Title :
Analysis of Price of Anarchy in Traffic Networks With Heterogeneous Price-Sensitivity Populations
Author :
Xuehe Wang ; Nan Xiao ; Lihua Xie ; Frazzoli, Emilio ; Rus, Daniela
Author_Institution :
Centre for E-City, Nanyang Technol. Univ., Singapore, Singapore
Abstract :
In this paper, we investigate how the scaled marginal-cost road pricing improves the price of anarchy (POA) in a traffic network with one origin-destination pair, where each edge in the network is associated with a latency function. The POA is defined as the worst possible ratio between the total latency of Nash flow and that of the socially optimal flow. All players in the noncooperative congestion game are divided into groups based on their price sensitivities. First, we consider the case where all players are partitioned into two groups in a network with two routes. In this case, it is shown that the total latency of the Nash flow can always reach the total latency of the socially optimal flow if the designed road price is charged on each link. We then analyze the POA for general case. For a distribution of price sensitivities satisfying certain conditions, a road pricing scheme is designed such that the unique Nash flow can achieve the social optimal flow, i.e., $text {POA}=1$ . An algorithm is proposed to find the price scheme that optimizes the POA for any distribution of price sensitivities and any traffic network with one origin-destination pair. Finally, the results are applied to a traffic routing problem.
Keywords :
game theory; network theory (graphs); road pricing (tolls); road traffic control; vehicle routing; Nash flow; POA improvement; heterogeneous price-sensitivity populations; latency function; network edge; noncooperative congestion game; origin-destination pair; player partitioning; price sensitivity distribution; price-of-anarchy analysis; scaled marginal-cost road pricing; socially optimal flow; total latency; traffic networks; traffic routing problem; worst possible ratio; Games; Nash equilibrium; Pricing; Routing; Sensitivity; Traffic control; Noncooperative congestion game; price of anarchy (POA); price sensitivity; road pricing; traffic networks; traffic networks.;
Journal_Title :
Control Systems Technology, IEEE Transactions on
DOI :
10.1109/TCST.2015.2410762