Newton's method is the only black-box method for non-linear problems. Convergence
is only ensured if the starting point is sufficiently close to the solution.
Relaxation may help. That is, play with
the relaxation parameter by
n = NewtonSolver()
n.parameters["relaxation_parameter"] = 0.5
Continuation methods are common alternatives, but these methods require
problem-specific coding.