Maximization problem (${\sup }_{u\in F}f(u)$)

A maximization problem seeks a feasible point with largest objective value. Its supremum can fail to be attained or be infinite. Negating the objective gives a minimization problem. A global extremum of an optimization Lagrangian can certify a feasible optimum by the Lagrangian sufficiency theorem.