For a discussion of these methods, see Judd's textbook and also

Schmitt-Grohe and Uribe, Solving Dynamic General Equilibrium Models Using a Second-Order Approximation to the Policy Function.

Christopher Sims, Second Order Accurate Solution of Discrete Time Dynamic Equilibrium Models.