Mixed Traffic with EVs
Period-to-period toll adjustment schemes for mixed traffic with time-varying electric vehicle penetration
Ma, X. and He, X., 2021. Transportation Research Part C: Emerging Technologies [Paper]

As electric vehicle (EV) penetration increases, the mixed traffic of EVs and gasoline vehicles (GVs) will be prevalent in roadway systems for a long time. Meanwhile, the periodic EV market growth will cause mixed traffic to evolve from disequilibrium to a new equilibrium. This equilibration is theoretically indeterminate due to the non-uniqueness of mixed traffic equilibria and the dynamic interaction between operational policy and underlying mixed traffic. Such indeterminacy affects the long-term mixed traffic performance that should be factored into the period-to-period adjustment of EV related policies. This research explores the properties of mixed traffic equilibria and proposes a mixed traffic evolution model considering timevarying EV penetration. The model is then integrated into a control framework to support the period-to-period adjustment of EV-promoting tolling policy for achieving long-term system-level goals.
