Do algorithms exist for tuning microwave filters?
You are asking how, for an arbitrary-shaped-search-space, to quickly find the steepest-decent path to the global optimum, yet NOT enter an false optima. 

Genetic algorithms, per a guy I assist in system development, can handle this search task.