Exact and Heuristic Optimization Methods

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Could anyone give me a rough classification for which kind of nonlinear- problems can I apply exact optimization methods (such as barrier function) and for which problems heuristic methods (such as population based methods)?

I read that heuristic methods are "better trial and error" methods?! Thank you very much for your help!