![]() ![]() As such, in an attempt to optimize for the individual driver, the welfare of the traffic network is punished. However, a lemming effect can cause the alternative routes also to become congested, as the system suggests the same route to all users. ![]() Our results are promising, showing considerable improvement in travel times, queue lengths, and CO2 emissions.Ībstract = "Modern navigation systems warn the user of traffic jams ahead and suggest alternative routes. We perform exhaustive experiments considering different traffic loads and different traffic light controllers. As a proof of concept, we build a SUMO model of a representative traffic network. The system then uses Uppaal Stratego to perform machine learning and approximate the best rerouting scenarios. Our system periodically monitors the status of the network to identify potentially congested roads together with vehicles affected by them. In this paper we introduce an online and proactive method for collective rerouting recommendations based on real-time data and stochastic optimization. ![]() ![]() Modern navigation systems warn the user of traffic jams ahead and suggest alternative routes. ![]()
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