Physics-Informed ML
Physics-Informed Fit Explorer
Blend a flexible data-only curve with Darcy's Law's monotonic drawdown constraint, and watch physically impossible fits disappear.
At weight 0, the curve fits only the eight noisy points — with so little data it can bend upward, which is physically impossible for steady flow to a pumping well. Increasing the weight blends in Darcy's Law's monotonic drawdown shape as a constraint.
⚠ This curve rises somewhere — physically impossible for this well configuration.