Transient Water Hammer
The 1-D compressible-liquid continuity/momentum equations discretized by the Method of Lines on a staggered grid, capturing the pressure surge a rapid valve closure launches down a pipe — validated against the Joukowsky relation.
The steady pipeline unit op gives a Darcy pressure drop; it can't represent the pressure surge a rapidly closing valve launches down a pipe. This adds a transient, spatially resolved pipe: the 1-D compressible-liquid equations, discretized in space by the Method of Lines into continuous-time ODEs and integrated with the same solve_ivp(BDF) machinery.
Show the governing equations
Drive a fast valve-closure schedule and read the peak pressure at the valve node — the standard water-hammer screening question ("does this closure time need a surge tank?").