Optimal Time-Varying Pricing for Toll Roads Under Multiple Objectives: A Simulation-Based Optimization Approach

The determination of the pricing for tolled facilities always involves consideration of multiple objectives, e.g., efficiency, safety, pollution, reliability, and economy. Simulations are widely used to evaluate the performance of transportation systems as to the various objectives in response to different travel demand management policies. However, transportation simulation is usually associated with high computation costs and non-closed-form objective functions. This paper builds a simulation based optimization framework, and uses surrogate models to approximate the true simulation function. A significant amount of computation time can be saved with this method. To solve real world application problems, we develop infill strategies for multiobjective and constrained optimization problems. Using DynusT as the simulator, we optimize the toll rates for a five-segment toll road in Maryland, and successfully update the Pareto front based on initial samples for the multiobjective optimization problem. The met...