Instead of a Hamiltonian, a Lagrangian formulation can be used, in which case Lagrange’s equation is solved:

where N is the Hessian of the Lagrangian with respect to the velocities:

For a more in-depth example, see Choosing a Formulation in the Particle Tracing Modeling chapter.