We inverstigate solvability of various types of equations in residuated semigroups and quantales. Most attention is devoted to Moore-Penrose equations in residuated semigroups and quantales with involution, and in particular, to Moore-Penrose equations for fuzzy relations and matrices over residuated structures of truth values (quantales, complete residuated lattices,  complete Heyting algebras, etc.).