Ideally, if your model is well-defined (well-constrained), irrespective of the optimisation method, you should get the same results.
In practice, due to a variety of possible reasons, e.g. the initial conditions, some may be more effective than others; some may completely fail.
It's up to you as the modeller to decide which results are meaningful: e.g. if a certain method suggests growth rates, yields, .. that are totally irrealistic, they should be discarded.