Polyhedral combinatorics is a field of mathematics that studies the properties and structures of polyhedra, especially in relation to combinatorial optimization problems. It involves understanding the geometric and algebraic properties of polyhedra to develop efficient algorithms for solving complex optimization problems like the traveling salesman problem and integer programming.