# Modular Circulation and Applications to Traffic Management

An introduction to and analysis of the Modular Circulation problem, a circulation problem in which all demands are an integer modulo some value lambda.

[PDF]

## Abstract

We introduce a variant of the well-known minimum-cost circulation problem in directed networks, where vertex demand values are taken from the integers modulo λ, for some integer λ ≥ 2. More formally, given a directed network G = (V,E), each of whose edges is associated with a weight and each of whose vertices is associated with a demand taken over the integers modulo λ, the objective is to compute a flow of minimum weight that satisfies all the vertex demands modulo λ. This problem is motivated by a problem of computing a periodic schedule for traffic lights in an urban transportation network that minimizes the total delay time of vehicles. We show that this modular circulation problem is solvable in polynomial time when λ = 2 and that the problem is NP-hard when λ = 3. We also present a polynomial time algorithm that achieves a 4(λ − 1)-approximation.

## Keywords

Network flows and circulations, Traffic management, Approximation algorithms, NP-hard problems