Abstract : With the advent of autonomous vehicles, self-management of taxis fleet becomes an important issue for the automotive industry. Designing strategies for taxis turns out to be a difficult task due to a large number of parameters and metrics involved. Performance evaluation of these strategies is also a complex problem since effectiveness in some configurations may become inefficiency in others. After formalizing this problem we propose several strategies based on swarm-computing techniques. Finally, we show that metric unification is necessary and that only a multi-criterion approach illustrated by an economic analysis allows a comparison. We conclude with a description of the simulator implemented and some examples showing the measurements made with the proposed strategies.
https://hal.inria.fr/hal-02143005
Contributor : Cristal Equipe Smac <>
Submitted on : Thursday, November 5, 2020 - 2:44:12 PM Last modification on : Friday, December 11, 2020 - 6:44:05 PM
Philippe Mathieu, Antoine Nongaillard. Effective evaluation of autonomous taxi fleets. ICAART 2018 - 10th International Conference on Agents and Artificial Intelligence, Jan 2018, Funchal, Portugal. ⟨hal-02143005⟩