학술논문

Traffic Equilibrium Considering Heterogeneity Across Electric Vehicles
Document Type
Periodical
Source
IEEE Transactions on Intelligent Transportation Systems IEEE Trans. Intell. Transport. Syst. Intelligent Transportation Systems, IEEE Transactions on. 24(12):14944-14956 Dec, 2023
Subject
Transportation
Aerospace
Communication, Networking and Broadcast Technologies
Computing and Processing
Robotics and Control Systems
Signal Processing and Analysis
Costs
Vehicles
Games
Charging stations
Sensitivity
Iterative methods
Indexes
Electric vehicles
user equilibrium
heterogeneity
fast charging stations
Stackelberg game
Language
ISSN
1524-9050
1558-0016
Abstract
Rapid growth in the number of electric vehicles (EVs) calls for research on traffic equilibrium in urban transportation networks (UTNs). As a result of the interaction of EVs and fast charging stations (FCSs), traffic flow is influenced by EV drivers’ charging preferences. However, little research investigates the impact of heterogeneous charging preferences across EV drivers on the traffic flow at traffic equilibrium. This paper establishes a traffic model where the heterogeneity across EV drivers is reflected in the monetary value of time and sensitivity to electricity prices. Based on the traffic model, we propose a Stackelberg game to model the interaction of EVs and FCSs while ensuring the user equilibrium of UTN. The game features a hierarchical structure. At the higher level, FCSs play a non-cooperative game by strategically setting electricity prices with imperfect information of other FCSs. At the lower level, EVs play an evolutionary game to charge at FCSs with the lowest cost. An adaptive step control method is designed to prevent potential oscillations near the Nash equilibrium. Numerical results show that the difference in EV flow on the road can reach 18.42% without considering heterogeneity and considering heterogeneity. The proposed framework can illustrate how the heterogeneity across EVs influences the formation of traffic flow in traffic equilibrium calculation.