lateral flow has negligible effect on the land surface parameter–flux relationship.