We consider unconstrained and constrained problems formulated in the
framework of tropical algebra to minimize nonlinear functions defined on vectors
over an idempotent semifield. We give a brief overview of known problems and
existing solution methods. Applications in project scheduling, location analysis
and decision making are discussed.