In this paper, we review some of the most recent research regarding design, simulation, implementation and evaluation dynamic tolling schemes. Analyzing structure reviewed studies, identify common elements differences in approaches chosen by different authors, presenting an overview methods for price definition simulation techniques as well a discussion on newest technology applications field. ...

We study transportation networks controlled by dynamic feedback tolls. focus on a multiscale model, whereby the dynamics of traffic flows are intertwined with those routing choices. The latter influenced current state network as well tolls in system planner. prove that class decentralized monotone flow-dependent allows for globally stabilizing around generalized Wardrop equilibrium. In particul...

Abstract Dynamic pricing is considered a possibility to gain an advantage over competitors in modern online markets. The past advancements Reinforcement Learning (RL) provided more capable algorithms that can be used solve problems. In this paper, we study the performance of Deep Q-Networks (DQN) and Soft Actor Critic (SAC) different market models. We consider tractable duopoly settings, where ...