For a steady flow network, let each origin-destination class have fixed demand . Route flows satisfy . The link flow is , and a link has continuous travel delay . Its route delay is .
A Wardrop equilibrium describes nonatomic traffic: each traveler is too small to alter aggregate delays by changing route. For each class there is a minimum delay such that
Thus all used routes of one class have equal minimum cost, and an unused route cannot offer a shorter trip. The condition concerns private travel time, rather than total network delay.
Equivalently, for every feasible route vector ,
Indeed, each used route has class minimum cost, so reallocating demand cannot reduce the cost evaluated at the original flows; conversely a positive flow on a non-minimum route gives an improving transfer. This variational inequality form remains meaningful even when route costs are not separable link functions.
Variational inequality 2026-10-07
For a feasible set and a vector field , a variational inequality asks for satisfying the displayed inequality for every feasible . If is convex and is the gradient of a differentiable convex function, it is the necessary and sufficient first-order condition for minimizing that function. It also describes Wardrop equilibria when no scalar objective has the route-cost vector as its gradient.