The dual from part (a) is
The point is dual feasible and has value . The primal point
is feasible and also has objective value
By weak duality, neither point can be improved, so
The strict dual inequalities for and , together with complementary slackness, force at any optimum; the two tight primal constraints then force and . Thus the displayed minimizer is unique.
Introduce unrestricted row and column potentials . The dual is
Primal and dual feasible solutions are optimal precisely when complementary slackness holds:
Indeed, the primal--dual objective gap is , a sum of nonnegative terms.
Resource congestion price 2026-10-06
A resource congestion price signals scarcity at a capacity-constrained link. Under multiplicative resource-price dynamics, its increase indicates excess demand and its decrease indicates spare capacity. A route pays the sum of these prices, its route congestion price. A zero resource congestion price at an optimum satisfies complementary slackness with possible spare capacity.
An uncapacitated minimum-cost flow has nonnegative edge flows without finite upper capacities. The flow balances prescribe net supply at each vertex. For the oriented incidence matrix convention with tail and head , vertex network dual potentials have network reduced costs . Nonnegative network reduced costs and complementary slackness certify a feasible optimum. A feasible negative-cost directed cycle makes the problem unbounded below.